Multi-objective Optimization

from IPython.display import Image
Image(filename="./ehvi-teaching.png")

In this notebook, we will use multi-objective optimization to find optimal trade-offs between each of the 8 recorded wavelengths. This is in contrast to minimizing a scalarized objective such as MAE, RMSE, or Frechet distance relative to a target spectrum. We’ll take a look to see which of MAE, RMSE, Frechet, and multi-objective produce the most efficient searches.

One of the more sophisticated approaches to multi-objective optimization is the use of the expected hypervolume improvement acquisition function. To understand this, you need to understand what a Pareto front is.

The Pareto front is defined as the set of non-dominated solutions, where each objective is considered as equally good. Source: Handbook of Neural Computation, 2017

The following figure illustrates the idea behind a Pareto front in two dimensions.

The red line is an example of a Pareto-efficient frontier, where the frontier and the area left and below it are a continuous set of choices. The red points on the frontier are examples of Pareto-optimal choices of production. Points off the frontier, such as N and K, are not Pareto-efficient, since there exist points on the frontier which Pareto-dominate them.

In other words, if you have two competing objectives, both of which you want to maximize, the Pareto front (red line) is the set of optimal trade-offs between the two objectives.

In materials science, one example of competing objectives is strength and ductility. Typically, the higher the strength of a material, the lower the ductility. The Pareto front is the set of optimal trade-offs between strength and ductility. Sometimes, objectives are non-competing (i.e. they are correlated / increase with each other), in which case the Pareto front is defined by a single point with the best possible value for each objective.

Here, we’ll use continue to use the Ax platform. As before, we instantiate several SelfDrivingLabDemo-s so that we can evaluate the average behavior across multiple repeats.

try:
    import google.colab
    %pip install self-driving-lab-demo
except:
    pass

from uuid import uuid4  # universally unique identifier
from self_driving_lab_demo import SelfDrivingLabDemo, mqtt_observe_sensor_data

pico_id = "test"  # @param {type:"string"}
num_repeats = 5   # @param {type:"integer"}
num_iter = 20 # @param {type:"integer"}
simulation = True # @param {type:"boolean"}
SESSION_ID = str(uuid4())  # random session ID
seeds = range(10, 10 + num_repeats)
print(f"session ID: {SESSION_ID}")

sdls = [
    SelfDrivingLabDemo(
        autoload=True,  # perform target data experiment automatically
        simulation=simulation,
        observe_sensor_data_fn=mqtt_observe_sensor_data,  # (default)
        observe_sensor_data_kwargs=dict(pico_id=pico_id, session_id=SESSION_ID),
        target_seed=seed,
    )
    for seed in seeds
]

session ID: 7ddeb5d8-17f3-43ae-b245-f765c315496e

sdls[0].evaluate(89, 89, 89)

{'ch410': 2050.0606978824158,
 'ch440': 44187.51171210927,
 'ch470': 198000.30797817995,
 'ch510': 71833.09757523212,
 'ch550': 21076.84622037978,
 'ch583': 3246.6032951750367,
 'ch620': 57421.50573479513,
 'ch670': 605.0644871207121,
 'mae': 14495.482507229324,
 'rmse': 23130.2337710172,
 'frechet': 52865.98532960104}

bo_results = []
channels = sdls[0].channel_names
channels

['ch410', 'ch440', 'ch470', 'ch510', 'ch550', 'ch583', 'ch620', 'ch670']

bounds = dict(R=sdls[0].bounds["R"], G=sdls[0].bounds["G"], B=sdls[0].bounds["B"])
params = [dict(name=nm, type="range", bounds=bnd) for nm, bnd in bounds.items()]
params

[{'name': 'R', 'type': 'range', 'bounds': [0, 89]},
 {'name': 'G', 'type': 'range', 'bounds': [0, 89]},
 {'name': 'B', 'type': 'range', 'bounds': [0, 89]}]

from ax.service.utils.instantiation import ObjectiveProperties

threshold = 1000.0 # or None to let the algorithm infer thresholds
if simulation:
    threshold = threshold * 5

obj_prefix = "delta_"
objectives = {
    obj_prefix + ch: ObjectiveProperties(minimize=True, threshold=threshold)
    for ch in channels
}
objectives

{'delta_ch410': ObjectiveProperties(minimize=True, threshold=5000.0),
 'delta_ch440': ObjectiveProperties(minimize=True, threshold=5000.0),
 'delta_ch470': ObjectiveProperties(minimize=True, threshold=5000.0),
 'delta_ch510': ObjectiveProperties(minimize=True, threshold=5000.0),
 'delta_ch550': ObjectiveProperties(minimize=True, threshold=5000.0),
 'delta_ch583': ObjectiveProperties(minimize=True, threshold=5000.0),
 'delta_ch620': ObjectiveProperties(minimize=True, threshold=5000.0),
 'delta_ch670': ObjectiveProperties(minimize=True, threshold=5000.0)}

# %%time
from ax.service.ax_client import AxClient

ax_clients = []

for sdl in sdls:

    ax_client = AxClient()
    ax_client.create_experiment(
        name="sdl-demo-moo",
        parameters=params,
        objectives=objectives,
        overwrite_existing_experiment=True,
    )

    def evaluate(parameters):
        R = parameters["R"]
        G = parameters["G"]
        B = parameters["B"]
        results = sdl.observe_sensor_data(R, G, B)
        delta_results = {
            obj_prefix + ch: abs(sdl.target_results[ch] - results[ch])
            for ch in channels
        }
        return delta_results

    for _ in range(num_iter):
        parameters, trial_index = ax_client.get_next_trial()
        ax_client.complete_trial(trial_index=trial_index, raw_data=evaluate(parameters))

    ax_clients.append(ax_client)

[INFO 10-14 10:29:14] ax.service.ax_client: Starting optimization with verbose logging. To disable logging, set the `verbose_logging` argument to `False`. Note that float values in the logs are rounded to 6 decimal points.
[INFO 10-14 10:29:14] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter R. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:29:14] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter G. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:29:14] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter B. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:29:14] ax.service.utils.instantiation: Created search space: SearchSpace(parameters=[RangeParameter(name='R', parameter_type=INT, range=[0, 89]), RangeParameter(name='G', parameter_type=INT, range=[0, 89]), RangeParameter(name='B', parameter_type=INT, range=[0, 89])], parameter_constraints=[]).
[INFO 10-14 10:29:14] ax.modelbridge.dispatch_utils: Using Bayesian optimization since there are more ordered parameters than there are categories for the unordered categorical parameters.
[INFO 10-14 10:29:14] ax.modelbridge.dispatch_utils: Using Bayesian Optimization generation strategy: GenerationStrategy(name='Sobol+MOO', steps=[Sobol for 6 trials, MOO for subsequent trials]). Iterations after 6 will take longer to generate due to  model-fitting.
[INFO 10-14 10:29:14] ax.service.ax_client: Generated new trial 0 with parameters {'R': 47, 'G': 69, 'B': 76}.
[INFO 10-14 10:29:14] ax.service.ax_client: Completed trial 0 with data: {'delta_ch410': (207.083013, None), 'delta_ch440': (1102.395708, None), 'delta_ch470': (4951.290815, None), 'delta_ch510': (37168.677744, None), 'delta_ch550': (11492.371585, None), 'delta_ch583': (877.27501, None), 'delta_ch620': (24263.216262, None), 'delta_ch670': (120.765168, None)}.
[INFO 10-14 10:29:14] ax.service.ax_client: Generated new trial 1 with parameters {'R': 2, 'G': 10, 'B': 12}.
[INFO 10-14 10:29:14] ax.service.ax_client: Completed trial 1 with data: {'delta_ch410': (1170.416475, None), 'delta_ch440': (30640.297721, None), 'delta_ch470': (137369.347452, None), 'delta_ch510': (10769.820678, None), 'delta_ch550': (2492.736721, None), 'delta_ch583': (1152.420486, None), 'delta_ch620': (53346.957428, None), 'delta_ch670': (460.416365, None)}.
[INFO 10-14 10:29:14] ax.service.ax_client: Generated new trial 2 with parameters {'R': 41, 'G': 66, 'B': 55}.
[INFO 10-14 10:29:14] ax.service.ax_client: Completed trial 2 with data: {'delta_ch410': (112.753466, None), 'delta_ch440': (9255.388485, None), 'delta_ch470': (41567.608726, None), 'delta_ch510': (33569.274253, None), 'delta_ch550': (10681.628157, None), 'delta_ch583': (699.23266, None), 'delta_ch620': (28138.642595, None), 'delta_ch670': (172.18853, None)}.
[INFO 10-14 10:29:14] ax.service.ax_client: Generated new trial 3 with parameters {'R': 83, 'G': 19, 'B': 29}.
[INFO 10-14 10:29:14] ax.service.ax_client: Completed trial 3 with data: {'delta_ch410': (607.857289, None), 'delta_ch440': (22165.761102, None), 'delta_ch470': (99609.614587, None), 'delta_ch510': (2942.03014, None), 'delta_ch550': (245.142929, None), 'delta_ch583': (119.010692, None), 'delta_ch620': (1319.396595, None), 'delta_ch670': (51.585906, None)}.
[INFO 10-14 10:29:14] ax.service.ax_client: Generated new trial 4 with parameters {'R': 2, 'G': 9, 'B': 54}.
[INFO 10-14 10:29:14] ax.service.ax_client: Completed trial 4 with data: {'delta_ch410': (615.752952, None), 'delta_ch440': (9957.004146, None), 'delta_ch470': (44411.916347, None), 'delta_ch510': (8766.179009, None), 'delta_ch550': (2496.231382, None), 'delta_ch583': (1083.875647, None), 'delta_ch620': (53316.199919, None), 'delta_ch670': (422.22605, None)}.
[INFO 10-14 10:29:14] ax.service.ax_client: Generated new trial 5 with parameters {'R': 78, 'G': 88, 'B': 88}.
[INFO 10-14 10:29:14] ax.service.ax_client: Completed trial 5 with data: {'delta_ch410': (592.65638, None), 'delta_ch440': (7098.942477, None), 'delta_ch470': (31731.148691, None), 'delta_ch510': (52053.1852, None), 'delta_ch550': (15966.272956, None), 'delta_ch583': (1669.383702, None), 'delta_ch620': (4307.814138, None), 'delta_ch670': (58.543409, None)}.
[INFO 10-14 10:29:16] ax.service.ax_client: Generated new trial 6 with parameters {'R': 71, 'G': 76, 'B': 1}.
[INFO 10-14 10:29:16] ax.service.ax_client: Completed trial 6 with data: {'delta_ch410': (668.100289, None), 'delta_ch440': (35794.234192, None), 'delta_ch470': (160978.190216, None), 'delta_ch510': (37469.179058, None), 'delta_ch550': (12724.329316, None), 'delta_ch583': (1112.84134, None), 'delta_ch620': (8900.127436, None), 'delta_ch670': (69.645257, None)}.
[INFO 10-14 10:29:17] ax.service.ax_client: Generated new trial 7 with parameters {'R': 47, 'G': 40, 'B': 79}.
[INFO 10-14 10:29:17] ax.service.ax_client: Completed trial 7 with data: {'delta_ch410': (66.48805, None), 'delta_ch440': (2491.771231, None), 'delta_ch470': (11278.946834, None), 'delta_ch510': (15870.180426, None), 'delta_ch550': (4826.922475, None), 'delta_ch583': (167.290442, None), 'delta_ch620': (24334.042314, None), 'delta_ch670': (150.950664, None)}.
[INFO 10-14 10:29:18] ax.service.ax_client: Generated new trial 8 with parameters {'R': 79, 'G': 36, 'B': 76}.
[INFO 10-14 10:29:18] ax.service.ax_client: Completed trial 8 with data: {'delta_ch410': (111.911533, None), 'delta_ch440': (1031.288525, None), 'delta_ch470': (4608.084219, None), 'delta_ch510': (12727.5518, None), 'delta_ch550': (3921.554484, None), 'delta_ch583': (367.265288, None), 'delta_ch620': (3806.715557, None), 'delta_ch670': (7.13164, None)}.
[INFO 10-14 10:29:20] ax.service.ax_client: Generated new trial 9 with parameters {'R': 73, 'G': 16, 'B': 73}.
[INFO 10-14 10:29:20] ax.service.ax_client: Completed trial 9 with data: {'delta_ch410': (73.445584, None), 'delta_ch440': (512.638354, None), 'delta_ch470': (2250.734137, None), 'delta_ch510': (2295.752027, None), 'delta_ch550': (708.776242, None), 'delta_ch583': (190.912568, None), 'delta_ch620': (7710.790569, None), 'delta_ch670': (61.041805, None)}.
[INFO 10-14 10:29:22] ax.service.ax_client: Generated new trial 10 with parameters {'R': 85, 'G': 16, 'B': 66}.
[INFO 10-14 10:29:22] ax.service.ax_client: Completed trial 10 with data: {'delta_ch410': (125.525625, None), 'delta_ch440': (3949.380602, None), 'delta_ch470': (17740.60493, None), 'delta_ch510': (2746.400233, None), 'delta_ch550': (734.42631, None), 'delta_ch583': (91.898961, None), 'delta_ch620': (13.91214, None), 'delta_ch670': (10.904298, None)}.
[INFO 10-14 10:29:25] ax.service.ax_client: Generated new trial 11 with parameters {'R': 83, 'G': 14, 'B': 77}.
[INFO 10-14 10:29:25] ax.service.ax_client: Completed trial 11 with data: {'delta_ch410': (2.015375, None), 'delta_ch440': (1460.555019, None), 'delta_ch470': (6585.828135, None), 'delta_ch510': (3511.03589, None), 'delta_ch550': (1137.830094, None), 'delta_ch583': (135.991151, None), 'delta_ch620': (1293.981558, None), 'delta_ch670': (12.328282, None)}.
[INFO 10-14 10:29:29] ax.service.ax_client: Generated new trial 12 with parameters {'R': 79, 'G': 17, 'B': 74}.
[INFO 10-14 10:29:29] ax.service.ax_client: Completed trial 12 with data: {'delta_ch410': (33.160299, None), 'delta_ch440': (11.574309, None), 'delta_ch470': (23.997889, None), 'delta_ch510': (1485.795234, None), 'delta_ch550': (466.887822, None), 'delta_ch583': (106.702046, None), 'delta_ch620': (3856.261199, None), 'delta_ch670': (30.621585, None)}.
[INFO 10-14 10:29:32] ax.service.ax_client: Generated new trial 13 with parameters {'R': 79, 'G': 21, 'B': 73}.
[INFO 10-14 10:29:32] ax.service.ax_client: Completed trial 13 with data: {'delta_ch410': (21.596448, None), 'delta_ch440': (491.937851, None), 'delta_ch470': (2194.364049, None), 'delta_ch510': (1413.618053, None), 'delta_ch550': (449.317454, None), 'delta_ch583': (10.074753, None), 'delta_ch620': (3846.956612, None), 'delta_ch670': (27.006982, None)}.
[INFO 10-14 10:29:35] ax.service.ax_client: Generated new trial 14 with parameters {'R': 5, 'G': 21, 'B': 30}.
[INFO 10-14 10:29:35] ax.service.ax_client: Completed trial 14 with data: {'delta_ch410': (851.157429, None), 'delta_ch440': (21738.517501, None), 'delta_ch470': (97405.917533, None), 'delta_ch510': (1438.649788, None), 'delta_ch550': (141.972752, None), 'delta_ch583': (811.98305, None), 'delta_ch620': (51379.320692, None), 'delta_ch670': (416.873226, None)}.
[INFO 10-14 10:29:38] ax.service.ax_client: Generated new trial 15 with parameters {'R': 80, 'G': 20, 'B': 77}.
[INFO 10-14 10:29:38] ax.service.ax_client: Completed trial 15 with data: {'delta_ch410': (29.042513, None), 'delta_ch440': (1476.062318, None), 'delta_ch470': (6649.364321, None), 'delta_ch510': (934.407799, None), 'delta_ch550': (241.539699, None), 'delta_ch583': (16.358713, None), 'delta_ch620': (3204.442391, None), 'delta_ch670': (19.67485, None)}.
[INFO 10-14 10:29:41] ax.service.ax_client: Generated new trial 16 with parameters {'R': 16, 'G': 50, 'B': 75}.
[INFO 10-14 10:29:41] ax.service.ax_client: Completed trial 16 with data: {'delta_ch410': (31.58977, None), 'delta_ch440': (523.69875, None), 'delta_ch470': (2520.252944, None), 'delta_ch510': (23003.055196, None), 'delta_ch550': (7077.898315, None), 'delta_ch583': (109.590708, None), 'delta_ch620': (44209.901735, None), 'delta_ch670': (289.773539, None)}.
[INFO 10-14 10:29:45] ax.service.ax_client: Generated new trial 17 with parameters {'R': 43, 'G': 14, 'B': 87}.
[INFO 10-14 10:29:45] ax.service.ax_client: Completed trial 17 with data: {'delta_ch410': (2.445801, None), 'delta_ch440': (6349.271834, None), 'delta_ch470': (28705.00956, None), 'delta_ch510': (2880.250849, None), 'delta_ch550': (1124.363926, None), 'delta_ch583': (495.641828, None), 'delta_ch620': (26960.808624, None), 'delta_ch670': (191.938404, None)}.
[INFO 10-14 10:29:49] ax.service.ax_client: Generated new trial 18 with parameters {'R': 16, 'G': 75, 'B': 36}.
[INFO 10-14 10:29:49] ax.service.ax_client: Completed trial 18 with data: {'delta_ch410': (396.678801, None), 'delta_ch440': (18608.989867, None), 'delta_ch470': (83537.613297, None), 'delta_ch510': (38984.07181, None), 'delta_ch550': (12627.247625, None), 'delta_ch583': (640.793217, None), 'delta_ch620': (44177.699917, None), 'delta_ch670': (297.848795, None)}.
[INFO 10-14 10:29:51] ax.service.ax_client: Generated new trial 19 with parameters {'R': 51, 'G': 7, 'B': 26}.
[INFO 10-14 10:29:51] ax.service.ax_client: Completed trial 19 with data: {'delta_ch410': (833.082162, None), 'delta_ch440': (23709.142239, None), 'delta_ch470': (106392.578248, None), 'delta_ch510': (12050.586396, None), 'delta_ch550': (3058.621589, None), 'delta_ch583': (727.698699, None), 'delta_ch620': (21891.865929, None), 'delta_ch670': (219.227166, None)}.
[INFO 10-14 10:29:51] ax.service.ax_client: Starting optimization with verbose logging. To disable logging, set the `verbose_logging` argument to `False`. Note that float values in the logs are rounded to 6 decimal points.
[INFO 10-14 10:29:51] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter R. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:29:51] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter G. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:29:51] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter B. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:29:51] ax.service.utils.instantiation: Created search space: SearchSpace(parameters=[RangeParameter(name='R', parameter_type=INT, range=[0, 89]), RangeParameter(name='G', parameter_type=INT, range=[0, 89]), RangeParameter(name='B', parameter_type=INT, range=[0, 89])], parameter_constraints=[]).
[INFO 10-14 10:29:51] ax.modelbridge.dispatch_utils: Using Bayesian optimization since there are more ordered parameters than there are categories for the unordered categorical parameters.
[INFO 10-14 10:29:51] ax.modelbridge.dispatch_utils: Using Bayesian Optimization generation strategy: GenerationStrategy(name='Sobol+MOO', steps=[Sobol for 6 trials, MOO for subsequent trials]). Iterations after 6 will take longer to generate due to  model-fitting.
[INFO 10-14 10:29:51] ax.service.ax_client: Generated new trial 0 with parameters {'R': 7, 'G': 84, 'B': 27}.
[INFO 10-14 10:29:51] ax.service.ax_client: Completed trial 0 with data: {'delta_ch410': (131.419992, None), 'delta_ch440': (13183.378217, None), 'delta_ch470': (59346.057832, None), 'delta_ch510': (27139.662637, None), 'delta_ch550': (8835.751437, None), 'delta_ch583': (865.628752, None), 'delta_ch620': (2490.424703, None), 'delta_ch670': (0.192387, None)}.
[INFO 10-14 10:29:51] ax.service.ax_client: Generated new trial 1 with parameters {'R': 79, 'G': 9, 'B': 1}.
[INFO 10-14 10:29:51] ax.service.ax_client: Completed trial 1 with data: {'delta_ch410': (697.447591, None), 'delta_ch440': (26151.477753, None), 'delta_ch470': (117678.122098, None), 'delta_ch510': (30107.946958, None), 'delta_ch550': (8511.85493, None), 'delta_ch583': (358.157441, None), 'delta_ch620': (43514.2057, None), 'delta_ch670': (230.668574, None)}.
[INFO 10-14 10:29:51] ax.service.ax_client: Generated new trial 2 with parameters {'R': 32, 'G': 7, 'B': 62}.
[INFO 10-14 10:29:51] ax.service.ax_client: Completed trial 2 with data: {'delta_ch410': (57.434723, None), 'delta_ch440': (3843.871571, None), 'delta_ch470': (17306.642361, None), 'delta_ch510': (27630.513973, None), 'delta_ch550': (8690.760282, None), 'delta_ch583': (720.816178, None), 'delta_ch620': (13389.66222, None), 'delta_ch670': (63.468021, None)}.
[INFO 10-14 10:29:52] ax.service.ax_client: Generated new trial 3 with parameters {'R': 2, 'G': 42, 'B': 45}.
[INFO 10-14 10:29:52] ax.service.ax_client: Completed trial 3 with data: {'delta_ch410': (169.931835, None), 'delta_ch440': (4450.147672, None), 'delta_ch470': (19957.758656, None), 'delta_ch510': (2816.871412, None), 'delta_ch550': (748.954725, None), 'delta_ch583': (180.036661, None), 'delta_ch620': (5791.523605, None), 'delta_ch670': (54.359819, None)}.
[INFO 10-14 10:29:52] ax.service.ax_client: Generated new trial 4 with parameters {'R': 17, 'G': 29, 'B': 0}.
[INFO 10-14 10:29:52] ax.service.ax_client: Completed trial 4 with data: {'delta_ch410': (800.121041, None), 'delta_ch440': (26639.900109, None), 'delta_ch470': (119700.806239, None), 'delta_ch510': (15384.725204, None), 'delta_ch550': (3972.085369, None), 'delta_ch583': (458.014117, None), 'delta_ch620': (3768.033819, None), 'delta_ch670': (40.422499, None)}.
[INFO 10-14 10:29:52] ax.service.ax_client: Generated new trial 5 with parameters {'R': 0, 'G': 63, 'B': 66}.
[INFO 10-14 10:29:52] ax.service.ax_client: Completed trial 5 with data: {'delta_ch410': (234.436235, None), 'delta_ch440': (5955.07345, None), 'delta_ch470': (26752.15218, None), 'delta_ch510': (14119.431813, None), 'delta_ch550': (4200.912066, None), 'delta_ch583': (366.449368, None), 'delta_ch620': (7005.610987, None), 'delta_ch670': (20.251813, None)}.
[INFO 10-14 10:29:53] ax.service.ax_client: Generated new trial 6 with parameters {'R': 4, 'G': 42, 'B': 54}.
[INFO 10-14 10:29:53] ax.service.ax_client: Completed trial 6 with data: {'delta_ch410': (42.84009, None), 'delta_ch440': (15.531404, None), 'delta_ch470': (35.191359, None), 'delta_ch510': (2227.555517, None), 'delta_ch550': (698.303764, None), 'delta_ch583': (140.960336, None), 'delta_ch620': (4500.654234, None), 'delta_ch670': (36.48368, None)}.
[INFO 10-14 10:29:54] ax.service.ax_client: Generated new trial 7 with parameters {'R': 11, 'G': 41, 'B': 61}.
[INFO 10-14 10:29:54] ax.service.ax_client: Completed trial 7 with data: {'delta_ch410': (68.56374, None), 'delta_ch440': (3435.554347, None), 'delta_ch470': (15451.540708, None), 'delta_ch510': (2507.294246, None), 'delta_ch550': (883.789948, None), 'delta_ch583': (83.304898, None), 'delta_ch620': (4.550049, None), 'delta_ch670': (2.003692, None)}.
[INFO 10-14 10:29:58] ax.service.ax_client: Generated new trial 8 with parameters {'R': 16, 'G': 44, 'B': 54}.
[INFO 10-14 10:29:58] ax.service.ax_client: Completed trial 8 with data: {'delta_ch410': (11.021283, None), 'delta_ch440': (1.533085, None), 'delta_ch470': (8.777047, None), 'delta_ch510': (738.348278, None), 'delta_ch550': (225.332035, None), 'delta_ch583': (23.019911, None), 'delta_ch620': (3206.819659, None), 'delta_ch670': (22.483997, None)}.
[INFO 10-14 10:30:00] ax.service.ax_client: Generated new trial 9 with parameters {'R': 26, 'G': 45, 'B': 54}.
[INFO 10-14 10:30:00] ax.service.ax_client: Completed trial 9 with data: {'delta_ch410': (51.752685, None), 'delta_ch440': (13.725448, None), 'delta_ch470': (6.041058, None), 'delta_ch510': (8.53001, None), 'delta_ch550': (15.209767, None), 'delta_ch583': (143.195501, None), 'delta_ch620': (9628.031735, None), 'delta_ch670': (70.86523, None)}.
[INFO 10-14 10:30:02] ax.service.ax_client: Generated new trial 10 with parameters {'R': 86, 'G': 42, 'B': 85}.
[INFO 10-14 10:30:02] ax.service.ax_client: Completed trial 10 with data: {'delta_ch410': (654.067142, None), 'delta_ch440': (15327.986875, None), 'delta_ch470': (68617.234926, None), 'delta_ch510': (154.976418, None), 'delta_ch550': (447.677842, None), 'delta_ch583': (710.674105, None), 'delta_ch620': (48157.15103, None), 'delta_ch670': (379.940765, None)}.
[INFO 10-14 10:30:05] ax.service.ax_client: Generated new trial 11 with parameters {'R': 84, 'G': 68, 'B': 48}.
[INFO 10-14 10:30:05] ax.service.ax_client: Completed trial 11 with data: {'delta_ch410': (315.016562, None), 'delta_ch440': (2818.426134, None), 'delta_ch470': (13003.587874, None), 'delta_ch510': (16696.800823, None), 'delta_ch550': (5340.850566, None), 'delta_ch583': (1251.936602, None), 'delta_ch620': (46909.724381, None), 'delta_ch670': (365.427323, None)}.
[INFO 10-14 10:30:08] ax.service.ax_client: Generated new trial 12 with parameters {'R': 43, 'G': 46, 'B': 53}.
[INFO 10-14 10:30:08] ax.service.ax_client: Completed trial 12 with data: {'delta_ch410': (103.280742, None), 'delta_ch440': (460.20878, None), 'delta_ch470': (2189.850767, None), 'delta_ch510': (694.035796, None), 'delta_ch550': (257.446906, None), 'delta_ch583': (327.975258, None), 'delta_ch620': (20541.532865, None), 'delta_ch670': (151.380521, None)}.
[INFO 10-14 10:30:11] ax.service.ax_client: Generated new trial 13 with parameters {'R': 30, 'G': 42, 'B': 48}.
[INFO 10-14 10:30:11] ax.service.ax_client: Completed trial 13 with data: {'delta_ch410': (33.263027, None), 'delta_ch440': (2946.931433, None), 'delta_ch470': (13305.89474, None), 'delta_ch510': (2604.889207, None), 'delta_ch550': (704.355496, None), 'delta_ch583': (93.922804, None), 'delta_ch620': (12183.17957, None), 'delta_ch670': (80.731091, None)}.
[INFO 10-14 10:30:13] ax.service.ax_client: Generated new trial 14 with parameters {'R': 85, 'G': 23, 'B': 64}.
[INFO 10-14 10:30:13] ax.service.ax_client: Completed trial 14 with data: {'delta_ch410': (251.80776, None), 'delta_ch440': (4926.104794, None), 'delta_ch470': (21927.697344, None), 'delta_ch510': (15610.602415, None), 'delta_ch550': (4939.782671, None), 'delta_ch583': (184.972822, None), 'delta_ch620': (47450.680571, None), 'delta_ch670': (333.935206, None)}.
[INFO 10-14 10:30:16] ax.service.ax_client: Generated new trial 15 with parameters {'R': 13, 'G': 31, 'B': 84}.
[INFO 10-14 10:30:16] ax.service.ax_client: Completed trial 15 with data: {'delta_ch410': (320.323739, None), 'delta_ch440': (14735.19518, None), 'delta_ch470': (66255.607955, None), 'delta_ch510': (8414.950074, None), 'delta_ch550': (3061.522799, None), 'delta_ch583': (260.262215, None), 'delta_ch620': (1272.170717, None), 'delta_ch670': (21.611721, None)}.
[INFO 10-14 10:30:19] ax.service.ax_client: Generated new trial 16 with parameters {'R': 72, 'G': 71, 'B': 81}.
[INFO 10-14 10:30:19] ax.service.ax_client: Completed trial 16 with data: {'delta_ch410': (733.005001, None), 'delta_ch440': (13433.269133, None), 'delta_ch470': (60070.411495, None), 'delta_ch510': (21070.206384, None), 'delta_ch550': (6198.17293, None), 'delta_ch583': (1284.78914, None), 'delta_ch620': (39241.021706, None), 'delta_ch670': (343.048998, None)}.
[INFO 10-14 10:30:22] ax.service.ax_client: Generated new trial 17 with parameters {'R': 6, 'G': 51, 'B': 3}.
[INFO 10-14 10:30:22] ax.service.ax_client: Completed trial 17 with data: {'delta_ch410': (660.957743, None), 'delta_ch440': (25105.444609, None), 'delta_ch470': (112827.25295, None), 'delta_ch510': (1111.294508, None), 'delta_ch550': (1101.811536, None), 'delta_ch583': (12.700649, None), 'delta_ch620': (3234.611965, None), 'delta_ch670': (64.550768, None)}.
[INFO 10-14 10:30:24] ax.service.ax_client: Generated new trial 18 with parameters {'R': 64, 'G': 5, 'B': 39}.
[INFO 10-14 10:30:24] ax.service.ax_client: Completed trial 18 with data: {'delta_ch410': (266.643984, None), 'delta_ch440': (7461.163024, None), 'delta_ch470': (33613.220615, None), 'delta_ch510': (30597.822838, None), 'delta_ch550': (9243.375451, None), 'delta_ch583': (515.825468, None), 'delta_ch620': (33906.189025, None), 'delta_ch670': (190.83489, None)}.
[INFO 10-14 10:30:27] ax.service.ax_client: Generated new trial 19 with parameters {'R': 42, 'G': 3, 'B': 40}.
[INFO 10-14 10:30:27] ax.service.ax_client: Completed trial 19 with data: {'delta_ch410': (341.652549, None), 'delta_ch440': (6994.84601, None), 'delta_ch470': (31430.133209, None), 'delta_ch510': (32027.363576, None), 'delta_ch550': (9721.08447, None), 'delta_ch583': (773.048982, None), 'delta_ch620': (19780.819731, None), 'delta_ch670': (85.56011, None)}.
[INFO 10-14 10:30:27] ax.service.ax_client: Starting optimization with verbose logging. To disable logging, set the `verbose_logging` argument to `False`. Note that float values in the logs are rounded to 6 decimal points.
[INFO 10-14 10:30:27] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter R. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:30:27] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter G. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:30:27] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter B. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:30:27] ax.service.utils.instantiation: Created search space: SearchSpace(parameters=[RangeParameter(name='R', parameter_type=INT, range=[0, 89]), RangeParameter(name='G', parameter_type=INT, range=[0, 89]), RangeParameter(name='B', parameter_type=INT, range=[0, 89])], parameter_constraints=[]).
[INFO 10-14 10:30:27] ax.modelbridge.dispatch_utils: Using Bayesian optimization since there are more ordered parameters than there are categories for the unordered categorical parameters.
[INFO 10-14 10:30:27] ax.modelbridge.dispatch_utils: Using Bayesian Optimization generation strategy: GenerationStrategy(name='Sobol+MOO', steps=[Sobol for 6 trials, MOO for subsequent trials]). Iterations after 6 will take longer to generate due to  model-fitting.
[INFO 10-14 10:30:27] ax.service.ax_client: Generated new trial 0 with parameters {'R': 0, 'G': 24, 'B': 50}.
[INFO 10-14 10:30:27] ax.service.ax_client: Completed trial 0 with data: {'delta_ch410': (8.978932, None), 'delta_ch440': (16050.894884, None), 'delta_ch470': (72390.155821, None), 'delta_ch510': (42327.352865, None), 'delta_ch550': (13668.140817, None), 'delta_ch583': (1619.462273, None), 'delta_ch620': (14246.418403, None), 'delta_ch670': (141.29983, None)}.
[INFO 10-14 10:30:27] ax.service.ax_client: Generated new trial 1 with parameters {'R': 74, 'G': 71, 'B': 12}.
[INFO 10-14 10:30:27] ax.service.ax_client: Completed trial 1 with data: {'delta_ch410': (31.651356, None), 'delta_ch440': (2454.624294, None), 'delta_ch470': (11186.982649, None), 'delta_ch510': (9932.686162, None), 'delta_ch550': (2969.511031, None), 'delta_ch583': (164.054075, None), 'delta_ch620': (33340.399287, None), 'delta_ch670': (226.193516, None)}.
[INFO 10-14 10:30:27] ax.service.ax_client: Generated new trial 2 with parameters {'R': 48, 'G': 44, 'B': 26}.
[INFO 10-14 10:30:27] ax.service.ax_client: Completed trial 2 with data: {'delta_ch410': (39.288454, None), 'delta_ch440': (4334.894392, None), 'delta_ch470': (19500.603673, None), 'delta_ch510': (29044.700693, None), 'delta_ch550': (9141.09172, None), 'delta_ch583': (720.287791, None), 'delta_ch620': (16594.75005, None), 'delta_ch670': (85.750654, None)}.
[INFO 10-14 10:30:27] ax.service.ax_client: Generated new trial 3 with parameters {'R': 73, 'G': 82, 'B': 2}.
[INFO 10-14 10:30:27] ax.service.ax_client: Completed trial 3 with data: {'delta_ch410': (36.819072, None), 'delta_ch440': (7347.39462, None), 'delta_ch470': (33203.978238, None), 'delta_ch510': (2433.678798, None), 'delta_ch550': (490.129027, None), 'delta_ch583': (404.13487, None), 'delta_ch620': (32718.373052, None), 'delta_ch670': (224.620553, None)}.
[INFO 10-14 10:30:27] ax.service.ax_client: Generated new trial 4 with parameters {'R': 37, 'G': 59, 'B': 46}.
[INFO 10-14 10:30:27] ax.service.ax_client: Completed trial 4 with data: {'delta_ch410': (283.295731, None), 'delta_ch440': (14221.096055, None), 'delta_ch470': (63928.616385, None), 'delta_ch510': (16626.018338, None), 'delta_ch550': (5588.16509, None), 'delta_ch583': (410.210999, None), 'delta_ch620': (9587.905689, None), 'delta_ch670': (69.576662, None)}.
[INFO 10-14 10:30:27] ax.service.ax_client: Generated new trial 5 with parameters {'R': 34, 'G': 74, 'B': 4}.
[INFO 10-14 10:30:27] ax.service.ax_client: Completed trial 5 with data: {'delta_ch410': (194.503756, None), 'delta_ch440': (6422.353702, None), 'delta_ch470': (28878.952671, None), 'delta_ch510': (8254.683398, None), 'delta_ch550': (2362.084974, None), 'delta_ch583': (161.428017, None), 'delta_ch620': (7666.881366, None), 'delta_ch670': (33.14175, None)}.
[INFO 10-14 10:30:28] ax.service.ax_client: Generated new trial 6 with parameters {'R': 10, 'G': 82, 'B': 21}.
[INFO 10-14 10:30:28] ax.service.ax_client: Completed trial 6 with data: {'delta_ch410': (0.442979, None), 'delta_ch440': (1953.062716, None), 'delta_ch470': (8827.702053, None), 'delta_ch510': (1227.794544, None), 'delta_ch550': (451.361511, None), 'delta_ch583': (155.09865, None), 'delta_ch620': (7704.304202, None), 'delta_ch670': (55.222147, None)}.
[INFO 10-14 10:30:29] ax.service.ax_client: Generated new trial 7 with parameters {'R': 26, 'G': 89, 'B': 20}.
[INFO 10-14 10:30:29] ax.service.ax_client: Completed trial 7 with data: {'delta_ch410': (85.012573, None), 'delta_ch440': (1496.465846, None), 'delta_ch470': (6696.151888, None), 'delta_ch510': (3904.292265, None), 'delta_ch550': (1172.27339, None), 'delta_ch583': (168.406279, None), 'delta_ch620': (2582.47366, None), 'delta_ch670': (27.395273, None)}.
[INFO 10-14 10:30:31] ax.service.ax_client: Generated new trial 8 with parameters {'R': 26, 'G': 80, 'B': 18}.
[INFO 10-14 10:30:31] ax.service.ax_client: Completed trial 8 with data: {'delta_ch410': (2.236865, None), 'delta_ch440': (484.023661, None), 'delta_ch470': (2171.977109, None), 'delta_ch510': (2897.138618, None), 'delta_ch550': (912.149338, None), 'delta_ch583': (58.441826, None), 'delta_ch620': (2558.170543, None), 'delta_ch670': (15.282792, None)}.
[INFO 10-14 10:30:33] ax.service.ax_client: Generated new trial 9 with parameters {'R': 26, 'G': 78, 'B': 20}.
[INFO 10-14 10:30:33] ax.service.ax_client: Completed trial 9 with data: {'delta_ch410': (16.486837, None), 'delta_ch440': (1463.003133, None), 'delta_ch470': (6577.453825, None), 'delta_ch510': (4248.815501, None), 'delta_ch550': (1362.148144, None), 'delta_ch583': (103.424874, None), 'delta_ch620': (2554.706884, None), 'delta_ch670': (14.880064, None)}.
[INFO 10-14 10:30:36] ax.service.ax_client: Generated new trial 10 with parameters {'R': 25, 'G': 83, 'B': 15}.
[INFO 10-14 10:30:36] ax.service.ax_client: Completed trial 10 with data: {'delta_ch410': (22.588272, None), 'delta_ch440': (985.360577, None), 'delta_ch470': (4436.640704, None), 'delta_ch510': (870.19196, None), 'delta_ch550': (238.165114, None), 'delta_ch583': (0.513621, None), 'delta_ch620': (1921.497249, None), 'delta_ch670': (11.162535, None)}.
[INFO 10-14 10:30:38] ax.service.ax_client: Generated new trial 11 with parameters {'R': 20, 'G': 79, 'B': 17}.
[INFO 10-14 10:30:38] ax.service.ax_client: Completed trial 11 with data: {'delta_ch410': (38.04842, None), 'delta_ch440': (17.040384, None), 'delta_ch470': (54.759139, None), 'delta_ch510': (3707.09541, None), 'delta_ch550': (1154.037758, None), 'delta_ch583': (142.652348, None), 'delta_ch620': (1296.358827, None), 'delta_ch670': (15.137429, None)}.
[INFO 10-14 10:30:41] ax.service.ax_client: Generated new trial 12 with parameters {'R': 34, 'G': 62, 'B': 49}.
[INFO 10-14 10:30:41] ax.service.ax_client: Completed trial 12 with data: {'delta_ch410': (331.697827, None), 'delta_ch440': (15705.072562, None), 'delta_ch470': (70600.367647, None), 'delta_ch510': (14208.089975, None), 'delta_ch550': (4883.793507, None), 'delta_ch583': (358.053133, None), 'delta_ch620': (7672.249367, None), 'delta_ch670': (61.626002, None)}.
[INFO 10-14 10:30:43] ax.service.ax_client: Generated new trial 13 with parameters {'R': 25, 'G': 81, 'B': 76}.
[INFO 10-14 10:30:43] ax.service.ax_client: Completed trial 13 with data: {'delta_ch410': (779.58301, None), 'delta_ch440': (29052.995151, None), 'delta_ch470': (130567.052405, None), 'delta_ch510': (1633.96839, None), 'delta_ch550': (369.413194, None), 'delta_ch583': (85.506877, None), 'delta_ch620': (1964.78654, None), 'delta_ch670': (66.006369, None)}.
[INFO 10-14 10:30:46] ax.service.ax_client: Generated new trial 14 with parameters {'R': 18, 'G': 60, 'B': 87}.
[INFO 10-14 10:30:46] ax.service.ax_client: Completed trial 14 with data: {'delta_ch410': (771.51048, None), 'delta_ch440': (34400.556391, None), 'delta_ch470': (154686.447858, None), 'delta_ch510': (13216.151291, None), 'delta_ch550': (5155.524096, None), 'delta_ch583': (475.843681, None), 'delta_ch620': (2572.587585, None), 'delta_ch670': (19.343462, None)}.
[INFO 10-14 10:30:48] ax.service.ax_client: Generated new trial 15 with parameters {'R': 63, 'G': 7, 'B': 73}.
[INFO 10-14 10:30:48] ax.service.ax_client: Completed trial 15 with data: {'delta_ch410': (409.634701, None), 'delta_ch440': (27385.058086, None), 'delta_ch470': (123143.254908, None), 'delta_ch510': (53388.661291, None), 'delta_ch550': (17396.834319, None), 'delta_ch583': (1387.074682, None), 'delta_ch620': (26166.628322, None), 'delta_ch670': (158.529243, None)}.
[INFO 10-14 10:30:51] ax.service.ax_client: Generated new trial 16 with parameters {'R': 40, 'G': 13, 'B': 78}.
[INFO 10-14 10:30:51] ax.service.ax_client: Completed trial 16 with data: {'delta_ch410': (434.43125, None), 'delta_ch440': (29844.923793, None), 'delta_ch470': (134266.381807, None), 'delta_ch510': (48627.825082, None), 'delta_ch550': (16010.731442, None), 'delta_ch583': (1447.267583, None), 'delta_ch620': (11422.753956, None), 'delta_ch670': (61.377614, None)}.
[INFO 10-14 10:30:54] ax.service.ax_client: Generated new trial 17 with parameters {'R': 63, 'G': 9, 'B': 27}.
[INFO 10-14 10:30:54] ax.service.ax_client: Completed trial 17 with data: {'delta_ch410': (192.217604, None), 'delta_ch440': (4734.679372, None), 'delta_ch470': (21342.49817, None), 'delta_ch510': (54912.524039, None), 'delta_ch550': (17184.547918, None), 'delta_ch583': (1439.789194, None), 'delta_ch620': (26135.225373, None), 'delta_ch670': (117.731145, None)}.
[INFO 10-14 10:30:57] ax.service.ax_client: Generated new trial 18 with parameters {'R': 35, 'G': 28, 'B': 38}.
[INFO 10-14 10:30:57] ax.service.ax_client: Completed trial 18 with data: {'delta_ch410': (23.559398, None), 'delta_ch440': (10184.707578, None), 'delta_ch470': (45885.065459, None), 'delta_ch510': (40126.921129, None), 'delta_ch550': (12775.874186, None), 'delta_ch583': (1213.136536, None), 'delta_ch620': (8219.576915, None), 'delta_ch670': (17.366769, None)}.
[INFO 10-14 10:31:01] ax.service.ax_client: Generated new trial 19 with parameters {'R': 58, 'G': 81, 'B': 32}.
[INFO 10-14 10:31:01] ax.service.ax_client: Completed trial 19 with data: {'delta_ch410': (305.836585, None), 'delta_ch440': (7411.791895, None), 'delta_ch470': (33185.062712, None), 'delta_ch510': (1222.80522, None), 'delta_ch550': (573.664112, None), 'delta_ch583': (302.839419, None), 'delta_ch620': (23111.589751, None), 'delta_ch670': (180.709049, None)}.
[INFO 10-14 10:31:01] ax.service.ax_client: Starting optimization with verbose logging. To disable logging, set the `verbose_logging` argument to `False`. Note that float values in the logs are rounded to 6 decimal points.
[INFO 10-14 10:31:01] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter R. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:31:01] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter G. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:31:01] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter B. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:31:01] ax.service.utils.instantiation: Created search space: SearchSpace(parameters=[RangeParameter(name='R', parameter_type=INT, range=[0, 89]), RangeParameter(name='G', parameter_type=INT, range=[0, 89]), RangeParameter(name='B', parameter_type=INT, range=[0, 89])], parameter_constraints=[]).
[INFO 10-14 10:31:01] ax.modelbridge.dispatch_utils: Using Bayesian optimization since there are more ordered parameters than there are categories for the unordered categorical parameters.
[INFO 10-14 10:31:01] ax.modelbridge.dispatch_utils: Using Bayesian Optimization generation strategy: GenerationStrategy(name='Sobol+MOO', steps=[Sobol for 6 trials, MOO for subsequent trials]). Iterations after 6 will take longer to generate due to  model-fitting.
[INFO 10-14 10:31:01] ax.service.ax_client: Generated new trial 0 with parameters {'R': 76, 'G': 45, 'B': 89}.
[INFO 10-14 10:31:01] ax.service.ax_client: Completed trial 0 with data: {'delta_ch410': (30.460011, None), 'delta_ch440': (8277.821577, None), 'delta_ch470': (37295.079096, None), 'delta_ch510': (21866.504788, None), 'delta_ch550': (7051.631244, None), 'delta_ch583': (737.869193, None), 'delta_ch620': (706.649419, None), 'delta_ch670': (24.075984, None)}.
[INFO 10-14 10:31:01] ax.service.ax_client: Generated new trial 1 with parameters {'R': 89, 'G': 50, 'B': 30}.
[INFO 10-14 10:31:01] ax.service.ax_client: Completed trial 1 with data: {'delta_ch410': (681.460909, None), 'delta_ch440': (20754.448967, None), 'delta_ch470': (93243.948048, None), 'delta_ch510': (22008.99127, None), 'delta_ch550': (6205.190383, None), 'delta_ch583': (621.210357, None), 'delta_ch620': (7603.513064, None), 'delta_ch670': (12.217281, None)}.
[INFO 10-14 10:31:01] ax.service.ax_client: Generated new trial 2 with parameters {'R': 68, 'G': 83, 'B': 48}.
[INFO 10-14 10:31:01] ax.service.ax_client: Completed trial 2 with data: {'delta_ch410': (307.954688, None), 'delta_ch440': (11807.704038, None), 'delta_ch470': (53052.787698, None), 'delta_ch510': (3614.747137, None), 'delta_ch550': (1474.026532, None), 'delta_ch583': (33.776582, None), 'delta_ch620': (5778.167424, None), 'delta_ch670': (57.028091, None)}.
[INFO 10-14 10:31:01] ax.service.ax_client: Generated new trial 3 with parameters {'R': 56, 'G': 88, 'B': 29}.
[INFO 10-14 10:31:01] ax.service.ax_client: Completed trial 3 with data: {'delta_ch410': (571.946145, None), 'delta_ch440': (21161.57829, None), 'delta_ch470': (95060.719616, None), 'delta_ch510': (6072.170909, None), 'delta_ch550': (2511.219968, None), 'delta_ch583': (0.592214, None), 'delta_ch620': (13483.027585, None), 'delta_ch670': (125.82281, None)}.
[INFO 10-14 10:31:01] ax.service.ax_client: Generated new trial 4 with parameters {'R': 57, 'G': 26, 'B': 50}.
[INFO 10-14 10:31:01] ax.service.ax_client: Completed trial 4 with data: {'delta_ch410': (674.285366, None), 'delta_ch440': (11006.10346, None), 'delta_ch470': (49245.231402, None), 'delta_ch510': (38508.723919, None), 'delta_ch550': (11659.233778, None), 'delta_ch583': (1475.37226, None), 'delta_ch620': (12981.021573, None), 'delta_ch670': (171.974702, None)}.
[INFO 10-14 10:31:01] ax.service.ax_client: Generated new trial 5 with parameters {'R': 54, 'G': 2, 'B': 84}.
[INFO 10-14 10:31:01] ax.service.ax_client: Completed trial 5 with data: {'delta_ch410': (380.090252, None), 'delta_ch440': (5664.223127, None), 'delta_ch470': (25754.571903, None), 'delta_ch510': (54077.020787, None), 'delta_ch550': (17008.235858, None), 'delta_ch583': (2021.603942, None), 'delta_ch620': (14940.2676, None), 'delta_ch670': (181.616658, None)}.
[INFO 10-14 10:31:02] ax.service.ax_client: Generated new trial 6 with parameters {'R': 58, 'G': 82, 'B': 74}.
[INFO 10-14 10:31:02] ax.service.ax_client: Completed trial 6 with data: {'delta_ch410': (1.46653, None), 'delta_ch440': (985.930423, None), 'delta_ch470': (4484.150573, None), 'delta_ch510': (4567.051358, None), 'delta_ch550': (1373.95115, None), 'delta_ch583': (28.668632, None), 'delta_ch620': (12178.776505, None), 'delta_ch670': (81.063382, None)}.
[INFO 10-14 10:31:03] ax.service.ax_client: Generated new trial 7 with parameters {'R': 77, 'G': 89, 'B': 77}.
[INFO 10-14 10:31:03] ax.service.ax_client: Completed trial 7 with data: {'delta_ch410': (147.757953, None), 'delta_ch440': (2502.205847, None), 'delta_ch470': (11207.924985, None), 'delta_ch510': (9962.256864, None), 'delta_ch550': (3022.238224, None), 'delta_ch583': (332.356993, None), 'delta_ch620': (36.777396, None), 'delta_ch670': (19.472614, None)}.
[INFO 10-14 10:31:05] ax.service.ax_client: Generated new trial 8 with parameters {'R': 71, 'G': 77, 'B': 69}.
[INFO 10-14 10:31:05] ax.service.ax_client: Completed trial 8 with data: {'delta_ch410': (54.535257, None), 'delta_ch440': (1480.043517, None), 'delta_ch470': (6632.212965, None), 'delta_ch510': (541.720091, None), 'delta_ch550': (208.110387, None), 'delta_ch583': (39.227475, None), 'delta_ch620': (3851.06571, None), 'delta_ch670': (30.017493, None)}.
[INFO 10-14 10:31:08] ax.service.ax_client: Generated new trial 9 with parameters {'R': 73, 'G': 74, 'B': 74}.
[INFO 10-14 10:31:08] ax.service.ax_client: Completed trial 9 with data: {'delta_ch410': (0.449256, None), 'delta_ch440': (975.319353, None), 'delta_ch470': (4403.865768, None), 'delta_ch510': (1353.951553, None), 'delta_ch550': (454.054744, None), 'delta_ch583': (83.168514, None), 'delta_ch620': (2570.938789, None), 'delta_ch670': (19.300122, None)}.
[INFO 10-14 10:31:11] ax.service.ax_client: Generated new trial 10 with parameters {'R': 76, 'G': 67, 'B': 71}.
[INFO 10-14 10:31:11] ax.service.ax_client: Completed trial 10 with data: {'delta_ch410': (72.871289, None), 'delta_ch440': (520.825414, None), 'delta_ch470': (2311.048425, None), 'delta_ch510': (6736.646377, None), 'delta_ch550': (2080.034159, None), 'delta_ch583': (234.174072, None), 'delta_ch620': (665.379477, None), 'delta_ch670': (15.900448, None)}.
[INFO 10-14 10:31:14] ax.service.ax_client: Generated new trial 11 with parameters {'R': 79, 'G': 74, 'B': 71}.
[INFO 10-14 10:31:14] ax.service.ax_client: Completed trial 11 with data: {'delta_ch410': (18.913465, None), 'delta_ch440': (496.785871, None), 'delta_ch470': (2234.305083, None), 'delta_ch510': (1546.599069, None), 'delta_ch550': (464.178501, None), 'delta_ch583': (32.551512, None), 'delta_ch620': (1277.896637, None), 'delta_ch670': (6.236822, None)}.
[INFO 10-14 10:31:16] ax.service.ax_client: Generated new trial 12 with parameters {'R': 81, 'G': 26, 'B': 53}.
[INFO 10-14 10:31:16] ax.service.ax_client: Completed trial 12 with data: {'delta_ch410': (551.417274, None), 'delta_ch440': (9506.54734, None), 'delta_ch470': (42594.978434, None), 'delta_ch510': (38299.016382, None), 'delta_ch550': (11618.690486, None), 'delta_ch583': (1239.598262, None), 'delta_ch620': (2426.206473, None), 'delta_ch670': (55.781187, None)}.
[INFO 10-14 10:31:19] ax.service.ax_client: Generated new trial 13 with parameters {'R': 12, 'G': 59, 'B': 16}.
[INFO 10-14 10:31:19] ax.service.ax_client: Completed trial 13 with data: {'delta_ch410': (1078.022561, None), 'delta_ch440': (27692.972896, None), 'delta_ch470': (124167.249498, None), 'delta_ch510': (16296.998547, None), 'delta_ch550': (4285.285334, None), 'delta_ch583': (1164.958874, None), 'delta_ch620': (41808.758827, None), 'delta_ch670': (378.861765, None)}.
[INFO 10-14 10:31:22] ax.service.ax_client: Generated new trial 14 with parameters {'R': 89, 'G': 16, 'B': 87}.
[INFO 10-14 10:31:22] ax.service.ax_client: Completed trial 14 with data: {'delta_ch410': (132.055617, None), 'delta_ch440': (7216.433483, None), 'delta_ch470': (32560.325242, None), 'delta_ch510': (43484.375298, None), 'delta_ch550': (13730.911329, None), 'delta_ch583': (1334.852989, None), 'delta_ch620': (7562.856586, None), 'delta_ch670': (2.473141, None)}.
[INFO 10-14 10:31:24] ax.service.ax_client: Generated new trial 15 with parameters {'R': 75, 'G': 72, 'B': 71}.
[INFO 10-14 10:31:24] ax.service.ax_client: Completed trial 15 with data: {'delta_ch410': (45.173406, None), 'delta_ch440': (506.53012, None), 'delta_ch470': (2257.497498, None), 'delta_ch510': (3031.256969, None), 'delta_ch550': (929.038354, None), 'delta_ch583': (120.160824, None), 'delta_ch620': (1294.626997, None), 'delta_ch670': (14.936065, None)}.
[INFO 10-14 10:31:28] ax.service.ax_client: Generated new trial 16 with parameters {'R': 16, 'G': 15, 'B': 34}.
[INFO 10-14 10:31:28] ax.service.ax_client: Completed trial 16 with data: {'delta_ch410': (1097.942017, None), 'delta_ch440': (18957.591212, None), 'delta_ch470': (84796.907153, None), 'delta_ch510': (47730.797821, None), 'delta_ch550': (14321.669551, None), 'delta_ch583': (2174.130832, None), 'delta_ch620': (39338.087193, None), 'delta_ch670': (393.170325, None)}.
[INFO 10-14 10:31:32] ax.service.ax_client: Generated new trial 17 with parameters {'R': 81, 'G': 48, 'B': 51}.
[INFO 10-14 10:31:32] ax.service.ax_client: Completed trial 17 with data: {'delta_ch410': (441.074998, None), 'delta_ch440': (10424.685516, None), 'delta_ch470': (46784.640493, None), 'delta_ch510': (22123.507196, None), 'delta_ch550': (6560.652526, None), 'delta_ch583': (700.376756, None), 'delta_ch620': (2480.155181, None), 'delta_ch670': (32.623533, None)}.
[INFO 10-14 10:31:35] ax.service.ax_client: Generated new trial 18 with parameters {'R': 48, 'G': 62, 'B': 20}.
[INFO 10-14 10:31:35] ax.service.ax_client: Completed trial 18 with data: {'delta_ch410': (881.708885, None), 'delta_ch440': (25680.778423, None), 'delta_ch470': (115266.262393, None), 'delta_ch510': (13791.538983, None), 'delta_ch550': (3535.965801, None), 'delta_ch583': (738.272308, None), 'delta_ch620': (18690.740213, None), 'delta_ch670': (201.626445, None)}.
[INFO 10-14 10:31:38] ax.service.ax_client: Generated new trial 19 with parameters {'R': 57, 'G': 58, 'B': 35}.
[INFO 10-14 10:31:38] ax.service.ax_client: Completed trial 19 with data: {'delta_ch410': (675.256746, None), 'delta_ch440': (18296.734399, None), 'delta_ch470': (82102.864319, None), 'delta_ch510': (15770.889836, None), 'delta_ch550': (4367.409451, None), 'delta_ch583': (717.896713, None), 'delta_ch620': (12912.131838, None), 'delta_ch670': (149.612556, None)}.
[INFO 10-14 10:31:38] ax.service.ax_client: Starting optimization with verbose logging. To disable logging, set the `verbose_logging` argument to `False`. Note that float values in the logs are rounded to 6 decimal points.
[INFO 10-14 10:31:38] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter R. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:31:38] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter G. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:31:38] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter B. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:31:38] ax.service.utils.instantiation: Created search space: SearchSpace(parameters=[RangeParameter(name='R', parameter_type=INT, range=[0, 89]), RangeParameter(name='G', parameter_type=INT, range=[0, 89]), RangeParameter(name='B', parameter_type=INT, range=[0, 89])], parameter_constraints=[]).
[INFO 10-14 10:31:38] ax.modelbridge.dispatch_utils: Using Bayesian optimization since there are more ordered parameters than there are categories for the unordered categorical parameters.
[INFO 10-14 10:31:38] ax.modelbridge.dispatch_utils: Using Bayesian Optimization generation strategy: GenerationStrategy(name='Sobol+MOO', steps=[Sobol for 6 trials, MOO for subsequent trials]). Iterations after 6 will take longer to generate due to  model-fitting.
[INFO 10-14 10:31:38] ax.service.ax_client: Generated new trial 0 with parameters {'R': 44, 'G': 42, 'B': 15}.
[INFO 10-14 10:31:38] ax.service.ax_client: Completed trial 0 with data: {'delta_ch410': (682.229973, None), 'delta_ch440': (23638.556693, None), 'delta_ch470': (106153.571174, None), 'delta_ch510': (4257.903806, None), 'delta_ch550': (2014.277419, None), 'delta_ch583': (145.850928, None), 'delta_ch620': (19268.857246, None), 'delta_ch670': (175.299352, None)}.
[INFO 10-14 10:31:38] ax.service.ax_client: Generated new trial 1 with parameters {'R': 71, 'G': 18, 'B': 49}.
[INFO 10-14 10:31:38] ax.service.ax_client: Completed trial 1 with data: {'delta_ch410': (284.529489, None), 'delta_ch440': (6940.77921, None), 'delta_ch470': (31141.685752, None), 'delta_ch510': (11293.333042, None), 'delta_ch550': (3304.305127, None), 'delta_ch583': (405.691608, None), 'delta_ch620': (1972.039802, None), 'delta_ch670': (43.210848, None)}.
[INFO 10-14 10:31:38] ax.service.ax_client: Generated new trial 2 with parameters {'R': 6, 'G': 8, 'B': 51}.
[INFO 10-14 10:31:38] ax.service.ax_client: Completed trial 2 with data: {'delta_ch410': (544.378052, None), 'delta_ch440': (6045.613198, None), 'delta_ch470': (26848.712818, None), 'delta_ch510': (18611.506223, None), 'delta_ch550': (5663.428586, None), 'delta_ch583': (1268.883875, None), 'delta_ch620': (43717.168334, None), 'delta_ch670': (359.798209, None)}.
[INFO 10-14 10:31:38] ax.service.ax_client: Generated new trial 3 with parameters {'R': 71, 'G': 35, 'B': 57}.
[INFO 10-14 10:31:38] ax.service.ax_client: Completed trial 3 with data: {'delta_ch410': (71.789291, None), 'delta_ch440': (2948.809701, None), 'delta_ch470': (13250.010561, None), 'delta_ch510': (1829.749803, None), 'delta_ch550': (655.748592, None), 'delta_ch583': (32.174274, None), 'delta_ch620': (1922.788127, None), 'delta_ch670': (16.378101, None)}.
[INFO 10-14 10:31:38] ax.service.ax_client: Generated new trial 4 with parameters {'R': 16, 'G': 24, 'B': 34}.
[INFO 10-14 10:31:38] ax.service.ax_client: Completed trial 4 with data: {'delta_ch410': (637.230638, None), 'delta_ch440': (14360.830478, None), 'delta_ch470': (64302.028273, None), 'delta_ch510': (7857.757656, None), 'delta_ch550': (2058.700847, None), 'delta_ch583': (815.776225, None), 'delta_ch620': (37271.563661, None), 'delta_ch670': (310.269283, None)}.
[INFO 10-14 10:31:38] ax.service.ax_client: Generated new trial 5 with parameters {'R': 30, 'G': 88, 'B': 84}.
[INFO 10-14 10:31:38] ax.service.ax_client: Completed trial 5 with data: {'delta_ch410': (477.496984, None), 'delta_ch440': (10473.262136, None), 'delta_ch470': (47070.671526, None), 'delta_ch510': (42854.125726, None), 'delta_ch550': (12971.347963, None), 'delta_ch583': (1010.45593, None), 'delta_ch620': (28084.227407, None), 'delta_ch670': (124.493517, None)}.
[INFO 10-14 10:31:40] ax.service.ax_client: Generated new trial 6 with parameters {'R': 74, 'G': 36, 'B': 65}.
[INFO 10-14 10:31:40] ax.service.ax_client: Completed trial 6 with data: {'delta_ch410': (51.627646, None), 'delta_ch440': (997.231861, None), 'delta_ch470': (4470.221115, None), 'delta_ch510': (3095.472807, None), 'delta_ch550': (932.41294, None), 'delta_ch583': (103.28849, None), 'delta_ch620': (11.681856, None), 'delta_ch670': (6.42375, None)}.
[INFO 10-14 10:31:42] ax.service.ax_client: Generated new trial 7 with parameters {'R': 88, 'G': 41, 'B': 57}.
[INFO 10-14 10:31:42] ax.service.ax_client: Completed trial 7 with data: {'delta_ch410': (24.241427, None), 'delta_ch440': (2915.001804, None), 'delta_ch470': (13178.419631, None), 'delta_ch510': (6286.566838, None), 'delta_ch550': (2055.398074, None), 'delta_ch583': (342.734046, None), 'delta_ch620': (9004.126688, None), 'delta_ch670': (70.762304, None)}.
[INFO 10-14 10:31:45] ax.service.ax_client: Generated new trial 8 with parameters {'R': 66, 'G': 35, 'B': 72}.
[INFO 10-14 10:31:45] ax.service.ax_client: Completed trial 8 with data: {'delta_ch410': (111.278791, None), 'delta_ch440': (4434.592164, None), 'delta_ch470': (19950.912124, None), 'delta_ch510': (2807.204068, None), 'delta_ch550': (731.716989, None), 'delta_ch583': (17.748427, None), 'delta_ch620': (5120.245696, None), 'delta_ch670': (25.954109, None)}.
[INFO 10-14 10:31:48] ax.service.ax_client: Generated new trial 9 with parameters {'R': 76, 'G': 32, 'B': 62}.
[INFO 10-14 10:31:48] ax.service.ax_client: Completed trial 9 with data: {'delta_ch410': (6.45424, None), 'delta_ch440': (490.701741, None), 'delta_ch470': (2212.723617, None), 'delta_ch510': (64.215839, None), 'delta_ch550': (3.374586, None), 'delta_ch583': (16.872334, None), 'delta_ch620': (1282.945142, None), 'delta_ch670': (8.512315, None)}.
[INFO 10-14 10:31:50] ax.service.ax_client: Generated new trial 10 with parameters {'R': 80, 'G': 29, 'B': 65}.
[INFO 10-14 10:31:50] ax.service.ax_client: Completed trial 10 with data: {'delta_ch410': (28.721434, None), 'delta_ch440': (981.427587, None), 'delta_ch470': (4397.102407, None), 'delta_ch510': (2089.456494, None), 'delta_ch550': (674.316857, None), 'delta_ch583': (12.41677, None), 'delta_ch620': (3845.224783, None), 'delta_ch670': (26.805618, None)}.
[INFO 10-14 10:31:53] ax.service.ax_client: Generated new trial 11 with parameters {'R': 72, 'G': 30, 'B': 64}.
[INFO 10-14 10:31:53] ax.service.ax_client: Completed trial 11 with data: {'delta_ch410': (6.004984, None), 'delta_ch440': (484.617612, None), 'delta_ch470': (2191.142151, None), 'delta_ch510': (1418.167391, None), 'delta_ch550': (457.42933, None), 'delta_ch583': (66.29618, None), 'delta_ch620': (1287.993647, None), 'delta_ch670': (10.787808, None)}.
[INFO 10-14 10:31:55] ax.service.ax_client: Generated new trial 12 with parameters {'R': 12, 'G': 0, 'B': 89}.
[INFO 10-14 10:31:55] ax.service.ax_client: Completed trial 12 with data: {'delta_ch410': (66.039135, None), 'delta_ch440': (12651.748898, None), 'delta_ch470': (57181.483215, None), 'delta_ch510': (22054.206549, None), 'delta_ch550': (7295.263263, None), 'delta_ch583': (1324.925893, None), 'delta_ch620': (39856.037589, None), 'delta_ch670': (304.971557, None)}.
[INFO 10-14 10:31:58] ax.service.ax_client: Generated new trial 13 with parameters {'R': 19, 'G': 88, 'B': 29}.
[INFO 10-14 10:31:58] ax.service.ax_client: Completed trial 13 with data: {'delta_ch410': (294.957901, None), 'delta_ch440': (16626.052245, None), 'delta_ch470': (74677.85861, None), 'delta_ch510': (39253.445846, None), 'delta_ch550': (12663.053627, None), 'delta_ch583': (783.323947, None), 'delta_ch620': (35188.367272, None), 'delta_ch670': (227.962384, None)}.
[INFO 10-14 10:32:01] ax.service.ax_client: Generated new trial 14 with parameters {'R': 70, 'G': 12, 'B': 81}.
[INFO 10-14 10:32:01] ax.service.ax_client: Completed trial 14 with data: {'delta_ch410': (101.989809, None), 'delta_ch440': (8801.071001, None), 'delta_ch470': (39626.098038, None), 'delta_ch510': (13649.74985, None), 'delta_ch550': (4514.849108, None), 'delta_ch583': (492.456742, None), 'delta_ch620': (2603.696566, None), 'delta_ch670': (24.797438, None)}.
[INFO 10-14 10:32:04] ax.service.ax_client: Generated new trial 15 with parameters {'R': 46, 'G': 57, 'B': 16}.
[INFO 10-14 10:32:04] ax.service.ax_client: Completed trial 15 with data: {'delta_ch410': (568.530831, None), 'delta_ch440': (23098.56386, None), 'delta_ch470': (103777.375614, None), 'delta_ch510': (15442.268541, None), 'delta_ch550': (5477.737308, None), 'delta_ch583': (246.141049, None), 'delta_ch620': (17946.463471, None), 'delta_ch670': (147.848078, None)}.
[INFO 10-14 10:32:07] ax.service.ax_client: Generated new trial 16 with parameters {'R': 14, 'G': 69, 'B': 45}.
[INFO 10-14 10:32:07] ax.service.ax_client: Completed trial 16 with data: {'delta_ch410': (216.897855, None), 'delta_ch440': (8807.917811, None), 'delta_ch470': (39468.43076, None), 'delta_ch510': (26213.612597, None), 'delta_ch550': (8366.787383, None), 'delta_ch583': (301.591963, None), 'delta_ch620': (38432.993214, None), 'delta_ch670': (258.219189, None)}.
[INFO 10-14 10:32:10] ax.service.ax_client: Generated new trial 17 with parameters {'R': 18, 'G': 16, 'B': 1}.
[INFO 10-14 10:32:10] ax.service.ax_client: Completed trial 17 with data: {'delta_ch410': (1120.868928, None), 'delta_ch440': (30636.886368, None), 'delta_ch470': (137434.008678, None), 'delta_ch510': (15942.807966, None), 'delta_ch550': (4078.172844, None), 'delta_ch583': (1067.652045, None), 'delta_ch620': (36034.170071, None), 'delta_ch670': (340.823175, None)}.
[INFO 10-14 10:32:13] ax.service.ax_client: Generated new trial 18 with parameters {'R': 42, 'G': 4, 'B': 0}.
[INFO 10-14 10:32:13] ax.service.ax_client: Completed trial 18 with data: {'delta_ch410': (1126.174579, None), 'delta_ch440': (31143.962231, None), 'delta_ch470': (139767.360871, None), 'delta_ch510': (24888.812505, None), 'delta_ch550': (6824.063263, None), 'delta_ch583': (1137.302719, None), 'delta_ch620': (20660.402746, None), 'delta_ch670': (242.028146, None)}.
[INFO 10-14 10:32:16] ax.service.ax_client: Generated new trial 19 with parameters {'R': 45, 'G': 33, 'B': 35}.
[INFO 10-14 10:32:16] ax.service.ax_client: Completed trial 19 with data: {'delta_ch410': (467.754336, None), 'delta_ch440': (13814.384228, None), 'delta_ch470': (61979.703206, None), 'delta_ch510': (1105.188594, None), 'delta_ch550': (49.724877, None), 'delta_ch583': (314.303886, None), 'delta_ch620': (18633.858277, None), 'delta_ch670': (162.087072, None)}.

from sklearn.metrics import mean_absolute_error

maes = []
for sdl, ax_client in zip(sdls, ax_clients):
    pareto_result = ax_client.get_pareto_optimal_parameters(use_model_predictions=False)
    pareto_trial_nums = list(pareto_result.keys())
    target_inputs = sdl.get_target_inputs()
    pareto_optimal_colors = [
        (pareto_result[i][0]["R"], pareto_result[i][0]["G"], pareto_result[i][0]["B"])
        for i in pareto_trial_nums
    ]
    print(
        f"pareto optimal colors: {pareto_optimal_colors}\nTarget color: {target_inputs}"
    )
    mae = [mean_absolute_error(color, target_inputs) for color in pareto_optimal_colors]
    print(mae)
    maes.append(mae)

pareto optimal colors: [(79, 17, 74), (79, 21, 73)]
Target color: (85, 19, 74)
[2.6666666666666665, 3.0]
pareto optimal colors: [(16, 44, 54)]
Target color: (11, 45, 54)
[2.0]
pareto optimal colors: [(26, 80, 18), (25, 83, 15), (20, 79, 17)]
Target color: (22, 84, 17)
[3.0, 2.0, 2.3333333333333335]
pareto optimal colors: [(73, 74, 74), (79, 74, 71)]
Target color: (77, 76, 72)
[2.6666666666666665, 1.6666666666666667]
pareto optimal colors: [(74, 36, 65), (76, 32, 62), (80, 29, 65), (72, 30, 64)]
Target color: (74, 32, 63)
[2.0, 1.0, 3.6666666666666665, 1.6666666666666667]

Now let’s compare with grid search using the three different scalarizers that are implemented (MAE, RMSE, and Frechet distance).

from self_driving_lab_demo.utils.search import ax_bayesian_optimization

results = {}
for objective_name in ["mae", "rmse", "frechet"]:
    results[objective_name] = {}
    results[objective_name]["parameters"] = []
    results[objective_name]["color_mae"] = []
    for sdl in sdls:
        best_parameters, values, experiment, model = ax_bayesian_optimization(
            sdl, num_iter=num_iter, objective_name=objective_name
        )
        color = (best_parameters["R"], best_parameters["G"], best_parameters["B"])
        results[objective_name]["parameters"].append(color)
        target_color = sdl.get_target_inputs()
        results[objective_name]["color_mae"].append(
            mean_absolute_error(target_color, color)
        )

[INFO 10-14 10:01:54] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter R. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:01:54] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter G. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:01:54] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter B. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:01:54] ax.service.utils.instantiation: Created search space: SearchSpace(parameters=[RangeParameter(name='R', parameter_type=INT, range=[0, 89]), RangeParameter(name='G', parameter_type=INT, range=[0, 89]), RangeParameter(name='B', parameter_type=INT, range=[0, 89])], parameter_constraints=[]).
[INFO 10-14 10:01:54] ax.modelbridge.dispatch_utils: Using Bayesian optimization since there are more ordered parameters than there are categories for the unordered categorical parameters.
[INFO 10-14 10:01:54] ax.modelbridge.dispatch_utils: Using Bayesian Optimization generation strategy: GenerationStrategy(name='Sobol+GPEI', steps=[Sobol for 6 trials, GPEI for subsequent trials]). Iterations after 6 will take longer to generate due to  model-fitting.
[INFO 10-14 10:01:54] ax.service.managed_loop: Started full optimization with 20 steps.
[INFO 10-14 10:01:54] ax.service.managed_loop: Running optimization trial 1...
[INFO 10-14 10:01:54] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:01:54] ax.service.managed_loop: Running optimization trial 2...
[INFO 10-14 10:01:54] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:01:54] ax.service.managed_loop: Running optimization trial 3...
[INFO 10-14 10:01:54] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:01:54] ax.service.managed_loop: Running optimization trial 4...
[INFO 10-14 10:01:54] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:01:54] ax.service.managed_loop: Running optimization trial 5...
[INFO 10-14 10:01:54] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:01:54] ax.service.managed_loop: Running optimization trial 6...
[INFO 10-14 10:01:54] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:01:54] ax.service.managed_loop: Running optimization trial 7...
[INFO 10-14 10:01:56] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:01:56] ax.service.managed_loop: Running optimization trial 8...
[INFO 10-14 10:01:58] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:01:58] ax.service.managed_loop: Running optimization trial 9...
[INFO 10-14 10:02:00] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:02:00] ax.service.managed_loop: Running optimization trial 10...
[INFO 10-14 10:02:03] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:02:03] ax.service.managed_loop: Running optimization trial 11...
[INFO 10-14 10:02:07] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:02:07] ax.service.managed_loop: Running optimization trial 12...
[INFO 10-14 10:02:12] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:02:12] ax.service.managed_loop: Running optimization trial 13...
[INFO 10-14 10:02:17] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:02:17] ax.service.managed_loop: Running optimization trial 14...
[INFO 10-14 10:02:22] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:02:22] ax.service.managed_loop: Running optimization trial 15...
[INFO 10-14 10:02:27] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:02:27] ax.service.managed_loop: Running optimization trial 16...
[INFO 10-14 10:02:31] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:02:31] ax.service.managed_loop: Running optimization trial 17...
[INFO 10-14 10:02:35] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:02:35] ax.service.managed_loop: Running optimization trial 18...
[INFO 10-14 10:02:39] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:02:39] ax.service.managed_loop: Running optimization trial 19...
[INFO 10-14 10:02:43] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:02:43] ax.service.managed_loop: Running optimization trial 20...
[INFO 10-14 10:02:47] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:02:52] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter R. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:02:52] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter G. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:02:52] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter B. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:02:52] ax.service.utils.instantiation: Created search space: SearchSpace(parameters=[RangeParameter(name='R', parameter_type=INT, range=[0, 89]), RangeParameter(name='G', parameter_type=INT, range=[0, 89]), RangeParameter(name='B', parameter_type=INT, range=[0, 89])], parameter_constraints=[]).
[INFO 10-14 10:02:52] ax.modelbridge.dispatch_utils: Using Bayesian optimization since there are more ordered parameters than there are categories for the unordered categorical parameters.
[INFO 10-14 10:02:52] ax.modelbridge.dispatch_utils: Using Bayesian Optimization generation strategy: GenerationStrategy(name='Sobol+GPEI', steps=[Sobol for 6 trials, GPEI for subsequent trials]). Iterations after 6 will take longer to generate due to  model-fitting.
[INFO 10-14 10:02:52] ax.service.managed_loop: Started full optimization with 20 steps.
[INFO 10-14 10:02:52] ax.service.managed_loop: Running optimization trial 1...
[INFO 10-14 10:02:52] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:02:52] ax.service.managed_loop: Running optimization trial 2...
[INFO 10-14 10:02:52] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:02:52] ax.service.managed_loop: Running optimization trial 3...
[INFO 10-14 10:02:52] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:02:52] ax.service.managed_loop: Running optimization trial 4...
[INFO 10-14 10:02:52] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:02:52] ax.service.managed_loop: Running optimization trial 5...
[INFO 10-14 10:02:52] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:02:52] ax.service.managed_loop: Running optimization trial 6...
[INFO 10-14 10:02:52] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:02:52] ax.service.managed_loop: Running optimization trial 7...
[INFO 10-14 10:02:53] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:02:53] ax.service.managed_loop: Running optimization trial 8...
[INFO 10-14 10:02:54] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:02:54] ax.service.managed_loop: Running optimization trial 9...
[INFO 10-14 10:02:56] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:02:56] ax.service.managed_loop: Running optimization trial 10...
[INFO 10-14 10:02:58] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:02:58] ax.service.managed_loop: Running optimization trial 11...
[INFO 10-14 10:03:01] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:03:01] ax.service.managed_loop: Running optimization trial 12...
[INFO 10-14 10:03:06] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:03:06] ax.service.managed_loop: Running optimization trial 13...
[INFO 10-14 10:03:10] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:03:10] ax.service.managed_loop: Running optimization trial 14...
[INFO 10-14 10:03:14] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:03:14] ax.service.managed_loop: Running optimization trial 15...
[INFO 10-14 10:03:18] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:03:18] ax.service.managed_loop: Running optimization trial 16...
[INFO 10-14 10:03:22] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:03:22] ax.service.managed_loop: Running optimization trial 17...
[INFO 10-14 10:03:26] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:03:26] ax.service.managed_loop: Running optimization trial 18...
[INFO 10-14 10:03:30] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:03:30] ax.service.managed_loop: Running optimization trial 19...
[INFO 10-14 10:03:34] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:03:34] ax.service.managed_loop: Running optimization trial 20...
[INFO 10-14 10:03:38] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:03:41] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter R. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:03:41] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter G. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:03:41] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter B. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:03:41] ax.service.utils.instantiation: Created search space: SearchSpace(parameters=[RangeParameter(name='R', parameter_type=INT, range=[0, 89]), RangeParameter(name='G', parameter_type=INT, range=[0, 89]), RangeParameter(name='B', parameter_type=INT, range=[0, 89])], parameter_constraints=[]).
[INFO 10-14 10:03:41] ax.modelbridge.dispatch_utils: Using Bayesian optimization since there are more ordered parameters than there are categories for the unordered categorical parameters.
[INFO 10-14 10:03:41] ax.modelbridge.dispatch_utils: Using Bayesian Optimization generation strategy: GenerationStrategy(name='Sobol+GPEI', steps=[Sobol for 6 trials, GPEI for subsequent trials]). Iterations after 6 will take longer to generate due to  model-fitting.
[INFO 10-14 10:03:41] ax.service.managed_loop: Started full optimization with 20 steps.
[INFO 10-14 10:03:41] ax.service.managed_loop: Running optimization trial 1...
[INFO 10-14 10:03:41] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:03:41] ax.service.managed_loop: Running optimization trial 2...
[INFO 10-14 10:03:41] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:03:41] ax.service.managed_loop: Running optimization trial 3...
[INFO 10-14 10:03:41] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:03:41] ax.service.managed_loop: Running optimization trial 4...
[INFO 10-14 10:03:41] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:03:41] ax.service.managed_loop: Running optimization trial 5...
[INFO 10-14 10:03:41] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:03:41] ax.service.managed_loop: Running optimization trial 6...
[INFO 10-14 10:03:41] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:03:41] ax.service.managed_loop: Running optimization trial 7...
[INFO 10-14 10:03:43] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:03:43] ax.service.managed_loop: Running optimization trial 8...
[INFO 10-14 10:03:45] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:03:45] ax.service.managed_loop: Running optimization trial 9...
[INFO 10-14 10:03:48] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:03:48] ax.service.managed_loop: Running optimization trial 10...
[INFO 10-14 10:03:52] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:03:52] ax.service.managed_loop: Running optimization trial 11...
[INFO 10-14 10:03:57] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:03:57] ax.service.managed_loop: Running optimization trial 12...
[INFO 10-14 10:04:01] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:04:01] ax.service.managed_loop: Running optimization trial 13...
[INFO 10-14 10:04:06] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:04:06] ax.service.managed_loop: Running optimization trial 14...
[INFO 10-14 10:04:11] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:04:11] ax.service.managed_loop: Running optimization trial 15...
[INFO 10-14 10:04:16] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:04:16] ax.service.managed_loop: Running optimization trial 16...
[INFO 10-14 10:04:20] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:04:20] ax.service.managed_loop: Running optimization trial 17...
[INFO 10-14 10:04:24] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:04:24] ax.service.managed_loop: Running optimization trial 18...
[INFO 10-14 10:04:28] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:04:28] ax.service.managed_loop: Running optimization trial 19...
[INFO 10-14 10:04:32] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:04:32] ax.service.managed_loop: Running optimization trial 20...
[INFO 10-14 10:04:36] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:04:39] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter R. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:04:39] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter G. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:04:39] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter B. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:04:39] ax.service.utils.instantiation: Created search space: SearchSpace(parameters=[RangeParameter(name='R', parameter_type=INT, range=[0, 89]), RangeParameter(name='G', parameter_type=INT, range=[0, 89]), RangeParameter(name='B', parameter_type=INT, range=[0, 89])], parameter_constraints=[]).
[INFO 10-14 10:04:39] ax.modelbridge.dispatch_utils: Using Bayesian optimization since there are more ordered parameters than there are categories for the unordered categorical parameters.
[INFO 10-14 10:04:39] ax.modelbridge.dispatch_utils: Using Bayesian Optimization generation strategy: GenerationStrategy(name='Sobol+GPEI', steps=[Sobol for 6 trials, GPEI for subsequent trials]). Iterations after 6 will take longer to generate due to  model-fitting.
[INFO 10-14 10:04:39] ax.service.managed_loop: Started full optimization with 20 steps.
[INFO 10-14 10:04:39] ax.service.managed_loop: Running optimization trial 1...
[INFO 10-14 10:04:39] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:04:39] ax.service.managed_loop: Running optimization trial 2...
[INFO 10-14 10:04:39] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:04:39] ax.service.managed_loop: Running optimization trial 3...
[INFO 10-14 10:04:39] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:04:39] ax.service.managed_loop: Running optimization trial 4...
[INFO 10-14 10:04:39] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:04:39] ax.service.managed_loop: Running optimization trial 5...
[INFO 10-14 10:04:39] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:04:39] ax.service.managed_loop: Running optimization trial 6...
[INFO 10-14 10:04:39] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:04:39] ax.service.managed_loop: Running optimization trial 7...
[INFO 10-14 10:04:41] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:04:41] ax.service.managed_loop: Running optimization trial 8...
[INFO 10-14 10:04:42] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:04:42] ax.service.managed_loop: Running optimization trial 9...
[INFO 10-14 10:04:45] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:04:45] ax.service.managed_loop: Running optimization trial 10...
[INFO 10-14 10:04:48] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:04:48] ax.service.managed_loop: Running optimization trial 11...
[INFO 10-14 10:04:52] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:04:52] ax.service.managed_loop: Running optimization trial 12...
[INFO 10-14 10:04:56] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:04:56] ax.service.managed_loop: Running optimization trial 13...
[INFO 10-14 10:05:00] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:05:00] ax.service.managed_loop: Running optimization trial 14...
[INFO 10-14 10:05:04] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:05:04] ax.service.managed_loop: Running optimization trial 15...
[INFO 10-14 10:05:09] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:05:09] ax.service.managed_loop: Running optimization trial 16...
[INFO 10-14 10:05:12] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:05:12] ax.service.managed_loop: Running optimization trial 17...
[INFO 10-14 10:05:16] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:05:16] ax.service.managed_loop: Running optimization trial 18...
[INFO 10-14 10:05:19] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:05:19] ax.service.managed_loop: Running optimization trial 19...
[INFO 10-14 10:05:24] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:05:24] ax.service.managed_loop: Running optimization trial 20...
[INFO 10-14 10:05:27] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:05:31] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter R. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:05:31] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter G. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:05:31] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter B. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:05:31] ax.service.utils.instantiation: Created search space: SearchSpace(parameters=[RangeParameter(name='R', parameter_type=INT, range=[0, 89]), RangeParameter(name='G', parameter_type=INT, range=[0, 89]), RangeParameter(name='B', parameter_type=INT, range=[0, 89])], parameter_constraints=[]).
[INFO 10-14 10:05:31] ax.modelbridge.dispatch_utils: Using Bayesian optimization since there are more ordered parameters than there are categories for the unordered categorical parameters.
[INFO 10-14 10:05:31] ax.modelbridge.dispatch_utils: Using Bayesian Optimization generation strategy: GenerationStrategy(name='Sobol+GPEI', steps=[Sobol for 6 trials, GPEI for subsequent trials]). Iterations after 6 will take longer to generate due to  model-fitting.
[INFO 10-14 10:05:31] ax.service.managed_loop: Started full optimization with 20 steps.
[INFO 10-14 10:05:31] ax.service.managed_loop: Running optimization trial 1...
[INFO 10-14 10:05:31] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:05:31] ax.service.managed_loop: Running optimization trial 2...
[INFO 10-14 10:05:31] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:05:31] ax.service.managed_loop: Running optimization trial 3...
[INFO 10-14 10:05:31] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:05:31] ax.service.managed_loop: Running optimization trial 4...
[INFO 10-14 10:05:31] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:05:31] ax.service.managed_loop: Running optimization trial 5...
[INFO 10-14 10:05:31] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:05:31] ax.service.managed_loop: Running optimization trial 6...
[INFO 10-14 10:05:31] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:05:31] ax.service.managed_loop: Running optimization trial 7...
[INFO 10-14 10:05:33] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:05:33] ax.service.managed_loop: Running optimization trial 8...
[INFO 10-14 10:05:35] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:05:35] ax.service.managed_loop: Running optimization trial 9...
[INFO 10-14 10:05:38] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:05:38] ax.service.managed_loop: Running optimization trial 10...
[INFO 10-14 10:05:42] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:05:42] ax.service.managed_loop: Running optimization trial 11...
[INFO 10-14 10:05:45] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:05:45] ax.service.managed_loop: Running optimization trial 12...
[INFO 10-14 10:05:49] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:05:49] ax.service.managed_loop: Running optimization trial 13...
[INFO 10-14 10:05:54] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:05:54] ax.service.managed_loop: Running optimization trial 14...
[INFO 10-14 10:05:57] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:05:57] ax.service.managed_loop: Running optimization trial 15...
[INFO 10-14 10:06:02] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:06:02] ax.service.managed_loop: Running optimization trial 16...
[INFO 10-14 10:06:07] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:06:07] ax.service.managed_loop: Running optimization trial 17...
[INFO 10-14 10:06:12] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:06:12] ax.service.managed_loop: Running optimization trial 18...
[INFO 10-14 10:06:15] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:06:15] ax.service.managed_loop: Running optimization trial 19...
[INFO 10-14 10:06:20] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:06:20] ax.service.managed_loop: Running optimization trial 20...
[INFO 10-14 10:06:24] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'ch583', 'ch440', 'ch670', 'frechet', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:06:27] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter R. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:06:27] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter G. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:06:27] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter B. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:06:27] ax.service.utils.instantiation: Created search space: SearchSpace(parameters=[RangeParameter(name='R', parameter_type=INT, range=[0, 89]), RangeParameter(name='G', parameter_type=INT, range=[0, 89]), RangeParameter(name='B', parameter_type=INT, range=[0, 89])], parameter_constraints=[]).
[INFO 10-14 10:06:27] ax.modelbridge.dispatch_utils: Using Bayesian optimization since there are more ordered parameters than there are categories for the unordered categorical parameters.
[INFO 10-14 10:06:27] ax.modelbridge.dispatch_utils: Using Bayesian Optimization generation strategy: GenerationStrategy(name='Sobol+GPEI', steps=[Sobol for 6 trials, GPEI for subsequent trials]). Iterations after 6 will take longer to generate due to  model-fitting.
[INFO 10-14 10:06:27] ax.service.managed_loop: Started full optimization with 20 steps.
[INFO 10-14 10:06:27] ax.service.managed_loop: Running optimization trial 1...
[INFO 10-14 10:06:27] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:06:27] ax.service.managed_loop: Running optimization trial 2...
[INFO 10-14 10:06:27] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:06:27] ax.service.managed_loop: Running optimization trial 3...
[INFO 10-14 10:06:27] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:06:27] ax.service.managed_loop: Running optimization trial 4...
[INFO 10-14 10:06:27] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:06:27] ax.service.managed_loop: Running optimization trial 5...
[INFO 10-14 10:06:27] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:06:27] ax.service.managed_loop: Running optimization trial 6...
[INFO 10-14 10:06:27] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:06:27] ax.service.managed_loop: Running optimization trial 7...
[INFO 10-14 10:06:29] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:06:29] ax.service.managed_loop: Running optimization trial 8...
[INFO 10-14 10:06:31] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:06:31] ax.service.managed_loop: Running optimization trial 9...
[INFO 10-14 10:06:33] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:06:33] ax.service.managed_loop: Running optimization trial 10...
[INFO 10-14 10:06:36] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:06:36] ax.service.managed_loop: Running optimization trial 11...
[INFO 10-14 10:06:39] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:06:39] ax.service.managed_loop: Running optimization trial 12...
[INFO 10-14 10:06:44] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:06:44] ax.service.managed_loop: Running optimization trial 13...
[INFO 10-14 10:06:48] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:06:48] ax.service.managed_loop: Running optimization trial 14...
[INFO 10-14 10:06:53] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:06:53] ax.service.managed_loop: Running optimization trial 15...
[INFO 10-14 10:06:57] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:06:57] ax.service.managed_loop: Running optimization trial 16...
[INFO 10-14 10:07:01] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:07:01] ax.service.managed_loop: Running optimization trial 17...
[INFO 10-14 10:07:06] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:07:06] ax.service.managed_loop: Running optimization trial 18...
[INFO 10-14 10:07:09] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:07:09] ax.service.managed_loop: Running optimization trial 19...
[INFO 10-14 10:07:12] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:07:12] ax.service.managed_loop: Running optimization trial 20...
[INFO 10-14 10:07:16] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:07:20] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter R. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:07:20] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter G. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:07:20] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter B. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:07:20] ax.service.utils.instantiation: Created search space: SearchSpace(parameters=[RangeParameter(name='R', parameter_type=INT, range=[0, 89]), RangeParameter(name='G', parameter_type=INT, range=[0, 89]), RangeParameter(name='B', parameter_type=INT, range=[0, 89])], parameter_constraints=[]).
[INFO 10-14 10:07:20] ax.modelbridge.dispatch_utils: Using Bayesian optimization since there are more ordered parameters than there are categories for the unordered categorical parameters.
[INFO 10-14 10:07:20] ax.modelbridge.dispatch_utils: Using Bayesian Optimization generation strategy: GenerationStrategy(name='Sobol+GPEI', steps=[Sobol for 6 trials, GPEI for subsequent trials]). Iterations after 6 will take longer to generate due to  model-fitting.
[INFO 10-14 10:07:20] ax.service.managed_loop: Started full optimization with 20 steps.
[INFO 10-14 10:07:20] ax.service.managed_loop: Running optimization trial 1...
[INFO 10-14 10:07:20] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:07:20] ax.service.managed_loop: Running optimization trial 2...
[INFO 10-14 10:07:20] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:07:20] ax.service.managed_loop: Running optimization trial 3...
[INFO 10-14 10:07:20] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:07:20] ax.service.managed_loop: Running optimization trial 4...
[INFO 10-14 10:07:20] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:07:20] ax.service.managed_loop: Running optimization trial 5...
[INFO 10-14 10:07:20] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:07:20] ax.service.managed_loop: Running optimization trial 6...
[INFO 10-14 10:07:20] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:07:20] ax.service.managed_loop: Running optimization trial 7...
[INFO 10-14 10:07:22] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:07:22] ax.service.managed_loop: Running optimization trial 8...
[INFO 10-14 10:07:23] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:07:23] ax.service.managed_loop: Running optimization trial 9...
[INFO 10-14 10:07:25] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:07:25] ax.service.managed_loop: Running optimization trial 10...
[INFO 10-14 10:07:28] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:07:28] ax.service.managed_loop: Running optimization trial 11...
[INFO 10-14 10:07:31] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:07:31] ax.service.managed_loop: Running optimization trial 12...
[INFO 10-14 10:07:34] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:07:34] ax.service.managed_loop: Running optimization trial 13...
[INFO 10-14 10:07:38] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:07:38] ax.service.managed_loop: Running optimization trial 14...
[INFO 10-14 10:07:43] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:07:43] ax.service.managed_loop: Running optimization trial 15...
[INFO 10-14 10:07:47] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:07:47] ax.service.managed_loop: Running optimization trial 16...
[INFO 10-14 10:07:53] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:07:53] ax.service.managed_loop: Running optimization trial 17...
[INFO 10-14 10:07:58] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:07:58] ax.service.managed_loop: Running optimization trial 18...
[INFO 10-14 10:08:04] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:08:04] ax.service.managed_loop: Running optimization trial 19...
[INFO 10-14 10:08:08] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:08:08] ax.service.managed_loop: Running optimization trial 20...
[INFO 10-14 10:08:14] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:08:17] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter R. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:08:17] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter G. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:08:17] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter B. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:08:17] ax.service.utils.instantiation: Created search space: SearchSpace(parameters=[RangeParameter(name='R', parameter_type=INT, range=[0, 89]), RangeParameter(name='G', parameter_type=INT, range=[0, 89]), RangeParameter(name='B', parameter_type=INT, range=[0, 89])], parameter_constraints=[]).
[INFO 10-14 10:08:17] ax.modelbridge.dispatch_utils: Using Bayesian optimization since there are more ordered parameters than there are categories for the unordered categorical parameters.
[INFO 10-14 10:08:17] ax.modelbridge.dispatch_utils: Using Bayesian Optimization generation strategy: GenerationStrategy(name='Sobol+GPEI', steps=[Sobol for 6 trials, GPEI for subsequent trials]). Iterations after 6 will take longer to generate due to  model-fitting.
[INFO 10-14 10:08:17] ax.service.managed_loop: Started full optimization with 20 steps.
[INFO 10-14 10:08:17] ax.service.managed_loop: Running optimization trial 1...
[INFO 10-14 10:08:17] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:08:17] ax.service.managed_loop: Running optimization trial 2...
[INFO 10-14 10:08:17] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:08:17] ax.service.managed_loop: Running optimization trial 3...
[INFO 10-14 10:08:17] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:08:17] ax.service.managed_loop: Running optimization trial 4...
[INFO 10-14 10:08:17] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:08:17] ax.service.managed_loop: Running optimization trial 5...
[INFO 10-14 10:08:17] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:08:17] ax.service.managed_loop: Running optimization trial 6...
[INFO 10-14 10:08:17] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:08:17] ax.service.managed_loop: Running optimization trial 7...
[INFO 10-14 10:08:19] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:08:19] ax.service.managed_loop: Running optimization trial 8...
[INFO 10-14 10:08:20] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:08:20] ax.service.managed_loop: Running optimization trial 9...
[INFO 10-14 10:08:22] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:08:22] ax.service.managed_loop: Running optimization trial 10...
[INFO 10-14 10:08:24] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:08:24] ax.service.managed_loop: Running optimization trial 11...
[INFO 10-14 10:08:26] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:08:26] ax.service.managed_loop: Running optimization trial 12...
[INFO 10-14 10:08:29] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:08:29] ax.service.managed_loop: Running optimization trial 13...
[INFO 10-14 10:08:32] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:08:32] ax.service.managed_loop: Running optimization trial 14...
[INFO 10-14 10:08:36] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:08:36] ax.service.managed_loop: Running optimization trial 15...
[INFO 10-14 10:08:40] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:08:40] ax.service.managed_loop: Running optimization trial 16...
[INFO 10-14 10:08:44] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:08:44] ax.service.managed_loop: Running optimization trial 17...
[INFO 10-14 10:08:48] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:08:48] ax.service.managed_loop: Running optimization trial 18...
[INFO 10-14 10:08:53] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:08:53] ax.service.managed_loop: Running optimization trial 19...
[INFO 10-14 10:08:58] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:08:58] ax.service.managed_loop: Running optimization trial 20...
[INFO 10-14 10:09:02] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:09:05] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter R. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:09:05] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter G. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:09:05] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter B. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:09:05] ax.service.utils.instantiation: Created search space: SearchSpace(parameters=[RangeParameter(name='R', parameter_type=INT, range=[0, 89]), RangeParameter(name='G', parameter_type=INT, range=[0, 89]), RangeParameter(name='B', parameter_type=INT, range=[0, 89])], parameter_constraints=[]).
[INFO 10-14 10:09:05] ax.modelbridge.dispatch_utils: Using Bayesian optimization since there are more ordered parameters than there are categories for the unordered categorical parameters.
[INFO 10-14 10:09:05] ax.modelbridge.dispatch_utils: Using Bayesian Optimization generation strategy: GenerationStrategy(name='Sobol+GPEI', steps=[Sobol for 6 trials, GPEI for subsequent trials]). Iterations after 6 will take longer to generate due to  model-fitting.
[INFO 10-14 10:09:05] ax.service.managed_loop: Started full optimization with 20 steps.
[INFO 10-14 10:09:05] ax.service.managed_loop: Running optimization trial 1...
[INFO 10-14 10:09:05] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:09:05] ax.service.managed_loop: Running optimization trial 2...
[INFO 10-14 10:09:05] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:09:05] ax.service.managed_loop: Running optimization trial 3...
[INFO 10-14 10:09:05] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:09:05] ax.service.managed_loop: Running optimization trial 4...
[INFO 10-14 10:09:05] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:09:05] ax.service.managed_loop: Running optimization trial 5...
[INFO 10-14 10:09:05] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:09:05] ax.service.managed_loop: Running optimization trial 6...
[INFO 10-14 10:09:05] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:09:05] ax.service.managed_loop: Running optimization trial 7...
[INFO 10-14 10:09:06] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:09:06] ax.service.managed_loop: Running optimization trial 8...
[INFO 10-14 10:09:08] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:09:08] ax.service.managed_loop: Running optimization trial 9...
[INFO 10-14 10:09:10] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:09:10] ax.service.managed_loop: Running optimization trial 10...
[INFO 10-14 10:09:13] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:09:13] ax.service.managed_loop: Running optimization trial 11...
[INFO 10-14 10:09:16] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:09:16] ax.service.managed_loop: Running optimization trial 12...
[INFO 10-14 10:09:19] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:09:19] ax.service.managed_loop: Running optimization trial 13...
[INFO 10-14 10:09:23] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:09:23] ax.service.managed_loop: Running optimization trial 14...
[INFO 10-14 10:09:27] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:09:27] ax.service.managed_loop: Running optimization trial 15...
[INFO 10-14 10:09:31] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:09:31] ax.service.managed_loop: Running optimization trial 16...
[INFO 10-14 10:09:35] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:09:35] ax.service.managed_loop: Running optimization trial 17...
[INFO 10-14 10:09:39] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:09:39] ax.service.managed_loop: Running optimization trial 18...
[INFO 10-14 10:09:44] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:09:44] ax.service.managed_loop: Running optimization trial 19...
[INFO 10-14 10:09:48] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:09:48] ax.service.managed_loop: Running optimization trial 20...
[INFO 10-14 10:09:52] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:09:55] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter R. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:09:55] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter G. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:09:55] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter B. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:09:55] ax.service.utils.instantiation: Created search space: SearchSpace(parameters=[RangeParameter(name='R', parameter_type=INT, range=[0, 89]), RangeParameter(name='G', parameter_type=INT, range=[0, 89]), RangeParameter(name='B', parameter_type=INT, range=[0, 89])], parameter_constraints=[]).
[INFO 10-14 10:09:55] ax.modelbridge.dispatch_utils: Using Bayesian optimization since there are more ordered parameters than there are categories for the unordered categorical parameters.
[INFO 10-14 10:09:55] ax.modelbridge.dispatch_utils: Using Bayesian Optimization generation strategy: GenerationStrategy(name='Sobol+GPEI', steps=[Sobol for 6 trials, GPEI for subsequent trials]). Iterations after 6 will take longer to generate due to  model-fitting.
[INFO 10-14 10:09:55] ax.service.managed_loop: Started full optimization with 20 steps.
[INFO 10-14 10:09:55] ax.service.managed_loop: Running optimization trial 1...
[INFO 10-14 10:09:55] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:09:55] ax.service.managed_loop: Running optimization trial 2...
[INFO 10-14 10:09:55] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:09:55] ax.service.managed_loop: Running optimization trial 3...
[INFO 10-14 10:09:55] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:09:55] ax.service.managed_loop: Running optimization trial 4...
[INFO 10-14 10:09:56] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:09:56] ax.service.managed_loop: Running optimization trial 5...
[INFO 10-14 10:09:56] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:09:56] ax.service.managed_loop: Running optimization trial 6...
[INFO 10-14 10:09:56] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:09:56] ax.service.managed_loop: Running optimization trial 7...
[INFO 10-14 10:09:57] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:09:57] ax.service.managed_loop: Running optimization trial 8...
[INFO 10-14 10:09:58] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:09:58] ax.service.managed_loop: Running optimization trial 9...
[INFO 10-14 10:10:00] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:10:00] ax.service.managed_loop: Running optimization trial 10...
[INFO 10-14 10:10:02] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:10:02] ax.service.managed_loop: Running optimization trial 11...
[INFO 10-14 10:10:05] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:10:05] ax.service.managed_loop: Running optimization trial 12...
[INFO 10-14 10:10:08] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:10:08] ax.service.managed_loop: Running optimization trial 13...
[INFO 10-14 10:10:12] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:10:12] ax.service.managed_loop: Running optimization trial 14...
[INFO 10-14 10:10:16] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:10:16] ax.service.managed_loop: Running optimization trial 15...
[INFO 10-14 10:10:21] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:10:21] ax.service.managed_loop: Running optimization trial 16...
[INFO 10-14 10:10:25] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:10:25] ax.service.managed_loop: Running optimization trial 17...
[INFO 10-14 10:10:29] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:10:29] ax.service.managed_loop: Running optimization trial 18...
[INFO 10-14 10:10:33] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:10:33] ax.service.managed_loop: Running optimization trial 19...
[INFO 10-14 10:10:37] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:10:37] ax.service.managed_loop: Running optimization trial 20...
[INFO 10-14 10:10:41] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'frechet', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\cross_validation.py:346: RuntimeWarning: divide by zero encountered in divide
  return float(np.mean(1.96 * 2 * se_pred / np.abs(y_obs)))
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\cross_validation.py:356: RuntimeWarning: divide by zero encountered in divide
  return float(np.mean(np.abs((y_pred - y_obs) / y_obs)))
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\cross_validation.py:363: RuntimeWarning: divide by zero encountered in double_scalars
  return float((np.max(y_obs) - min_y_obs) / min_y_obs)
[INFO 10-14 10:10:44] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter R. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:10:44] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter G. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:10:44] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter B. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:10:44] ax.service.utils.instantiation: Created search space: SearchSpace(parameters=[RangeParameter(name='R', parameter_type=INT, range=[0, 89]), RangeParameter(name='G', parameter_type=INT, range=[0, 89]), RangeParameter(name='B', parameter_type=INT, range=[0, 89])], parameter_constraints=[]).
[INFO 10-14 10:10:44] ax.modelbridge.dispatch_utils: Using Bayesian optimization since there are more ordered parameters than there are categories for the unordered categorical parameters.
[INFO 10-14 10:10:44] ax.modelbridge.dispatch_utils: Using Bayesian Optimization generation strategy: GenerationStrategy(name='Sobol+GPEI', steps=[Sobol for 6 trials, GPEI for subsequent trials]). Iterations after 6 will take longer to generate due to  model-fitting.
[INFO 10-14 10:10:44] ax.service.managed_loop: Started full optimization with 20 steps.
[INFO 10-14 10:10:44] ax.service.managed_loop: Running optimization trial 1...
[INFO 10-14 10:10:44] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:10:44] ax.service.managed_loop: Running optimization trial 2...
[INFO 10-14 10:10:44] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:10:44] ax.service.managed_loop: Running optimization trial 3...
[INFO 10-14 10:10:44] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:10:44] ax.service.managed_loop: Running optimization trial 4...
[INFO 10-14 10:10:44] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:10:44] ax.service.managed_loop: Running optimization trial 5...
[INFO 10-14 10:10:45] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:10:45] ax.service.managed_loop: Running optimization trial 6...
[INFO 10-14 10:10:45] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:10:45] ax.service.managed_loop: Running optimization trial 7...
[INFO 10-14 10:10:46] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:10:46] ax.service.managed_loop: Running optimization trial 8...
[INFO 10-14 10:10:47] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:10:47] ax.service.managed_loop: Running optimization trial 9...
[INFO 10-14 10:10:49] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:10:49] ax.service.managed_loop: Running optimization trial 10...
[INFO 10-14 10:10:51] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:10:51] ax.service.managed_loop: Running optimization trial 11...
[INFO 10-14 10:10:54] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:10:54] ax.service.managed_loop: Running optimization trial 12...
[INFO 10-14 10:10:57] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:10:57] ax.service.managed_loop: Running optimization trial 13...
[INFO 10-14 10:11:00] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:11:00] ax.service.managed_loop: Running optimization trial 14...
[INFO 10-14 10:11:04] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:11:04] ax.service.managed_loop: Running optimization trial 15...
[INFO 10-14 10:11:08] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:11:08] ax.service.managed_loop: Running optimization trial 16...
[INFO 10-14 10:11:13] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:11:13] ax.service.managed_loop: Running optimization trial 17...
[INFO 10-14 10:11:16] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:11:16] ax.service.managed_loop: Running optimization trial 18...
[INFO 10-14 10:11:21] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:11:21] ax.service.managed_loop: Running optimization trial 19...
[INFO 10-14 10:11:25] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:11:25] ax.service.managed_loop: Running optimization trial 20...
[INFO 10-14 10:11:29] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:11:33] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter R. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:11:33] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter G. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:11:33] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter B. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:11:33] ax.service.utils.instantiation: Created search space: SearchSpace(parameters=[RangeParameter(name='R', parameter_type=INT, range=[0, 89]), RangeParameter(name='G', parameter_type=INT, range=[0, 89]), RangeParameter(name='B', parameter_type=INT, range=[0, 89])], parameter_constraints=[]).
[INFO 10-14 10:11:33] ax.modelbridge.dispatch_utils: Using Bayesian optimization since there are more ordered parameters than there are categories for the unordered categorical parameters.
[INFO 10-14 10:11:33] ax.modelbridge.dispatch_utils: Using Bayesian Optimization generation strategy: GenerationStrategy(name='Sobol+GPEI', steps=[Sobol for 6 trials, GPEI for subsequent trials]). Iterations after 6 will take longer to generate due to  model-fitting.
[INFO 10-14 10:11:33] ax.service.managed_loop: Started full optimization with 20 steps.
[INFO 10-14 10:11:33] ax.service.managed_loop: Running optimization trial 1...
[INFO 10-14 10:11:33] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:11:33] ax.service.managed_loop: Running optimization trial 2...
[INFO 10-14 10:11:33] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:11:33] ax.service.managed_loop: Running optimization trial 3...
[INFO 10-14 10:11:33] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:11:33] ax.service.managed_loop: Running optimization trial 4...
[INFO 10-14 10:11:33] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:11:33] ax.service.managed_loop: Running optimization trial 5...
[INFO 10-14 10:11:33] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:11:33] ax.service.managed_loop: Running optimization trial 6...
[INFO 10-14 10:11:33] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:11:33] ax.service.managed_loop: Running optimization trial 7...
[INFO 10-14 10:11:34] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:11:34] ax.service.managed_loop: Running optimization trial 8...
[INFO 10-14 10:11:36] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:11:36] ax.service.managed_loop: Running optimization trial 9...
[INFO 10-14 10:11:39] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:11:39] ax.service.managed_loop: Running optimization trial 10...
[INFO 10-14 10:11:41] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:11:41] ax.service.managed_loop: Running optimization trial 11...
[INFO 10-14 10:11:45] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:11:45] ax.service.managed_loop: Running optimization trial 12...
[INFO 10-14 10:11:49] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:11:49] ax.service.managed_loop: Running optimization trial 13...
[INFO 10-14 10:11:54] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:11:54] ax.service.managed_loop: Running optimization trial 14...
[INFO 10-14 10:11:59] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:11:59] ax.service.managed_loop: Running optimization trial 15...
[INFO 10-14 10:12:06] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:12:06] ax.service.managed_loop: Running optimization trial 16...
[INFO 10-14 10:12:11] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:12:11] ax.service.managed_loop: Running optimization trial 17...
[INFO 10-14 10:12:15] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:12:15] ax.service.managed_loop: Running optimization trial 18...
[INFO 10-14 10:12:20] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:12:20] ax.service.managed_loop: Running optimization trial 19...
[INFO 10-14 10:12:24] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:12:24] ax.service.managed_loop: Running optimization trial 20...
[INFO 10-14 10:12:28] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:12:31] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter R. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:12:31] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter G. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:12:31] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter B. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:12:31] ax.service.utils.instantiation: Created search space: SearchSpace(parameters=[RangeParameter(name='R', parameter_type=INT, range=[0, 89]), RangeParameter(name='G', parameter_type=INT, range=[0, 89]), RangeParameter(name='B', parameter_type=INT, range=[0, 89])], parameter_constraints=[]).
[INFO 10-14 10:12:31] ax.modelbridge.dispatch_utils: Using Bayesian optimization since there are more ordered parameters than there are categories for the unordered categorical parameters.
[INFO 10-14 10:12:31] ax.modelbridge.dispatch_utils: Using Bayesian Optimization generation strategy: GenerationStrategy(name='Sobol+GPEI', steps=[Sobol for 6 trials, GPEI for subsequent trials]). Iterations after 6 will take longer to generate due to  model-fitting.
[INFO 10-14 10:12:31] ax.service.managed_loop: Started full optimization with 20 steps.
[INFO 10-14 10:12:31] ax.service.managed_loop: Running optimization trial 1...
[INFO 10-14 10:12:31] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:12:31] ax.service.managed_loop: Running optimization trial 2...
[INFO 10-14 10:12:31] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:12:31] ax.service.managed_loop: Running optimization trial 3...
[INFO 10-14 10:12:31] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:12:31] ax.service.managed_loop: Running optimization trial 4...
[INFO 10-14 10:12:31] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:12:31] ax.service.managed_loop: Running optimization trial 5...
[INFO 10-14 10:12:31] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:12:31] ax.service.managed_loop: Running optimization trial 6...
[INFO 10-14 10:12:31] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:12:31] ax.service.managed_loop: Running optimization trial 7...
[INFO 10-14 10:12:32] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:12:32] ax.service.managed_loop: Running optimization trial 8...
[INFO 10-14 10:12:34] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:12:34] ax.service.managed_loop: Running optimization trial 9...
[INFO 10-14 10:12:36] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:12:36] ax.service.managed_loop: Running optimization trial 10...
[INFO 10-14 10:12:38] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:12:38] ax.service.managed_loop: Running optimization trial 11...
[INFO 10-14 10:12:41] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:12:41] ax.service.managed_loop: Running optimization trial 12...
[INFO 10-14 10:12:44] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:12:44] ax.service.managed_loop: Running optimization trial 13...
[INFO 10-14 10:12:47] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:12:47] ax.service.managed_loop: Running optimization trial 14...
[INFO 10-14 10:12:50] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:12:50] ax.service.managed_loop: Running optimization trial 15...
[INFO 10-14 10:12:54] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:12:54] ax.service.managed_loop: Running optimization trial 16...
[INFO 10-14 10:12:57] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:12:57] ax.service.managed_loop: Running optimization trial 17...
[INFO 10-14 10:13:01] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:13:01] ax.service.managed_loop: Running optimization trial 18...
[INFO 10-14 10:13:05] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:13:05] ax.service.managed_loop: Running optimization trial 19...
[INFO 10-14 10:13:08] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:13:08] ax.service.managed_loop: Running optimization trial 20...
[INFO 10-14 10:13:13] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:13:16] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter R. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:13:16] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter G. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:13:16] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter B. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:13:16] ax.service.utils.instantiation: Created search space: SearchSpace(parameters=[RangeParameter(name='R', parameter_type=INT, range=[0, 89]), RangeParameter(name='G', parameter_type=INT, range=[0, 89]), RangeParameter(name='B', parameter_type=INT, range=[0, 89])], parameter_constraints=[]).
[INFO 10-14 10:13:16] ax.modelbridge.dispatch_utils: Using Bayesian optimization since there are more ordered parameters than there are categories for the unordered categorical parameters.
[INFO 10-14 10:13:16] ax.modelbridge.dispatch_utils: Using Bayesian Optimization generation strategy: GenerationStrategy(name='Sobol+GPEI', steps=[Sobol for 6 trials, GPEI for subsequent trials]). Iterations after 6 will take longer to generate due to  model-fitting.
[INFO 10-14 10:13:16] ax.service.managed_loop: Started full optimization with 20 steps.
[INFO 10-14 10:13:16] ax.service.managed_loop: Running optimization trial 1...
[INFO 10-14 10:13:16] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:13:16] ax.service.managed_loop: Running optimization trial 2...
[INFO 10-14 10:13:16] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:13:16] ax.service.managed_loop: Running optimization trial 3...
[INFO 10-14 10:13:16] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:13:16] ax.service.managed_loop: Running optimization trial 4...
[INFO 10-14 10:13:16] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:13:16] ax.service.managed_loop: Running optimization trial 5...
[INFO 10-14 10:13:17] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:13:17] ax.service.managed_loop: Running optimization trial 6...
[INFO 10-14 10:13:17] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:13:17] ax.service.managed_loop: Running optimization trial 7...
[INFO 10-14 10:13:18] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:13:18] ax.service.managed_loop: Running optimization trial 8...
[INFO 10-14 10:13:20] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:13:20] ax.service.managed_loop: Running optimization trial 9...
[INFO 10-14 10:13:22] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:13:22] ax.service.managed_loop: Running optimization trial 10...
[INFO 10-14 10:13:24] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:13:24] ax.service.managed_loop: Running optimization trial 11...
[INFO 10-14 10:13:27] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:13:27] ax.service.managed_loop: Running optimization trial 12...
[INFO 10-14 10:13:30] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:13:30] ax.service.managed_loop: Running optimization trial 13...
[INFO 10-14 10:13:34] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:13:34] ax.service.managed_loop: Running optimization trial 14...
[INFO 10-14 10:13:39] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:13:39] ax.service.managed_loop: Running optimization trial 15...
[INFO 10-14 10:13:43] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:13:43] ax.service.managed_loop: Running optimization trial 16...
[INFO 10-14 10:13:48] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:13:48] ax.service.managed_loop: Running optimization trial 17...
[INFO 10-14 10:13:52] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:13:52] ax.service.managed_loop: Running optimization trial 18...
[INFO 10-14 10:13:56] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:13:56] ax.service.managed_loop: Running optimization trial 19...
[INFO 10-14 10:14:01] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:14:01] ax.service.managed_loop: Running optimization trial 20...
[INFO 10-14 10:14:06] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:14:09] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter R. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:14:09] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter G. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:14:09] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter B. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 10:14:09] ax.service.utils.instantiation: Created search space: SearchSpace(parameters=[RangeParameter(name='R', parameter_type=INT, range=[0, 89]), RangeParameter(name='G', parameter_type=INT, range=[0, 89]), RangeParameter(name='B', parameter_type=INT, range=[0, 89])], parameter_constraints=[]).
[INFO 10-14 10:14:09] ax.modelbridge.dispatch_utils: Using Bayesian optimization since there are more ordered parameters than there are categories for the unordered categorical parameters.
[INFO 10-14 10:14:09] ax.modelbridge.dispatch_utils: Using Bayesian Optimization generation strategy: GenerationStrategy(name='Sobol+GPEI', steps=[Sobol for 6 trials, GPEI for subsequent trials]). Iterations after 6 will take longer to generate due to  model-fitting.
[INFO 10-14 10:14:09] ax.service.managed_loop: Started full optimization with 20 steps.
[INFO 10-14 10:14:09] ax.service.managed_loop: Running optimization trial 1...
[INFO 10-14 10:14:09] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:14:09] ax.service.managed_loop: Running optimization trial 2...
[INFO 10-14 10:14:09] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:14:09] ax.service.managed_loop: Running optimization trial 3...
[INFO 10-14 10:14:09] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:14:09] ax.service.managed_loop: Running optimization trial 4...
[INFO 10-14 10:14:09] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:14:09] ax.service.managed_loop: Running optimization trial 5...
[INFO 10-14 10:14:09] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:14:09] ax.service.managed_loop: Running optimization trial 6...
[INFO 10-14 10:14:09] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:14:09] ax.service.managed_loop: Running optimization trial 7...
[INFO 10-14 10:14:11] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:14:11] ax.service.managed_loop: Running optimization trial 8...
[INFO 10-14 10:14:12] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:14:12] ax.service.managed_loop: Running optimization trial 9...
[INFO 10-14 10:14:14] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:14:14] ax.service.managed_loop: Running optimization trial 10...
[INFO 10-14 10:14:16] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:14:16] ax.service.managed_loop: Running optimization trial 11...
[INFO 10-14 10:14:19] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:14:19] ax.service.managed_loop: Running optimization trial 12...
[INFO 10-14 10:14:23] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:14:23] ax.service.managed_loop: Running optimization trial 13...
[INFO 10-14 10:14:26] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:14:26] ax.service.managed_loop: Running optimization trial 14...
[INFO 10-14 10:14:30] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:14:30] ax.service.managed_loop: Running optimization trial 15...
[INFO 10-14 10:14:34] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:14:34] ax.service.managed_loop: Running optimization trial 16...
[INFO 10-14 10:14:38] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:14:38] ax.service.managed_loop: Running optimization trial 17...
[INFO 10-14 10:14:41] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:14:41] ax.service.managed_loop: Running optimization trial 18...
[INFO 10-14 10:14:45] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:14:45] ax.service.managed_loop: Running optimization trial 19...
[INFO 10-14 10:14:48] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 10:14:48] ax.service.managed_loop: Running optimization trial 20...
[INFO 10-14 10:14:52] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.

results["mae"]

{'parameters': [(89, 19, 74),
  (11, 44, 54),
  (22, 89, 17),
  (75, 76, 71),
  (75, 31, 63)],
 'color_mae': [1.3333333333333333,
  0.3333333333333333,
  1.6666666666666667,
  1.0,
  0.6666666666666666]}

results["rmse"]

{'parameters': [(88, 20, 74),
  (12, 45, 54),
  (23, 82, 18),
  (76, 75, 72),
  (74, 32, 63)],
 'color_mae': [1.3333333333333333,
  0.3333333333333333,
  1.3333333333333333,
  0.6666666666666666,
  0.0]}

results["frechet"]

{'parameters': [(85, 17, 74),
  (11, 44, 54),
  (24, 82, 16),
  (76, 77, 72),
  (78, 31, 62)],
 'color_mae': [0.6666666666666666,
  0.3333333333333333,
  1.6666666666666667,
  0.6666666666666666,
  2.0]}

import numpy as np
moo_maes = [np.mean(m) for m in maes]

import pandas as pd

df = pd.DataFrame(
    dict(
        moo=moo_maes,
        mae=results["mae"]["color_mae"],
        rmse=results["rmse"]["color_mae"],
        frechet=results["frechet"]["color_mae"],
    )
)
df

	moo	mae	rmse	frechet
0	2.833333	1.333333	1.333333	0.666667
1	2.000000	0.333333	0.333333	0.333333
2	2.444444	1.666667	1.333333	1.666667
3	2.166667	1.000000	0.666667	0.666667
4	2.083333	0.666667	0.000000	2.000000

df.mean()

moo        2.305556
mae        1.000000
rmse       0.733333
frechet    1.066667
dtype: float64

There are a few takeaways based on the results above (copied below for provenance).

moo        2.305556
mae        1.000000
rmse       0.733333
frechet    1.066667

If we know exactly what we want and its easily quantified in a single objective (i.e. minimize the MAE between the RGB values of two colors), then using a single, scalarized objective is probably better. However, if we want to explore the space of possible solutions for competing objectives (note that in this case, the objectives were correlated), then using a multi-objective approach such as expected hypervolume improvement would still be preferred. For example, if we had competing objectives of input power to the LEDs and error relative to a target spectrum, and it wasn’t immediately clear how to trade off between the two objectives, then a multi-objective approach is still typically preferred.

For more mathematical and theoretical details on a different task, see the Ax tutorial for multi-objective optimization.

Here, we’ll use luminous intensity from the NeoPixel datasheet instead of cost.

# %%time
from ax.service.ax_client import AxClient

ax_clients = []
error_name = "frechet"  # "mae", "rmse", or "frechet" in this case
cost_name = "luminous_intensity"

for sdl in sdls:

    ax_client = AxClient()
    ax_client.create_experiment(
        name="sdl-demo-moo",
        parameters=params,
        objectives={
            error_name: ObjectiveProperties(minimize=True),
            cost_name: ObjectiveProperties(minimize=True),
        },
        overwrite_existing_experiment=True,
    )

    def evaluate(parameters):
        R = parameters["R"]
        G = parameters["G"]
        B = parameters["B"]
        results = sdl.evaluate(R, G, B)
        # https://www.digikey.com/en/datasheets/parallaxinc/parallax-inc-28085-ws2812b-rgb-led-datasheet
        # luminous intensity instead of cost
        # note that this is an analytical function. In practice, there are better ways
        # to handle this. See https://github.com/facebook/Ax/issues/935
        R_mcd = (390 + 420) / 2 * R
        G_mcd = (660 + 720) / 2 * G
        B_mcd = (180 + 200) / 2 * B
        results[cost_name] = R_mcd + G_mcd + B_mcd

        return results

    for _ in range(num_iter):
        parameters, trial_index = ax_client.get_next_trial()
        ax_client.complete_trial(trial_index=trial_index, raw_data=evaluate(parameters))

    ax_clients.append(ax_client)

[INFO 10-14 14:10:23] ax.service.ax_client: Starting optimization with verbose logging. To disable logging, set the `verbose_logging` argument to `False`. Note that float values in the logs are rounded to 6 decimal points.
[INFO 10-14 14:10:23] ax.service.utils.instantiation: Due to non-specification, we will use the heuristic for selecting objective thresholds.
[INFO 10-14 14:10:23] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter R. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 14:10:23] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter G. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 14:10:23] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter B. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 14:10:23] ax.service.utils.instantiation: Created search space: SearchSpace(parameters=[RangeParameter(name='R', parameter_type=INT, range=[0, 89]), RangeParameter(name='G', parameter_type=INT, range=[0, 89]), RangeParameter(name='B', parameter_type=INT, range=[0, 89])], parameter_constraints=[]).
[INFO 10-14 14:10:23] ax.modelbridge.dispatch_utils: Using Bayesian optimization since there are more ordered parameters than there are categories for the unordered categorical parameters.
[INFO 10-14 14:10:23] ax.modelbridge.dispatch_utils: Using Bayesian Optimization generation strategy: GenerationStrategy(name='Sobol+MOO', steps=[Sobol for 6 trials, MOO for subsequent trials]). Iterations after 6 will take longer to generate due to  model-fitting.
[INFO 10-14 14:10:23] ax.service.ax_client: Generated new trial 0 with parameters {'R': 36, 'G': 68, 'B': 35}.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:10:23] ax.service.ax_client: Completed trial 0 with data: {'ch410': (1015.231033, None), 'ch440': (17478.414517, None), 'ch470': (78221.786578, None), 'ch510': (52708.862923, None), 'ch550': (15892.925979, None), 'ch583': (2101.793928, None), 'ch620': (23306.660132, None), 'ch670': (280.216686, None), 'mae': (22788.30034, None), 'rmse': (35309.289629, None), 'frechet': (85818.622775, None), 'luminous_intensity': (68150.0, None)}.
[INFO 10-14 14:10:23] ax.service.ax_client: Generated new trial 1 with parameters {'R': 52, 'G': 89, 'B': 27}.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:10:23] ax.service.ax_client: Completed trial 1 with data: {'ch410': (1094.418969, None), 'ch440': (13616.683948, None), 'ch470': (60746.603034, None), 'ch510': (67760.16013, None), 'ch550': (20704.370405, None), 'ch583': (2755.722984, None), 'ch620': (33623.230568, None), 'ch670': (372.207878, None), 'mae': (26709.029744, None), 'rmse': (42239.421497, None), 'frechet': (96280.257532, None), 'luminous_intensity': (87600.0, None)}.
[INFO 10-14 14:10:23] ax.service.ax_client: Generated new trial 2 with parameters {'R': 26, 'G': 73, 'B': 63}.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:10:23] ax.service.ax_client: Completed trial 2 with data: {'ch410': (1385.806062, None), 'ch440': (31275.364969, None), 'ch470': (140250.52743, None), 'ch510': (58239.023182, None), 'ch550': (17186.067453, None), 'ch583': (2192.06105, None), 'ch620': (16922.781412, None), 'ch670': (264.880638, None), 'mae': (14927.865001, None), 'rmse': (21544.642645, None), 'frechet': (39271.910936, None), 'luminous_intensity': (72870.0, None)}.
[INFO 10-14 14:10:23] ax.service.ax_client: Generated new trial 3 with parameters {'R': 89, 'G': 10, 'B': 7}.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:10:23] ax.service.ax_client: Completed trial 3 with data: {'ch410': (462.844246, None), 'ch440': (3559.580913, None), 'ch470': (15638.454582, None), 'ch510': (7919.999758, None), 'ch550': (2432.082078, None), 'ch583': (1112.288659, None), 'ch620': (57157.111115, None), 'ch670': (438.399171, None), 'mae': (24839.963271, None), 'rmse': (53908.293687, None), 'frechet': (106883.403493, None), 'luminous_intensity': (44275.0, None)}.
[INFO 10-14 14:10:23] ax.service.ax_client: Generated new trial 4 with parameters {'R': 49, 'G': 54, 'B': 35}.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:10:23] ax.service.ax_client: Completed trial 4 with data: {'ch410': (972.868787, None), 'ch440': (17447.720997, None), 'ch470': (78075.951901, None), 'ch510': (42339.572987, None), 'ch550': (12680.480369, None), 'ch583': (1879.929774, None), 'ch620': (31615.614769, None), 'ch670': (325.70477, None), 'mae': (20045.906342, None), 'rmse': (33345.00204, None), 'frechet': (85964.457452, None), 'luminous_intensity': (63755.0, None)}.
[INFO 10-14 14:10:23] ax.service.ax_client: Generated new trial 5 with parameters {'R': 35, 'G': 78, 'B': 33}.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:23] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:10:23] ax.service.ax_client: Completed trial 5 with data: {'ch410': (1047.367781, None), 'ch440': (16522.856533, None), 'ch470': (73902.232988, None), 'ch510': (59989.50406, None), 'ch550': (18185.126462, None), 'ch583': (2334.925993, None), 'ch620': (22688.449028, None), 'ch670': (284.997035, None), 'mae': (24746.097748, None), 'rmse': (37767.51885, None), 'frechet': (90138.176365, None), 'luminous_intensity': (74265.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:10:27] ax.service.ax_client: Generated new trial 6 with parameters {'R': 26, 'G': 30, 'B': 63}.
[INFO 10-14 14:10:27] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:27] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:27] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:27] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:27] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:27] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:27] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:27] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:27] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:27] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:27] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:10:27] ax.service.ax_client: Completed trial 6 with data: {'ch410': (1117.932729, None), 'ch440': (31144.556181, None), 'ch470': (139786.525914, None), 'ch510': (26367.783731, None), 'ch550': (7278.783272, None), 'ch583': (1129.448364, None), 'ch620': (16814.238557, None), 'ch670': (215.957546, None), 'mae': (9779.198877, None), 'rmse': (16245.766364, None), 'frechet': (28297.876658, None), 'luminous_intensity': (43200.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:10:31] ax.service.ax_client: Generated new trial 7 with parameters {'R': 21, 'G': 12, 'B': 73}.
[INFO 10-14 14:10:31] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:31] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:31] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:31] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:31] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:31] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:31] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:31] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:31] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:31] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:31] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:10:31] ax.service.ax_client: Completed trial 7 with data: {'ch410': (1122.094796, None), 'ch440': (36010.541874, None), 'ch470': (161725.569949, None), 'ch510': (13677.023057, None), 'ch550': (3180.503657, None), 'ch583': (659.105909, None), 'ch620': (13567.38233, None), 'ch670': (181.220193, None), 'mae': (6541.711985, None), 'rmse': (14689.907285, None), 'frechet': (40988.571137, None), 'luminous_intensity': (30655.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:10:36] ax.service.ax_client: Generated new trial 8 with parameters {'R': 21, 'G': 13, 'B': 63}.
[INFO 10-14 14:10:36] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:36] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:36] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:36] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:36] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:36] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:36] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:36] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:36] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:36] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:36] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:10:36] ax.service.ax_client: Completed trial 8 with data: {'ch410': (994.778424, None), 'ch440': (31088.26593, None), 'ch470': (139601.069768, None), 'ch510': (13764.682938, None), 'ch550': (3356.880068, None), 'ch583': (661.613841, None), 'ch620': (13561.982354, None), 'ch670': (172.994116, None), 'mae': (9906.858776, None), 'rmse': (17128.861764, None), 'frechet': (40900.911573, None), 'luminous_intensity': (29445.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:10:42] ax.service.ax_client: Generated new trial 9 with parameters {'R': 24, 'G': 21, 'B': 67}.
[INFO 10-14 14:10:42] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:42] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:42] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:42] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:42] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:42] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:42] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:42] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:42] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:42] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:42] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:10:42] ax.service.ax_client: Completed trial 9 with data: {'ch410': (1108.384254, None), 'ch440': (33085.474742, None), 'ch470': (148542.720208, None), 'ch510': (19957.334554, None), 'ch550': (5224.747902, None), 'ch583': (896.829921, None), 'ch620': (15510.952412, None), 'ch670': (200.014662, None), 'mae': (7579.173696, None), 'rmse': (14946.016304, None), 'frechet': (34708.286348, None), 'luminous_intensity': (36940.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:10:47] ax.service.ax_client: Generated new trial 10 with parameters {'R': 1, 'G': 24, 'B': 65}.
[INFO 10-14 14:10:47] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:47] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:47] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:47] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:47] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:47] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:47] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:47] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:47] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:47] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:47] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:10:47] ax.service.ax_client: Completed trial 10 with data: {'ch410': (1021.009777, None), 'ch440': (32088.491647, None), 'ch470': (144138.771268, None), 'ch510': (22037.123704, None), 'ch550': (5881.827023, None), 'ch583': (746.958457, None), 'ch620': (753.958329, None), 'ch670': (92.895117, None), 'mae': (10484.06868, None), 'rmse': (20414.383159, None), 'frechet': (32628.508309, None), 'luminous_intensity': (29315.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:10:58] ax.service.ax_client: Generated new trial 11 with parameters {'R': 5, 'G': 32, 'B': 64}.
[INFO 10-14 14:10:58] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:58] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:58] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:58] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:58] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:58] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:58] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:58] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:58] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:58] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:10:58] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:10:58] ax.service.ax_client: Completed trial 11 with data: {'ch410': (1071.292793, None), 'ch440': (31623.956484, None), 'ch470': (142013.178989, None), 'ch510': (27903.578121, None), 'ch550': (7723.696068, None), 'ch583': (980.618908, None), 'ch620': (3340.835055, None), 'ch670': (119.958099, None), 'mae': (11409.139646, None), 'rmse': (20101.334449, None), 'frechet': (26762.094538, None), 'luminous_intensity': (36265.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:11:06] ax.service.ax_client: Generated new trial 12 with parameters {'R': 0, 'G': 29, 'B': 63}.
[INFO 10-14 14:11:06] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:06] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:06] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:06] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:06] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:06] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:06] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:06] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:06] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:06] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:06] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:11:06] ax.service.ax_client: Completed trial 12 with data: {'ch410': (1021.998462, None), 'ch440': (31117.72334, None), 'ch470': (139765.264013, None), 'ch510': (25611.806765, None), 'ch550': (7022.017718, None), 'ch583': (856.530907, None), 'ch620': (123.125963, None), 'ch670': (91.986735, None), 'mae': (11806.609796, None), 'rmse': (21340.912512, None), 'frechet': (29053.848061, None), 'luminous_intensity': (31980.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:11:17] ax.service.ax_client: Generated new trial 13 with parameters {'R': 0, 'G': 0, 'B': 89}.
[INFO 10-14 14:11:17] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:17] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:17] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:17] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:17] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:17] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:17] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:17] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:17] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:17] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:17] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:11:17] ax.service.ax_client: Completed trial 13 with data: {'ch410': (1188.559264, None), 'ch440': (43835.330284, None), 'ch470': (197004.089134, None), 'ch510': (5816.432436, None), 'ch550': (480.827365, None), 'ch583': (197.615518, None), 'ch620': (70.525637, None), 'ch670': (83.338034, None), 'mae': (14276.572502, None), 'rmse': (23221.016348, None), 'frechet': (48849.138006, None), 'luminous_intensity': (16910.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:11:27] ax.service.ax_client: Generated new trial 14 with parameters {'R': 0, 'G': 15, 'B': 61}.
[INFO 10-14 14:11:27] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:27] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:27] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:27] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:27] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:27] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:27] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:27] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:27] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:27] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:27] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:11:27] ax.service.ax_client: Completed trial 14 with data: {'ch410': (908.074692, None), 'ch440': (30090.07083, None), 'ch470': (135187.135569, None), 'ch510': (15104.417807, None), 'ch550': (3785.5852, None), 'ch583': (506.123188, None), 'ch620': (86.201583, None), 'ch670': (74.185521, None), 'mae': (12089.417907, None), 'rmse': (21996.999828, None), 'frechet': (39561.181713, None), 'luminous_intensity': (21940.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:11:38] ax.service.ax_client: Generated new trial 15 with parameters {'R': 0, 'G': 0, 'B': 75}.
[INFO 10-14 14:11:38] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:38] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:38] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:38] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:38] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:38] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:38] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:38] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:38] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:38] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:38] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:11:38] ax.service.ax_client: Completed trial 15 with data: {'ch410': (1001.594885, None), 'ch440': (36939.885071, None), 'ch470': (166014.681855, None), 'ch510': (4901.488008, None), 'ch550': (405.1916, None), 'ch583': (166.529931, None), 'ch620': (59.431717, None), 'ch670': (70.22868, None), 'mae': (9695.07012, None), 'rmse': (20017.284608, None), 'frechet': (49764.080157, None), 'luminous_intensity': (14250.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:11:49] ax.service.ax_client: Generated new trial 16 with parameters {'R': 0, 'G': 10, 'B': 60}.
[INFO 10-14 14:11:49] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:49] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:49] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:49] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:49] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:49] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:49] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:49] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:49] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:49] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:49] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:11:49] ax.service.ax_client: Completed trial 16 with data: {'ch410': (863.572032, None), 'ch440': (29582.328705, None), 'ch470': (132919.652813, None), 'ch510': (11333.106558, None), 'ch550': (2628.172857, None), 'ch583': (380.343174, None), 'ch620': (72.787898, None), 'ch670': (67.560407, None), 'mae': (13076.20165, None), 'rmse': (22535.377154, None), 'frechet': (43332.479652, None), 'luminous_intensity': (18300.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:11:59] ax.service.ax_client: Generated new trial 17 with parameters {'R': 0, 'G': 21, 'B': 60}.
[INFO 10-14 14:11:59] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:59] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:59] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:59] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:59] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:59] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:59] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:59] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:59] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:59] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:11:59] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:11:59] ax.service.ax_client: Completed trial 17 with data: {'ch410': (932.097768, None), 'ch440': (29615.791418, None), 'ch470': (133038.350875, None), 'ch510': (19486.214324, None), 'ch550': (5162.594392, None), 'ch583': (652.174326, None), 'ch620': (100.554675, None), 'ch670': (80.075617, None), 'mae': (11878.180918, None), 'rmse': (22328.157207, None), 'frechet': (35179.404243, None), 'luminous_intensity': (25890.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:12:09] ax.service.ax_client: Generated new trial 18 with parameters {'R': 0, 'G': 6, 'B': 59}.
[INFO 10-14 14:12:09] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:09] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:09] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:09] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:09] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:09] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:09] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:09] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:09] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:09] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:09] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:12:09] ax.service.ax_client: Completed trial 18 with data: {'ch410': (825.298984, None), 'ch440': (29077.628645, None), 'ch470': (130662.96079, None), 'ch510': (8302.986924, None), 'ch550': (1701.162472, None), 'ch583': (279.275083, None), 'ch620': (61.898465, None), 'ch670': (62.07304, None), 'mae': (13935.481655, None), 'rmse': (23123.393739, None), 'frechet': (46362.590161, None), 'luminous_intensity': (15350.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:12:19] ax.service.ax_client: Generated new trial 19 with parameters {'R': 0, 'G': 2, 'B': 59}.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:12:19] ax.service.ax_client: Completed trial 19 with data: {'ch410': (800.380534, None), 'ch440': (29065.460385, None), 'ch470': (130619.797858, None), 'ch510': (5338.220463, None), 'ch550': (779.554641, None), 'ch583': (180.427392, None), 'ch620': (51.801456, None), 'ch670': (57.522055, None), 'mae': (14445.496607, None), 'rmse': (23347.040807, None), 'frechet': (49327.348778, None), 'luminous_intensity': (12590.0, None)}.
[INFO 10-14 14:12:19] ax.service.ax_client: Starting optimization with verbose logging. To disable logging, set the `verbose_logging` argument to `False`. Note that float values in the logs are rounded to 6 decimal points.
[INFO 10-14 14:12:19] ax.service.utils.instantiation: Due to non-specification, we will use the heuristic for selecting objective thresholds.
[INFO 10-14 14:12:19] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter R. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 14:12:19] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter G. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 14:12:19] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter B. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 14:12:19] ax.service.utils.instantiation: Created search space: SearchSpace(parameters=[RangeParameter(name='R', parameter_type=INT, range=[0, 89]), RangeParameter(name='G', parameter_type=INT, range=[0, 89]), RangeParameter(name='B', parameter_type=INT, range=[0, 89])], parameter_constraints=[]).
[INFO 10-14 14:12:19] ax.modelbridge.dispatch_utils: Using Bayesian optimization since there are more ordered parameters than there are categories for the unordered categorical parameters.
[INFO 10-14 14:12:19] ax.modelbridge.dispatch_utils: Using Bayesian Optimization generation strategy: GenerationStrategy(name='Sobol+MOO', steps=[Sobol for 6 trials, MOO for subsequent trials]). Iterations after 6 will take longer to generate due to  model-fitting.
[INFO 10-14 14:12:19] ax.service.ax_client: Generated new trial 0 with parameters {'R': 38, 'G': 47, 'B': 25}.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:12:19] ax.service.ax_client: Completed trial 0 with data: {'ch410': (757.763546, None), 'ch440': (12491.043206, None), 'ch470': (55860.695747, None), 'ch510': (36491.444606, None), 'ch550': (11002.487289, None), 'ch583': (1579.732289, None), 'ch620': (24529.464167, None), 'ch670': (256.408886, None), 'mae': (12135.148677, None), 'rmse': (24030.629043, None), 'frechet': (64159.88828, None), 'luminous_intensity': (52570.0, None)}.
[INFO 10-14 14:12:19] ax.service.ax_client: Generated new trial 1 with parameters {'R': 46, 'G': 45, 'B': 1}.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:12:19] ax.service.ax_client: Completed trial 1 with data: {'ch410': (452.39539, None), 'ch440': (671.516092, None), 'ch470': (2717.637986, None), 'ch510': (33445.134551, None), 'ch550': (10420.133938, None), 'ch583': (1553.389799, None), 'ch620': (29640.347771, None), 'ch670': (269.455005, None), 'mae': (21301.547283, None), 'rmse': (43236.089601, None), 'frechet': (86575.458716, None), 'luminous_intensity': (49870.0, None)}.
[INFO 10-14 14:12:19] ax.service.ax_client: Generated new trial 2 with parameters {'R': 75, 'G': 53, 'B': 73}.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:12:19] ax.service.ax_client: Completed trial 2 with data: {'ch410': (1563.818571, None), 'ch440': (36184.678145, None), 'ch470': (162189.737809, None), 'ch510': (44096.587313, None), 'ch550': (12681.739085, None), 'ch583': (2187.798551, None), 'ch620': (48331.790928, None), 'ch670': (482.98262, None), 'mae': (12955.986675, None), 'rmse': (21257.062525, None), 'frechet': (42169.153782, None), 'luminous_intensity': (80815.0, None)}.
[INFO 10-14 14:12:19] ax.service.ax_client: Generated new trial 3 with parameters {'R': 21, 'G': 40, 'B': 32}.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:12:19] ax.service.ax_client: Completed trial 3 with data: {'ch410': (748.985405, None), 'ch440': (15901.915851, None), 'ch470': (71273.017724, None), 'ch510': (31750.908169, None), 'ch550': (9410.253732, None), 'ch583': (1260.003388, None), 'ch620': (13605.57206, None), 'ch670': (174.685412, None), 'mae': (9095.634135, None), 'rmse': (17898.195527, None), 'frechet': (48747.566303, None), 'luminous_intensity': (42185.0, None)}.
[INFO 10-14 14:12:19] ax.service.ax_client: Generated new trial 4 with parameters {'R': 15, 'G': 40, 'B': 87}.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:12:19] ax.service.ax_client: Completed trial 4 with data: {'ch410': (1462.787247, None), 'ch440': (42985.674723, None), 'ch470': (193014.701327, None), 'ch510': (35341.920705, None), 'ch550': (9701.310332, None), 'ch583': (1324.847138, None), 'ch620': (9797.942625, None), 'ch670': (197.840352, None), 'mae': (11851.672905, None), 'rmse': (26462.521039, None), 'frechet': (72994.1173, None), 'luminous_intensity': (50205.0, None)}.
[INFO 10-14 14:12:19] ax.service.ax_client: Generated new trial 5 with parameters {'R': 19, 'G': 69, 'B': 75}.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:19] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:12:19] ax.service.ax_client: Completed trial 5 with data: {'ch410': (1496.991541, None), 'ch440': (37167.173111, None), 'ch470': (166766.894434, None), 'ch510': (56054.514131, None), 'ch550': (16322.192387, None), 'ch583': (2053.03358, None), 'ch620': (12429.112, None), 'ch670': (238.495801, None), 'mae': (11057.145921, None), 'rmse': (18442.539097, None), 'frechet': (46746.310408, None), 'luminous_intensity': (69555.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:12:23] ax.service.ax_client: Generated new trial 6 with parameters {'R': 2, 'G': 43, 'B': 44}.
[INFO 10-14 14:12:23] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:23] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:23] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:23] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:23] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:23] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:23] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:23] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:23] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:23] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:23] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:12:23] ax.service.ax_client: Completed trial 6 with data: {'ch410': (862.376023, None), 'ch440': (21804.038089, None), 'ch470': (97860.087012, None), 'ch510': (34747.916416, None), 'ch550': (10147.024556, None), 'ch583': (1179.402979, None), 'ch620': (1427.147027, None), 'ch670': (99.572615, None), 'mae': (4492.959363, None), 'rmse': (8321.110116, None), 'frechet': (22160.497015, None), 'luminous_intensity': (38840.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:12:30] ax.service.ax_client: Generated new trial 7 with parameters {'R': 0, 'G': 31, 'B': 47}.
[INFO 10-14 14:12:30] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:30] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:30] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:30] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:30] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:30] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:30] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:30] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:30] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:30] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:30] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:12:30] ax.service.ax_client: Completed trial 7 with data: {'ch410': (820.784112, None), 'ch440': (23243.298654, None), 'ch470': (104370.380017, None), 'ch510': (26048.539221, None), 'ch550': (7396.380758, None), 'ch583': (870.428368, None), 'ch620': (115.495701, None), 'ch670': (79.280109, None), 'mae': (5140.831585, None), 'rmse': (7383.431626, None), 'frechet': (15650.20401, None), 'luminous_intensity': (30320.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:12:36] ax.service.ax_client: Generated new trial 8 with parameters {'R': 0, 'G': 17, 'B': 49}.
[INFO 10-14 14:12:36] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:36] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:36] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:36] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:36] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:36] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:36] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:36] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:36] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:36] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:36] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:12:36] ax.service.ax_client: Completed trial 8 with data: {'ch410': (760.278735, None), 'ch440': (24185.773348, None), 'ch470': (108646.367938, None), 'ch510': (15802.562956, None), 'ch550': (4181.55846, None), 'ch583': (528.902245, None), 'ch620': (81.741013, None), 'ch670': (65.224425, None), 'mae': (6227.353812, None), 'rmse': (9180.91556, None), 'frechet': (21086.386431, None), 'luminous_intensity': (21040.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:12:44] ax.service.ax_client: Generated new trial 9 with parameters {'R': 0, 'G': 24, 'B': 49}.
[INFO 10-14 14:12:44] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:44] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:44] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:44] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:44] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:44] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:44] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:44] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:44] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:44] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:44] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:12:44] ax.service.ax_client: Completed trial 9 with data: {'ch410': (803.886022, None), 'ch440': (24207.067802, None), 'ch470': (108721.903069, None), 'ch510': (20990.904262, None), 'ch550': (5794.372164, None), 'ch583': (701.885705, None), 'ch620': (99.41078, None), 'ch670': (73.188649, None), 'mae': (5334.827646, None), 'rmse': (7597.270813, None), 'frechet': (15898.045125, None), 'luminous_intensity': (25870.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:12:53] ax.service.ax_client: Generated new trial 10 with parameters {'R': 0, 'G': 19, 'B': 55}.
[INFO 10-14 14:12:53] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:53] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:53] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:53] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:53] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:53] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:53] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:53] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:53] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:53] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:12:53] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:12:53] ax.service.ax_client: Completed trial 10 with data: {'ch410': (852.865551, None), 'ch440': (27147.048284, None), 'ch470': (121949.123952, None), 'ch510': (17677.065227, None), 'ch550': (4674.777703, None), 'ch583': (591.648485, None), 'ch620': (91.544055, None), 'ch670': (73.118212, None), 'mae': (4459.734197, None), 'rmse': (7585.355438, None), 'frechet': (19211.88416, None), 'luminous_intensity': (23560.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:13:01] ax.service.ax_client: Generated new trial 11 with parameters {'R': 10, 'G': 19, 'B': 52}.
[INFO 10-14 14:13:01] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:01] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:01] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:01] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:01] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:01] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:01] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:01] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:01] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:01] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:01] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:13:01] ax.service.ax_client: Completed trial 11 with data: {'ch410': (847.303546, None), 'ch440': (25678.60318, None), 'ch470': (115312.564051, None), 'ch510': (17486.69238, None), 'ch550': (4668.709884, None), 'ch583': (680.450955, None), 'ch620': (6507.85461, None), 'ch670': (117.552552, None), 'mae': (4096.438558, None), 'rmse': (7388.73014, None), 'frechet': (19402.257007, None), 'luminous_intensity': (27040.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:13:09] ax.service.ax_client: Generated new trial 12 with parameters {'R': 0, 'G': 26, 'B': 52}.
[INFO 10-14 14:13:09] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:09] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:09] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:09] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:09] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:09] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:09] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:09] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:09] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:09] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:09] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:13:09] ax.service.ax_client: Completed trial 12 with data: {'ch410': (856.409042, None), 'ch440': (25690.747335, None), 'ch470': (115384.071809, None), 'ch510': (22669.347012, None), 'ch550': (6271.383743, None), 'ch583': (757.970748, None), 'ch620': (106.836554, None), 'ch670': (78.273289, None), 'mae': (4032.025011, None), 'rmse': (6073.3784, None), 'frechet': (14219.602375, None), 'luminous_intensity': (27820.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:13:16] ax.service.ax_client: Generated new trial 13 with parameters {'R': 0, 'G': 20, 'B': 51}.
[INFO 10-14 14:13:16] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:16] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:16] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:16] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:16] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:16] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:16] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:16] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:16] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:16] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:16] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:13:16] ax.service.ax_client: Completed trial 13 with data: {'ch410': (805.676769, None), 'ch440': (25179.963145, None), 'ch470': (113105.79832, None), 'ch510': (18156.844148, None), 'ch550': (4883.569442, None), 'ch583': (607.478812, None), 'ch620': (90.898616, None), 'ch670': (70.510429, None), 'mae': (5146.312492, None), 'rmse': (7794.384884, None), 'frechet': (18732.105239, None), 'luminous_intensity': (23490.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:13:23] ax.service.ax_client: Generated new trial 14 with parameters {'R': 0, 'G': 22, 'B': 51}.
[INFO 10-14 14:13:23] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:23] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:23] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:23] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:23] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:23] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:23] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:23] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:23] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:23] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:23] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:13:23] ax.service.ax_client: Completed trial 14 with data: {'ch410': (818.135994, None), 'ch440': (25186.047274, None), 'ch470': (113127.379786, None), 'ch510': (19639.227378, None), 'ch550': (5344.373358, None), 'ch583': (656.902658, None), 'ch620': (95.947121, None), 'ch670': (72.785922, None), 'mae': (4891.305016, None), 'rmse': (7306.629058, None), 'frechet': (17249.722009, None), 'luminous_intensity': (24870.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:13:31] ax.service.ax_client: Generated new trial 15 with parameters {'R': 0, 'G': 19, 'B': 49}.
[INFO 10-14 14:13:31] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:31] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:31] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:31] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:31] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:31] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:31] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:31] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:31] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:31] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:31] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:13:31] ax.service.ax_client: Completed trial 15 with data: {'ch410': (772.73796, None), 'ch440': (24191.857478, None), 'ch470': (108667.949404, None), 'ch510': (17284.946186, None), 'ch550': (4642.362375, None), 'ch583': (578.326091, None), 'ch620': (86.789518, None), 'ch670': (67.499918, None), 'mae': (5972.346336, None), 'rmse': (8714.559346, None), 'frechet': (19604.003201, None), 'luminous_intensity': (22420.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:13:36] ax.service.ax_client: Generated new trial 16 with parameters {'R': 0, 'G': 0, 'B': 32}.
[INFO 10-14 14:13:36] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:36] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:36] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:36] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:36] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:36] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:36] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:36] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:36] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:36] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:36] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:13:36] ax.service.ax_client: Completed trial 16 with data: {'ch410': (427.347151, None), 'ch440': (15761.01763, None), 'ch470': (70832.930925, None), 'ch510': (2091.30155, None), 'ch550': (172.881749, None), 'ch583': (71.052771, None), 'ch620': (25.357533, None), 'ch670': (29.964237, None), 'mae': (14332.423259, None), 'rmse': (22121.374421, None), 'frechet': (49187.653102, None), 'luminous_intensity': (6080.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:13:47] ax.service.ax_client: Generated new trial 17 with parameters {'R': 0, 'G': 1, 'B': 46}.
[INFO 10-14 14:13:47] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:47] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:47] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:47] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:47] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:47] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:47] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:47] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:47] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:47] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:47] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:13:47] ax.service.ax_client: Completed trial 17 with data: {'ch410': (620.541142, None), 'ch440': (22659.504908, None), 'ch470': (101833.128937, None), 'ch510': (3747.437594, None), 'ch550': (478.919472, None), 'ch583': (126.850281, None), 'ch620': (38.975706, None), 'ch670': (44.211337, None), 'mae': (9315.20878, None), 'rmse': (14154.843814, None), 'frechet': (33141.511794, None), 'luminous_intensity': (9430.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:13:57] ax.service.ax_client: Generated new trial 18 with parameters {'R': 0, 'G': 10, 'B': 47}.
[INFO 10-14 14:13:57] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:57] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:57] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:57] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:57] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:57] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:57] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:57] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:57] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:57] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:13:57] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:13:57] ax.service.ax_client: Completed trial 18 with data: {'ch410': (689.962252, None), 'ch440': (23179.415293, None), 'ch470': (104143.774625, None), 'ch510': (10483.515303, None), 'ch550': (2557.939646, None), 'ch583': (351.477986, None), 'ch620': (62.4864, None), 'ch670': (55.387436, None), 'mae': (7818.410085, None), 'rmse': (11619.673727, None), 'frechet': (26405.434084, None), 'luminous_intensity': (15830.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:14:07] ax.service.ax_client: Generated new trial 19 with parameters {'R': 0, 'G': 0, 'B': 41}.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:14:07] ax.service.ax_client: Completed trial 19 with data: {'ch410': (547.538537, None), 'ch440': (20193.803839, None), 'ch470': (90754.692747, None), 'ch510': (2679.480111, None), 'ch550': (221.504741, None), 'ch583': (91.036362, None), 'ch620': (32.489339, None), 'ch670': (38.391679, None), 'mae': (11189.037783, None), 'rmse': (16704.402127, None), 'frechet': (34209.469276, None), 'luminous_intensity': (7790.0, None)}.
[INFO 10-14 14:14:07] ax.service.ax_client: Starting optimization with verbose logging. To disable logging, set the `verbose_logging` argument to `False`. Note that float values in the logs are rounded to 6 decimal points.
[INFO 10-14 14:14:07] ax.service.utils.instantiation: Due to non-specification, we will use the heuristic for selecting objective thresholds.
[INFO 10-14 14:14:07] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter R. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 14:14:07] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter G. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 14:14:07] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter B. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 14:14:07] ax.service.utils.instantiation: Created search space: SearchSpace(parameters=[RangeParameter(name='R', parameter_type=INT, range=[0, 89]), RangeParameter(name='G', parameter_type=INT, range=[0, 89]), RangeParameter(name='B', parameter_type=INT, range=[0, 89])], parameter_constraints=[]).
[INFO 10-14 14:14:07] ax.modelbridge.dispatch_utils: Using Bayesian optimization since there are more ordered parameters than there are categories for the unordered categorical parameters.
[INFO 10-14 14:14:07] ax.modelbridge.dispatch_utils: Using Bayesian Optimization generation strategy: GenerationStrategy(name='Sobol+MOO', steps=[Sobol for 6 trials, MOO for subsequent trials]). Iterations after 6 will take longer to generate due to  model-fitting.
[INFO 10-14 14:14:07] ax.service.ax_client: Generated new trial 0 with parameters {'R': 2, 'G': 51, 'B': 0}.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:14:07] ax.service.ax_client: Completed trial 0 with data: {'ch410': (324.610589, None), 'ch440': (156.975366, None), 'ch470': (551.132854, None), 'ch510': (37801.909706, None), 'ch550': (11752.527812, None), 'ch583': (1279.400803, None), 'ch620': (1412.474439, None), 'ch670': (67.473759, None), 'mae': (11801.354495, None), 'rmse': (17314.26785, None), 'frechet': (25581.700594, None), 'luminous_intensity': (36000.0, None)}.
[INFO 10-14 14:14:07] ax.service.ax_client: Generated new trial 1 with parameters {'R': 35, 'G': 42, 'B': 39}.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:14:07] ax.service.ax_client: Completed trial 1 with data: {'ch410': (903.229326, None), 'ch440': (19368.533005, None), 'ch470': (86794.94115, None), 'ch510': (33698.724956, None), 'ch550': (9923.071313, None), 'ch583': (1458.619162, None), 'ch620': (22602.330478, None), 'ch670': (249.656462, None), 'mae': (13428.890266, None), 'rmse': (20869.095903, None), 'frechet': (23411.365022, None), 'luminous_intensity': (50565.0, None)}.
[INFO 10-14 14:14:07] ax.service.ax_client: Generated new trial 2 with parameters {'R': 54, 'G': 27, 'B': 38}.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:14:07] ax.service.ax_client: Completed trial 2 with data: {'ch410': (861.983943, None), 'ch440': (18847.755799, None), 'ch470': (84427.203072, None), 'ch510': (22526.302235, None), 'ch550': (6480.905097, None), 'ch583': (1267.100886, None), 'ch620': (34759.181133, None), 'ch670': (321.41651, None), 'mae': (16442.009922, None), 'rmse': (23624.550603, None), 'frechet': (21043.630788, None), 'luminous_intensity': (47720.0, None)}.
[INFO 10-14 14:14:07] ax.service.ax_client: Generated new trial 3 with parameters {'R': 51, 'G': 23, 'B': 46}.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:14:07] ax.service.ax_client: Completed trial 3 with data: {'ch410': (933.551744, None), 'ch440': (22773.096858, None), 'ch470': (102091.06466, None), 'ch510': (20082.65516, None), 'ch550': (5599.475751, None), 'ch583': (1157.377287, None), 'ch620': (32829.81716, None), 'ch670': (310.183538, None), 'mae': (19336.381612, None), 'rmse': (28826.812657, None), 'frechet': (38707.475028, None), 'luminous_intensity': (45265.0, None)}.
[INFO 10-14 14:14:07] ax.service.ax_client: Generated new trial 4 with parameters {'R': 24, 'G': 47, 'B': 65}.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:14:07] ax.service.ax_client: Completed trial 4 with data: {'ch410': (1243.644979, None), 'ch440': (32179.504825, None), 'ch470': (144396.221082, None), 'ch510': (39097.610201, None), 'ch550': (11204.393693, None), 'ch583': (1534.899119, None), 'ch620': (15574.998129, None), 'ch670': (227.723301, None), 'mae': (20547.254555, None), 'rmse': (39399.43203, None), 'frechet': (81012.620657, None), 'luminous_intensity': (54500.0, None)}.
[INFO 10-14 14:14:07] ax.service.ax_client: Generated new trial 5 with parameters {'R': 14, 'G': 67, 'B': 82}.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:07] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:14:07] ax.service.ax_client: Completed trial 5 with data: {'ch410': (1560.76361, None), 'ch440': (40604.236439, None), 'ch470': (182238.002922, None), 'ch510': (55026.759778, None), 'ch550': (15894.136432, None), 'ch583': (1971.420695, None), 'ch620': (9220.266543, None), 'ch670': (219.153242, None), 'mae': (24224.457889, None), 'rmse': (52175.554167, None), 'frechet': (118854.399353, None), 'luminous_intensity': (67480.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:14:12] ax.service.ax_client: Generated new trial 6 with parameters {'R': 18, 'G': 35, 'B': 6}.
[INFO 10-14 14:14:12] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:12] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:12] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:12] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:12] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:12] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:12] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:12] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:12] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:12] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:12] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:14:12] ax.service.ax_client: Completed trial 6 with data: {'ch410': (360.267246, None), 'ch440': (3078.133612, None), 'ch470': (13666.099471, None), 'ch510': (26344.061582, None), 'ch550': (8114.735569, None), 'ch583': (1050.074298, None), 'ch620': (11646.741455, None), 'ch670': (130.477691, None), 'mae': (10420.843796, None), 'rmse': (16431.536128, None), 'frechet': (37039.548718, None), 'luminous_intensity': (32580.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:14:16] ax.service.ax_client: Generated new trial 7 with parameters {'R': 23, 'G': 59, 'B': 0}.
[INFO 10-14 14:14:16] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:16] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:16] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:16] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:16] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:16] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:16] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:16] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:16] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:16] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:16] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:14:16] ax.service.ax_client: Completed trial 7 with data: {'ch410': (446.901248, None), 'ch440': (200.527512, None), 'ch470': (645.916199, None), 'ch510': (43743.384641, None), 'ch550': (13617.037148, None), 'ch583': (1677.569887, None), 'ch620': (14911.912888, None), 'ch670': (175.787052, None), 'mae': (9183.61091, None), 'rmse': (15526.536803, None), 'frechet': (19640.225659, None), 'luminous_intensity': (50025.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:14:21] ax.service.ax_client: Generated new trial 8 with parameters {'R': 0, 'G': 38, 'B': 23}.
[INFO 10-14 14:14:21] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:21] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:21] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:21] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:21] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:21] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:21] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:21] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:21] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:21] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:21] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:14:21] ax.service.ax_client: Completed trial 8 with data: {'ch410': (543.881035, None), 'ch440': (11443.829885, None), 'ch470': (51321.216954, None), 'ch510': (29668.404364, None), 'ch550': (8879.53315, None), 'ch583': (990.12225, None), 'ch620': (114.147319, None), 'ch670': (64.771155, None), 'mae': (9484.195843, None), 'rmse': (14249.167303, None), 'frechet': (12775.940614, None), 'luminous_intensity': (30590.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:14:26] ax.service.ax_client: Generated new trial 9 with parameters {'R': 0, 'G': 19, 'B': 29}.
[INFO 10-14 14:14:26] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:26] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:26] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:26] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:26] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:26] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:26] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:26] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:26] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:26] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:26] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:14:26] ax.service.ax_client: Completed trial 9 with data: {'ch410': (505.645991, None), 'ch440': (14341.221459, None), 'ch470': (64397.367576, None), 'ch510': (15977.882717, None), 'ch550': (4534.311282, None), 'ch583': (533.918109, None), 'ch620': (70.94106, None), 'ch670': (48.77227, None), 'mae': (13804.562098, None), 'rmse': (20549.2681, None), 'frechet': (24204.073472, None), 'luminous_intensity': (18620.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:14:33] ax.service.ax_client: Generated new trial 10 with parameters {'R': 0, 'G': 29, 'B': 26}.
[INFO 10-14 14:14:33] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:33] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:33] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:33] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:33] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:33] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:33] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:33] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:33] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:33] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:33] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:14:33] ax.service.ax_client: Completed trial 10 with data: {'ch410': (527.878319, None), 'ch440': (12894.046705, None), 'ch470': (57864.687631, None), 'ch510': (23193.739348, None), 'ch550': (6822.123195, None), 'ch583': (774.376141, None), 'ch620': (93.806316, None), 'ch670': (57.340586, None), 'mae': (11582.356201, None), 'rmse': (17219.397168, None), 'frechet': (19319.411292, None), 'luminous_intensity': (24950.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:14:41] ax.service.ax_client: Generated new trial 11 with parameters {'R': 20, 'G': 0, 'B': 27}.
[INFO 10-14 14:14:41] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:41] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:41] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:41] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:41] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:41] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:41] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:41] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:41] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:41] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:41] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:14:41] ax.service.ax_client: Completed trial 11 with data: {'ch410': (429.577739, None), 'ch440': (13316.659223, None), 'ch470': (59773.340212, None), 'ch510': (1775.90903, None), 'ch550': (166.148666, None), 'ch583': (250.878109, None), 'ch620': (12858.771065, None), 'ch670': (119.769298, None), 'mae': (13857.290588, None), 'rmse': (24101.773208, None), 'frechet': (21228.063873, None), 'luminous_intensity': (13230.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:14:50] ax.service.ax_client: Generated new trial 12 with parameters {'R': 33, 'G': 0, 'B': 31}.
[INFO 10-14 14:14:50] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:50] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:50] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:50] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:50] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:50] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:50] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:50] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:50] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:50] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:50] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:14:50] ax.service.ax_client: Completed trial 12 with data: {'ch410': (527.84846, None), 'ch440': (15298.681815, None), 'ch470': (68632.692162, None), 'ch510': (2044.714399, None), 'ch550': (200.940683, None), 'ch583': (383.862473, None), 'ch620': (21206.234928, None), 'ch670': (184.93136, None), 'mae': (15808.930937, None), 'rmse': (25332.928092, None), 'frechet': (23246.613882, None), 'luminous_intensity': (19255.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:14:58] ax.service.ax_client: Generated new trial 13 with parameters {'R': 0, 'G': 0, 'B': 18}.
[INFO 10-14 14:14:58] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:58] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:58] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:58] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:58] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:58] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:58] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:58] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:58] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:58] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:14:58] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:14:58] ax.service.ax_client: Completed trial 13 with data: {'ch410': (240.382772, None), 'ch440': (8865.572417, None), 'ch470': (39843.523645, None), 'ch510': (1176.357122, None), 'ch550': (97.245984, None), 'ch583': (39.967183, None), 'ch620': (14.263612, None), 'ch670': (16.854883, None), 'mae': (12561.67546, None), 'rmse': (23605.379735, None), 'frechet': (23540.12064, None), 'luminous_intensity': (3420.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:15:08] ax.service.ax_client: Generated new trial 14 with parameters {'R': 0, 'G': 0, 'B': 26}.
[INFO 10-14 14:15:08] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:08] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:08] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:08] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:08] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:08] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:08] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:08] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:08] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:08] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:08] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:15:08] ax.service.ax_client: Completed trial 14 with data: {'ch410': (347.21956, None), 'ch440': (12805.826825, None), 'ch470': (57551.756376, None), 'ch510': (1699.18251, None), 'ch550': (140.466421, None), 'ch583': (57.730376, None), 'ch620': (20.602995, None), 'ch670': (24.345943, None), 'mae': (15179.676821, None), 'rmse': (24412.296215, None), 'frechet': (19006.480037, None), 'luminous_intensity': (4940.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:15:16] ax.service.ax_client: Generated new trial 15 with parameters {'R': 0, 'G': 0, 'B': 34}.
[INFO 10-14 14:15:16] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:16] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:16] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:16] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:16] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:16] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:16] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:16] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:16] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:16] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:16] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:15:16] ax.service.ax_client: Completed trial 15 with data: {'ch410': (454.056348, None), 'ch440': (16746.081232, None), 'ch470': (75259.989107, None), 'ch510': (2222.007897, None), 'ch550': (183.686859, None), 'ch583': (75.493569, None), 'ch620': (26.942378, None), 'ch670': (31.837002, None), 'mae': (17797.678183, None), 'rmse': (26777.882636, None), 'frechet': (21799.21575, None), 'luminous_intensity': (6460.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:15:25] ax.service.ax_client: Generated new trial 16 with parameters {'R': 57, 'G': 0, 'B': 16}.
[INFO 10-14 14:15:25] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:25] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:25] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:25] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:25] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:25] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:25] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:25] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:25] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:25] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:25] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:15:25] ax.service.ax_client: Completed trial 16 with data: {'ch410': (410.333779, None), 'ch440': (7932.665518, None), 'ch470': (35439.421484, None), 'ch510': (1078.064813, None), 'ch550': (144.23799, None), 'ch583': (579.669287, None), 'ch620': (36599.199361, None), 'ch670': (284.269992, None), 'mae': (13741.540605, None), 'rmse': (24402.716704, None), 'frechet': (26790.733562, None), 'luminous_intensity': (26125.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:15:34] ax.service.ax_client: Generated new trial 17 with parameters {'R': 0, 'G': 34, 'B': 23}.
[INFO 10-14 14:15:34] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:34] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:34] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:34] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:34] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:34] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:34] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:34] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:34] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:34] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:34] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:15:34] ax.service.ax_client: Completed trial 17 with data: {'ch410': (518.962586, None), 'ch440': (11431.661626, None), 'ch470': (51278.054022, None), 'ch510': (26703.637903, None), 'ch550': (7957.92532, None), 'ch583': (891.274558, None), 'ch620': (104.050309, None), 'ch670': (60.22017, None), 'mae': (9980.377997, None), 'rmse': (15218.366882, None), 'frechet': (12732.777683, None), 'luminous_intensity': (27830.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:15:44] ax.service.ax_client: Generated new trial 18 with parameters {'R': 0, 'G': 29, 'B': 20}.
[INFO 10-14 14:15:44] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:44] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:44] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:44] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:44] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:44] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:44] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:44] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:44] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:44] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:44] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:15:44] ax.service.ax_client: Completed trial 18 with data: {'ch410': (447.750728, None), 'ch440': (9938.855899, None), 'ch470': (44583.513083, None), 'ch510': (22801.620307, None), 'ch550': (6789.707867, None), 'ch583': (761.053747, None), 'ch620': (89.051778, None), 'ch670': (51.722291, None), 'mae': (9618.85518, None), 'rmse': (16014.249284, None), 'frechet': (18800.13977, None), 'luminous_intensity': (23810.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:15:52] ax.service.ax_client: Generated new trial 19 with parameters {'R': 0, 'G': 0, 'B': 27}.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:15:52] ax.service.ax_client: Completed trial 19 with data: {'ch410': (360.574159, None), 'ch440': (13298.358626, None), 'ch470': (59765.285468, None), 'ch510': (1764.535683, None), 'ch550': (145.868976, None), 'ch583': (59.950775, None), 'ch620': (21.395418, None), 'ch670': (25.282325, None), 'mae': (15506.926992, None), 'rmse': (24629.121377, None), 'frechet': (21220.009129, None), 'luminous_intensity': (5130.0, None)}.
[INFO 10-14 14:15:52] ax.service.ax_client: Starting optimization with verbose logging. To disable logging, set the `verbose_logging` argument to `False`. Note that float values in the logs are rounded to 6 decimal points.
[INFO 10-14 14:15:52] ax.service.utils.instantiation: Due to non-specification, we will use the heuristic for selecting objective thresholds.
[INFO 10-14 14:15:52] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter R. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 14:15:52] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter G. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 14:15:52] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter B. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 14:15:52] ax.service.utils.instantiation: Created search space: SearchSpace(parameters=[RangeParameter(name='R', parameter_type=INT, range=[0, 89]), RangeParameter(name='G', parameter_type=INT, range=[0, 89]), RangeParameter(name='B', parameter_type=INT, range=[0, 89])], parameter_constraints=[]).
[INFO 10-14 14:15:52] ax.modelbridge.dispatch_utils: Using Bayesian optimization since there are more ordered parameters than there are categories for the unordered categorical parameters.
[INFO 10-14 14:15:52] ax.modelbridge.dispatch_utils: Using Bayesian Optimization generation strategy: GenerationStrategy(name='Sobol+MOO', steps=[Sobol for 6 trials, MOO for subsequent trials]). Iterations after 6 will take longer to generate due to  model-fitting.
[INFO 10-14 14:15:52] ax.service.ax_client: Generated new trial 0 with parameters {'R': 8, 'G': 37, 'B': 0}.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:15:52] ax.service.ax_client: Completed trial 0 with data: {'ch410': (258.09709, None), 'ch440': (119.876638, None), 'ch470': (402.479016, None), 'ch510': (27428.639098, None), 'ch550': (8532.984311, None), 'ch583': (990.712082, None), 'ch620': (5228.347599, None), 'ch670': (79.891403, None), 'mae': (35833.70667, None), 'rmse': (61253.734836, None), 'frechet': (132796.567976, None), 'luminous_intensity': (28770.0, None)}.
[INFO 10-14 14:15:52] ax.service.ax_client: Generated new trial 1 with parameters {'R': 72, 'G': 65, 'B': 13}.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:15:52] ax.service.ax_client: Completed trial 1 with data: {'ch410': (826.947474, None), 'ch440': (6666.529777, None), 'ch470': (29506.272909, None), 'ch510': (49067.990286, None), 'ch550': (15119.367344, None), 'ch583': (2322.478581, None), 'ch620': (46388.930236, None), 'ch670': (426.279585, None), 'mae': (22423.235551, None), 'rmse': (47563.521684, None), 'frechet': (111157.217961, None), 'luminous_intensity': (76480.0, None)}.
[INFO 10-14 14:15:52] ax.service.ax_client: Generated new trial 2 with parameters {'R': 26, 'G': 50, 'B': 54}.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:15:52] ax.service.ax_client: Completed trial 2 with data: {'ch410': (1122.333591, None), 'ch440': (26772.611269, None), 'ch470': (120080.57875, None), 'ch510': (40603.437473, None), 'ch550': (11838.199434, None), 'ch583': (1603.703231, None), 'ch620': (16857.591799, None), 'ch670': (230.285031, None), 'mae': (13825.242502, None), 'rmse': (20087.401349, None), 'frechet': (40144.6223, None), 'luminous_intensity': (55290.0, None)}.
[INFO 10-14 14:15:52] ax.service.ax_client: Generated new trial 3 with parameters {'R': 54, 'G': 42, 'B': 87}.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:15:52] ax.service.ax_client: Completed trial 3 with data: {'ch410': (1609.803454, None), 'ch440': (43027.445018, None), 'ch470': (193051.989545, None), 'ch510': (36846.481961, None), 'ch550': (10201.659642, None), 'ch583': (1746.579285, None), 'ch620': (34835.873642, None), 'ch670': (384.365442, None), 'mae': (11023.382731, None), 'rmse': (15808.575243, None), 'frechet': (32826.788495, None), 'luminous_intensity': (67380.0, None)}.
[INFO 10-14 14:15:52] ax.service.ax_client: Generated new trial 4 with parameters {'R': 22, 'G': 52, 'B': 54}.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:15:52] ax.service.ax_client: Completed trial 4 with data: {'ch410': (1120.992099, None), 'ch440': (26775.035279, None), 'ch470': (120100.549267, None), 'ch510': (42083.546034, None), 'ch550': (12294.947412, None), 'ch583': (1614.94161, None), 'ch620': (14295.165175, None), 'ch670': (213.663129, None), 'mae': (13901.480074, None), 'rmse': (20424.507002, None), 'frechet': (40124.651783, None), 'luminous_intensity': (55050.0, None)}.
[INFO 10-14 14:15:52] ax.service.ax_client: Generated new trial 5 with parameters {'R': 70, 'G': 81, 'B': 86}.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:52] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:15:52] ax.service.ax_client: Completed trial 5 with data: {'ch410': (1894.606602, None), 'ch440': (42668.194223, None), 'ch470': (191265.742833, None), 'ch510': (65696.700455, None), 'ch550': (19198.15719, None), 'ch583': (2860.865747, None), 'ch620': (45203.427582, None), 'ch670': (503.390745, None), 'mae': (6068.46026, None), 'rmse': (11478.296818, None), 'frechet': (31040.541784, None), 'luminous_intensity': (100580.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:15:57] ax.service.ax_client: Generated new trial 6 with parameters {'R': 9, 'G': 25, 'B': 61}.
[INFO 10-14 14:15:57] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:57] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:57] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:57] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:57] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:57] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:57] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:57] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:57] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:57] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:15:57] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:15:57] ax.service.ax_client: Completed trial 6 with data: {'ch410': (1001.422427, None), 'ch440': (30128.726747, None), 'ch470': (135298.667533, None), 'ch510': (22521.451964, None), 'ch550': (6098.730638, None), 'ch583': (839.159717, None), 'ch620': (5888.263149, None), 'ch670': (128.082123, None), 'mae': (15975.772037, None), 'rmse': (22919.439875, None), 'frechet': (38558.326658, None), 'luminous_intensity': (32485.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:16:01] ax.service.ax_client: Generated new trial 7 with parameters {'R': 0, 'G': 18, 'B': 83}.
[INFO 10-14 14:16:01] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:01] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:01] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:01] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:01] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:01] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:01] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:01] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:01] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:01] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:01] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:16:01] ax.service.ax_client: Completed trial 7 with data: {'ch410': (1220.564696, None), 'ch440': (40934.896645, None), 'ch470': (183917.147779, None), 'ch510': (18765.762468, None), 'ch550': (4595.647276, None), 'ch583': (629.107736, None), 'ch620': (111.207644, None), 'ch670': (98.199173, None), 'mae': (17145.493267, None), 'rmse': (25047.339414, None), 'frechet': (42314.016154, None), 'luminous_intensity': (28190.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:16:06] ax.service.ax_client: Generated new trial 8 with parameters {'R': 19, 'G': 44, 'B': 74}.
[INFO 10-14 14:16:06] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:06] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:06] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:06] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:06] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:06] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:06] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:06] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:06] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:06] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:06] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:16:06] ax.service.ax_client: Completed trial 8 with data: {'ch410': (1327.896633, None), 'ch440': (36598.58969, None), 'ch470': (164283.59702, None), 'ch510': (37459.37058, None), 'ch550': (10556.74089, None), 'ch583': (1433.015108, None), 'ch620': (12365.213266, None), 'ch670': (209.11576, None), 'mae': (9407.903148, None), 'rmse': (15906.152793, None), 'frechet': (34686.402284, None), 'luminous_intensity': (52115.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:16:12] ax.service.ax_client: Generated new trial 9 with parameters {'R': 39, 'G': 8, 'B': 74}.
[INFO 10-14 14:16:12] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:12] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:12] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:12] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:12] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:12] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:12] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:12] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:12] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:12] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:12] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:16:12] ax.service.ax_client: Completed trial 9 with data: {'ch410': (1172.634167, None), 'ch440': (36507.375953, None), 'ch470': (163903.185378, None), 'ch510': (10787.845782, None), 'ch550': (2282.550102, None), 'ch583': (734.313217, None), 'ch620': (25111.715826, None), 'ch670': (262.643866, None), 'mae': (12223.906135, None), 'rmse': (20607.76696, None), 'frechet': (50291.93284, None), 'luminous_intensity': (35375.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:16:19] ax.service.ax_client: Generated new trial 10 with parameters {'R': 0, 'G': 62, 'B': 89}.
[INFO 10-14 14:16:19] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:19] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:19] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:19] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:19] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:19] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:19] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:19] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:19] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:19] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:19] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:16:19] ax.service.ax_client: Completed trial 10 with data: {'ch410': (1574.795231, None), 'ch440': (44023.938303, None), 'ch470': (197673.114576, None), 'ch510': (51770.312574, None), 'ch550': (14765.748743, None), 'ch583': (1729.75474, None), 'ch620': (227.029288, None), 'ch670': (153.878306, None), 'mae': (13650.990588, None), 'rmse': (22398.873328, None), 'frechet': (37447.913526, None), 'luminous_intensity': (59690.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:16:25] ax.service.ax_client: Generated new trial 11 with parameters {'R': 37, 'G': 58, 'B': 89}.
[INFO 10-14 14:16:25] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:25] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:25] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:25] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:25] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:25] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:25] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:25] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:25] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:25] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:25] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:16:25] ax.service.ax_client: Completed trial 11 with data: {'ch410': (1677.533405, None), 'ch440': (44045.626149, None), 'ch470': (197644.852922, None), 'ch510': (48826.586805, None), 'ch550': (13881.658338, None), 'ch583': (1984.122616, None), 'ch620': (23966.077226, None), 'ch670': (324.128221, None), 'mae': (11095.345396, None), 'rmse': (16945.610798, None), 'frechet': (37419.651872, None), 'luminous_intensity': (71915.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:16:32] ax.service.ax_client: Generated new trial 12 with parameters {'R': 0, 'G': 45, 'B': 68}.
[INFO 10-14 14:16:32] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:32] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:32] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:32] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:32] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:32] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:32] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:32] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:32] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:32] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:32] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:16:32] ax.service.ax_client: Completed trial 12 with data: {'ch410': (1188.445253, None), 'ch440': (33629.055381, None), 'ch470': (151005.561197, None), 'ch510': (37797.638475, None), 'ch550': (10735.461814, None), 'ch583': (1263.023669, None), 'ch620': (167.476116, None), 'ch670': (114.872588, None), 'mae': (11726.143263, None), 'rmse': (19803.874311, None), 'frechet': (35024.669437, None), 'luminous_intensity': (43970.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:16:38] ax.service.ax_client: Generated new trial 13 with parameters {'R': 89, 'G': 42, 'B': 83}.
[INFO 10-14 14:16:38] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:38] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:38] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:38] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:38] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:38] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:38] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:38] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:38] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:38] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:38] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:16:38] ax.service.ax_client: Completed trial 13 with data: {'ch410': (1677.141325, None), 'ch440': (41089.34386, None), 'ch470': (184211.968982, None), 'ch510': (36604.972624, None), 'ch550': (10215.53888, None), 'ch583': (2071.820523, None), 'ch620': (57298.111333, None), 'ch670': (545.972116, None), 'mae': (8740.924962, None), 'rmse': (12853.157813, None), 'frechet': (24474.805998, None), 'luminous_intensity': (80795.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:16:45] ax.service.ax_client: Generated new trial 14 with parameters {'R': 89, 'G': 19, 'B': 89}.
[INFO 10-14 14:16:45] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:45] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:45] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:45] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:45] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:45] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:45] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:45] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:45] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:45] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:45] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:16:45] ax.service.ax_client: Completed trial 14 with data: {'ch410': (1613.987831, None), 'ch440': (43974.567174, None), 'ch470': (197244.956673, None), 'ch510': (19949.684517, None), 'ch550': (4948.709181, None), 'ch583': (1516.76869, None), 'ch620': (57244.808064, None), 'ch670': (525.422245, None), 'mae': (13539.010087, None), 'rmse': (20488.517289, None), 'frechet': (41130.094105, None), 'luminous_intensity': (66065.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:16:50] ax.service.ax_client: Generated new trial 15 with parameters {'R': 63, 'G': 41, 'B': 75}.
[INFO 10-14 14:16:50] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:50] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:50] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:50] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:50] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:50] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:50] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:50] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:50] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:50] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:50] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:16:50] ax.service.ax_client: Completed trial 15 with data: {'ch410': (1474.370271, None), 'ch440': (37122.256611, None), 'ch470': (166482.47435, None), 'ch510': (35326.17027, None), 'ch550': (9915.552888, None), 'ch583': (1781.139873, None), 'ch620': (40600.659356, None), 'ch670': (414.510245, None), 'mae': (6478.089846, None), 'rmse': (10323.474007, None), 'frechet': (25753.608352, None), 'luminous_intensity': (68055.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:16:57] ax.service.ax_client: Generated new trial 16 with parameters {'R': 51, 'G': 37, 'B': 71}.
[INFO 10-14 14:16:57] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:57] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:57] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:57] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:57] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:57] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:57] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:57] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:57] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:57] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:16:57] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:16:57] ax.service.ax_client: Completed trial 16 with data: {'ch410': (1354.631279, None), 'ch440': (35128.980789, None), 'ch470': (157580.362206, None), 'ch510': (32093.167108, None), 'ch550': (8960.167025, None), 'ch583': (1558.854185, None), 'ch620': (32884.967266, None), 'ch670': (349.521546, None), 'mae': (7475.003649, None), 'rmse': (12310.512003, None), 'frechet': (28986.611514, None), 'luminous_intensity': (59675.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:17:04] ax.service.ax_client: Generated new trial 17 with parameters {'R': 0, 'G': 25, 'B': 68}.
[INFO 10-14 14:17:04] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:04] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:04] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:04] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:04] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:04] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:04] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:04] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:04] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:04] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:04] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:17:04] ax.service.ax_client: Completed trial 17 with data: {'ch410': (1063.853005, None), 'ch440': (33568.214085, None), 'ch470': (150789.746538, None), 'ch510': (22973.806172, None), 'ch550': (6127.42266, None), 'ch583': (768.785211, None), 'ch620': (116.991068, None), 'ch670': (92.117661, None), 'mae': (14276.218024, None), 'rmse': (22767.087922, None), 'frechet': (38105.97245, None), 'luminous_intensity': (30170.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:17:10] ax.service.ax_client: Generated new trial 18 with parameters {'R': 76, 'G': 44, 'B': 73}.
[INFO 10-14 14:17:10] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:10] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:10] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:10] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:10] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:10] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:10] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:10] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:10] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:10] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:10] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:17:10] ax.service.ax_client: Completed trial 18 with data: {'ch410': (1511.202238, None), 'ch440': (36158.214591, None), 'ch470': (162093.02395, None), 'ch510': (37426.431444, None), 'ch550': (10609.13545, None), 'ch583': (1974.937611, None), 'ch620': (48950.941438, None), 'ch670': (477.467252, None), 'mae': (4379.189227, None), 'rmse': (8793.570134, None), 'frechet': (23653.347178, None), 'luminous_intensity': (75010.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:17:19] ax.service.ax_client: Generated new trial 19 with parameters {'R': 0, 'G': 35, 'B': 64}.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:17:19] ax.service.ax_client: Completed trial 19 with data: {'ch410': (1072.730735, None), 'ch440': (31628.507529, None), 'ch470': (142043.537502, None), 'ch510': (30124.30963, None), 'ch550': (8409.832019, None), 'ch583': (1007.022844, None), 'ch620': (139.0639, None), 'ch670': (99.749595, None), 'mae': (14398.240855, None), 'rmse': (21950.900661, None), 'frechet': (30955.468992, None), 'luminous_intensity': (36310.0, None)}.
[INFO 10-14 14:17:19] ax.service.ax_client: Starting optimization with verbose logging. To disable logging, set the `verbose_logging` argument to `False`. Note that float values in the logs are rounded to 6 decimal points.
[INFO 10-14 14:17:19] ax.service.utils.instantiation: Due to non-specification, we will use the heuristic for selecting objective thresholds.
[INFO 10-14 14:17:19] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter R. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 14:17:19] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter G. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 14:17:19] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter B. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 14:17:19] ax.service.utils.instantiation: Created search space: SearchSpace(parameters=[RangeParameter(name='R', parameter_type=INT, range=[0, 89]), RangeParameter(name='G', parameter_type=INT, range=[0, 89]), RangeParameter(name='B', parameter_type=INT, range=[0, 89])], parameter_constraints=[]).
[INFO 10-14 14:17:19] ax.modelbridge.dispatch_utils: Using Bayesian optimization since there are more ordered parameters than there are categories for the unordered categorical parameters.
[INFO 10-14 14:17:19] ax.modelbridge.dispatch_utils: Using Bayesian Optimization generation strategy: GenerationStrategy(name='Sobol+MOO', steps=[Sobol for 6 trials, MOO for subsequent trials]). Iterations after 6 will take longer to generate due to  model-fitting.
[INFO 10-14 14:17:19] ax.service.ax_client: Generated new trial 0 with parameters {'R': 42, 'G': 73, 'B': 22}.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:17:19] ax.service.ax_client: Completed trial 0 with data: {'ch410': (893.470389, None), 'ch440': (11096.201608, None), 'ch470': (49502.278478, None), 'ch510': (55568.641748, None), 'ch550': (16980.786464, None), 'ch583': (2253.766555, None), 'ch620': (27160.192591, None), 'ch670': (302.078538, None), 'mae': (21117.26817, None), 'rmse': (35059.622363, None), 'frechet': (84258.806513, None), 'luminous_intensity': (71560.0, None)}.
[INFO 10-14 14:17:19] ax.service.ax_client: Generated new trial 1 with parameters {'R': 58, 'G': 85, 'B': 43}.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:17:19] ax.service.ax_client: Completed trial 1 with data: {'ch410': (1303.875169, None), 'ch440': (21490.514683, None), 'ch470': (96122.321988, None), 'ch510': (65844.456449, None), 'ch550': (19875.287356, None), 'ch583': (2749.679878, None), 'ch620': (37477.025019, None), 'ch670': (410.985103, None), 'mae': (14346.202896, None), 'rmse': (21494.755304, None), 'frechet': (43705.116778, None), 'luminous_intensity': (90310.0, None)}.
[INFO 10-14 14:17:19] ax.service.ax_client: Generated new trial 2 with parameters {'R': 87, 'G': 50, 'B': 74}.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:17:19] ax.service.ax_client: Completed trial 2 with data: {'ch410': (1599.88648, None), 'ch440': (36679.06411, None), 'ch470': (164375.727548, None), 'ch510': (41945.189649, None), 'ch550': (12008.103581, None), 'ch583': (2230.439581, None), 'ch620': (56027.435982, None), 'ch670': (537.197947, None), 'mae': (7213.529273, None), 'rmse': (10720.267569, None), 'frechet': (24548.288782, None), 'luminous_intensity': (83795.0, None)}.
[INFO 10-14 14:17:19] ax.service.ax_client: Generated new trial 3 with parameters {'R': 51, 'G': 61, 'B': 63}.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:17:19] ax.service.ax_client: Completed trial 3 with data: {'ch410': (1397.305188, None), 'ch440': (31261.735937, None), 'ch470': (140131.107065, None), 'ch510': (49358.940484, None), 'ch550': (14446.593573, None), 'ch583': (2134.177142, None), 'ch620': (32939.209941, None), 'ch670': (369.336399, None), 'mae': (5484.310392, None), 'rmse': (9499.583556, None), 'frechet': (21481.47749, None), 'luminous_intensity': (74715.0, None)}.
[INFO 10-14 14:17:19] ax.service.ax_client: Generated new trial 4 with parameters {'R': 70, 'G': 9, 'B': 28}.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:17:19] ax.service.ax_client: Completed trial 4 with data: {'ch410': (671.5078, None), 'ch440': (13882.321101, None), 'ch470': (62104.122761, None), 'ch510': (8540.420106, None), 'ch550': (2295.868064, None), 'ch583': (952.82415, None), 'ch620': (44975.720879, None), 'ch670': (367.16283, None), 'mae': (15488.107876, None), 'rmse': (29053.010207, None), 'frechet': (77723.316005, None), 'luminous_intensity': (39880.0, None)}.
[INFO 10-14 14:17:19] ax.service.ax_client: Generated new trial 5 with parameters {'R': 58, 'G': 4, 'B': 74}.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:19] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:17:19] ax.service.ax_client: Completed trial 5 with data: {'ch410': (1213.269119, None), 'ch440': (36512.593262, None), 'ch470': (163867.674454, None), 'ch510': (7833.884001, None), 'ch550': (1380.207976, None), 'ch583': (816.846492, None), 'ch620': (37297.125681, None), 'ch670': (347.855506, None), 'mae': (8392.736077, None), 'rmse': (12023.201771, None), 'frechet': (24040.235688, None), 'luminous_intensity': (40310.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:17:23] ax.service.ax_client: Generated new trial 6 with parameters {'R': 40, 'G': 13, 'B': 67}.
[INFO 10-14 14:17:23] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:23] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:23] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:23] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:23] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:23] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:23] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:23] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:23] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:23] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:23] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:17:23] ax.service.ax_client: Completed trial 6 with data: {'ch410': (1113.750219, None), 'ch440': (33075.778701, None), 'ch470': (148462.838141, None), 'ch510': (14036.900311, None), 'ch550': (3397.755992, None), 'ch583': (851.876405, None), 'ch620': (25760.65891, None), 'ch670': (266.50227, None), 'mae': (6470.247801, None), 'rmse': (9797.016642, None), 'frechet': (21868.329705, None), 'luminous_intensity': (37900.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:17:29] ax.service.ax_client: Generated new trial 7 with parameters {'R': 37, 'G': 25, 'B': 79}.
[INFO 10-14 14:17:29] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:29] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:29] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:29] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:29] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:29] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:29] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:29] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:29] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:29] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:29] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:17:29] ax.service.ax_client: Completed trial 7 with data: {'ch410': (1338.410212, None), 'ch440': (39019.92, None), 'ch470': (175153.467821, None), 'ch510': (23713.731771, None), 'ch550': (6224.368187, None), 'ch583': (1146.425169, None), 'ch620': (23874.852667, None), 'ch670': (277.218768, None), 'mae': (9166.751256, None), 'rmse': (15384.556603, None), 'frechet': (35326.029055, None), 'luminous_intensity': (47245.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:17:33] ax.service.ax_client: Generated new trial 8 with parameters {'R': 61, 'G': 17, 'B': 64}.
[INFO 10-14 14:17:33] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:33] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:33] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:33] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:33] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:33] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:33] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:33] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:33] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:33] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:33] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:17:33] ax.service.ax_client: Completed trial 8 with data: {'ch410': (1171.058632, None), 'ch440': (31629.567185, None), 'ch470': (141873.87128, None), 'ch510': (16817.549265, None), 'ch550': (4324.449833, None), 'ch583': (1144.5366, None), 'ch620': (39247.623081, None), 'ch670': (367.45543, None), 'mae': (3260.196912, None), 'rmse': (5113.808588, None), 'frechet': (11059.913729, None), 'luminous_intensity': (48595.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:17:39] ax.service.ax_client: Generated new trial 9 with parameters {'R': 57, 'G': 0, 'B': 62}.
[INFO 10-14 14:17:39] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:39] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:39] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:39] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:39] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:39] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:39] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:39] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:39] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:39] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:39] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:17:39] ax.service.ax_client: Completed trial 9 with data: {'ch410': (1024.645309, None), 'ch440': (30589.128361, None), 'ch470': (137261.759688, None), 'ch510': (4084.310792, None), 'ch550': (392.755505, None), 'ch583': (681.807645, None), 'ch620': (36635.650814, None), 'ch670': (327.343583, None), 'mae': (5837.176125, None), 'rmse': (9679.942837, None), 'frechet': (23793.152202, None), 'luminous_intensity': (34865.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:17:47] ax.service.ax_client: Generated new trial 10 with parameters {'R': 54, 'G': 11, 'B': 65}.
[INFO 10-14 14:17:47] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:47] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:47] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:47] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:47] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:47] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:47] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:47] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:47] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:47] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:47] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:17:47] ax.service.ax_client: Completed trial 10 with data: {'ch410': (1122.884304, None), 'ch440': (32097.441387, None), 'ch470': (144019.836813, None), 'ch510': (12431.772076, None), 'ch550': (2940.34275, None), 'ch583': (931.660894, None), 'ch620': (34740.188513, None), 'ch670': (328.494894, None), 'mae': (4909.093055, None), 'rmse': (7476.006621, None), 'frechet': (15445.690917, None), 'luminous_intensity': (41810.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:17:54] ax.service.ax_client: Generated new trial 11 with parameters {'R': 52, 'G': 6, 'B': 65}.
[INFO 10-14 14:17:54] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:54] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:54] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:54] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:54] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:54] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:54] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:54] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:54] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:54] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:17:54] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:17:54] ax.service.ax_client: Completed trial 11 with data: {'ch410': (1084.835884, None), 'ch440': (32080.401004, None), 'ch470': (143965.077674, None), 'ch510': (8724.676666, None), 'ch550': (1786.304993, None), 'ch583': (789.008546, None), 'ch620': (33443.829686, None), 'ch670': (313.357465, None), 'mae': (5694.284389, None), 'rmse': (8822.962557, None), 'frechet': (19152.786328, None), 'luminous_intensity': (37550.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:18:02] ax.service.ax_client: Generated new trial 12 with parameters {'R': 89, 'G': 0, 'B': 66}.
[INFO 10-14 14:18:02] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:02] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:02] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:02] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:02] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:02] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:02] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:02] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:02] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:02] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:02] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:18:02] ax.service.ax_client: Completed trial 12 with data: {'ch410': (1188.469431, None), 'ch440': (32588.536521, None), 'ch470': (146128.763645, None), 'ch510': (4363.92084, None), 'ch550': (446.813227, None), 'ch583': (996.172976, None), 'ch620': (57178.621542, None), 'ch670': (482.26827, None), 'mae': (6110.7053, None), 'rmse': (9618.03364, None), 'frechet': (23513.542154, None), 'luminous_intensity': (48585.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:18:09] ax.service.ax_client: Generated new trial 13 with parameters {'R': 58, 'G': 14, 'B': 65}.
[INFO 10-14 14:18:09] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:09] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:09] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:09] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:09] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:09] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:09] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:09] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:09] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:09] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:09] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:18:09] ax.service.ax_client: Completed trial 13 with data: {'ch410': (1155.373857, None), 'ch440': (32110.227701, None), 'ch470': (144053.819961, None), 'ch510': (14657.621591, None), 'ch550': (3635.604561, None), 'ch583': (1043.98213, None), 'ch620': (37315.236399, None), 'ch670': (350.805527, None), 'mae': (4207.029159, None), 'rmse': (6299.438496, None), 'frechet': (13219.841403, None), 'luminous_intensity': (45500.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:18:17] ax.service.ax_client: Generated new trial 14 with parameters {'R': 47, 'G': 5, 'B': 64}.
[INFO 10-14 14:18:17] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:17] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:17] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:17] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:17] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:17] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:17] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:17] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:17] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:17] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:17] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:18:17] ax.service.ax_client: Completed trial 14 with data: {'ch410': (1048.000778, None), 'ch440': (31580.251988, None), 'ch470': (141738.744163, None), 'ch510': (7915.288541, None), 'ch550': (1545.430558, None), 'ch583': (714.344391, None), 'ch620': (30231.169099, None), 'ch670': (287.661593, None), 'mae': (5903.488858, None), 'rmse': (9649.384772, None), 'frechet': (19962.174453, None), 'luminous_intensity': (34645.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:18:24] ax.service.ax_client: Generated new trial 15 with parameters {'R': 39, 'G': 15, 'B': 58}.
[INFO 10-14 14:18:24] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:24] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:24] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:24] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:24] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:24] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:24] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:24] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:24] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:24] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:24] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:18:24] ax.service.ax_client: Completed trial 15 with data: {'ch410': (1002.567879, None), 'ch440': (28648.161592, None), 'ch470': (128562.255047, None), 'ch510': (14930.536313, None), 'ch550': (3808.922931, None), 'ch583': (871.770292, None), 'ch620': (25116.706827, None), 'ch670': (255.625972, None), 'mae': (6812.28298, None), 'rmse': (10151.090231, None), 'frechet': (22512.281789, None), 'luminous_intensity': (37165.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:18:33] ax.service.ax_client: Generated new trial 16 with parameters {'R': 48, 'G': 11, 'B': 62}.
[INFO 10-14 14:18:33] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:33] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:33] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:33] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:33] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:33] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:33] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:33] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:33] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:33] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:33] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:18:33] ax.service.ax_client: Completed trial 16 with data: {'ch410': (1062.119434, None), 'ch440': (30614.355805, None), 'ch470': (137376.833115, None), 'ch510': (12232.300552, None), 'ch550': (2918.051179, None), 'ch583': (867.721497, None), 'ch620': (30886.59855, None), 'ch670': (297.339654, None), 'mae': (5179.936364, None), 'rmse': (8335.227975, None), 'frechet': (16742.390066, None), 'luminous_intensity': (38810.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:18:42] ax.service.ax_client: Generated new trial 17 with parameters {'R': 52, 'G': 15, 'B': 63}.
[INFO 10-14 14:18:42] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:42] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:42] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:42] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:42] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:42] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:42] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:42] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:42] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:42] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:42] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:18:42] ax.service.ax_client: Completed trial 17 with data: {'ch410': (1114.193198, None), 'ch440': (31122.715985, None), 'ch470': (139635.136088, None), 'ch510': (15264.694855, None), 'ch550': (3849.117503, None), 'ch583': (1006.975054, None), 'ch620': (33464.963112, None), 'ch670': (321.724417, None), 'mae': (3989.41131, None), 'rmse': (6852.972147, None), 'frechet': (14164.025503, None), 'luminous_intensity': (43380.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:18:49] ax.service.ax_client: Generated new trial 18 with parameters {'R': 0, 'G': 0, 'B': 59}.
[INFO 10-14 14:18:49] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:49] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:49] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:49] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:49] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:49] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:49] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:49] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:49] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:49] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:49] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:18:49] ax.service.ax_client: Completed trial 18 with data: {'ch410': (787.92131, None), 'ch440': (29059.376256, None), 'ch470': (130598.216392, None), 'ch510': (3855.837233, None), 'ch550': (318.750725, None), 'ch583': (131.003546, None), 'ch620': (46.752951, None), 'ch670': (55.246562, None), 'mae': (11605.213215, None), 'rmse': (19330.407189, None), 'frechet': (43773.289595, None), 'luminous_intensity': (11210.0, None)}.
c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric frechet.

c:\Users\sterg\Miniconda3\envs\sdl-demo\lib\site-packages\ax\modelbridge\transforms\winsorize.py:240: UserWarning:

Automatic winsorization isn't supported for an objective in `MultiObjective` without objective thresholds. Specify the winsorization settings manually if you want to winsorize metric luminous_intensity.

[INFO 10-14 14:18:57] ax.service.ax_client: Generated new trial 19 with parameters {'R': 28, 'G': 0, 'B': 61}.
[INFO 10-14 14:18:57] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:57] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:57] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:57] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:57] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:57] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:57] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:57] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:57] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:57] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:18:57] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:18:57] ax.service.ax_client: Completed trial 19 with data: {'ch410': (911.235519, None), 'ch440': (30070.060694, None), 'ch470': (135036.551217, None), 'ch510': (4002.466265, None), 'ch550': (357.9474, None), 'ch583': (402.742612, None), 'ch620': (18020.663703, None), 'ch670': (189.401089, None), 'mae': (8587.967774, None), 'rmse': (13819.515231, None), 'frechet': (29608.324913, None), 'luminous_intensity': (22930.0, None)}.

from ax.plot.pareto_utils import (
    compute_posterior_pareto_frontier,
    get_observed_pareto_frontiers,
)
from ax.plot.pareto_frontier import plot_pareto_frontier
from ax.utils.notebook.plotting import render, init_notebook_plotting

init_notebook_plotting()

experiment = ax_clients[0].experiment
objectives = experiment.optimization_config.objective.objectives
objectives

[INFO 10-14 22:59:57] ax.utils.notebook.plotting: Injecting Plotly library into cell. Do not overwrite or delete cell.

[Objective(metric_name="frechet", minimize=True),
 Objective(metric_name="luminous_intensity", minimize=True)]

objectives[0].metric_names[0]

'frechet'

frontier = compute_posterior_pareto_frontier(
    experiment=experiment,
    data=experiment.fetch_data(),
    primary_objective=objectives[0].metric,
    secondary_objective=objectives[1].metric,
    absolute_metrics=[objectives[0].metric_names[0], objectives[1].metric_names[0]],
    num_points=num_iter,
)

axplotconfig = plot_pareto_frontier(frontier, CI_level=0.90)
render(axplotconfig)

Now, we’ll use a scalarized version. See also https://github.com/facebook/Ax/issues/883.

# %%time
from ax.service.ax_client import AxClient

sc_ax_clients = []
error_name = "frechet"  # "mae", "rmse", or "frechet" in this case
cost_name = "luminous_intensity"
scalar_name = "scalarized_objective"

for sdl in sdls:

    ax_client = AxClient()
    ax_client.create_experiment(
        name="sdl-demo-moo",
        parameters=params,
        objectives={scalar_name: ObjectiveProperties(minimize=True)},
        overwrite_existing_experiment=True,
        tracking_metric_names=[error_name, cost_name]
    )

    def evaluate(parameters):
        R = parameters["R"]
        G = parameters["G"]
        B = parameters["B"]
        results = sdl.evaluate(R, G, B)
        # https://www.digikey.com/en/datasheets/parallaxinc/parallax-inc-28085-ws2812b-rgb-led-datasheet
        # luminous intensity instead of cost
        # note that this is an analytical function. In practice, there are better ways
        # to handle this. See https://github.com/facebook/Ax/issues/935
        R_mcd = (390 + 420) / 2 * R
        G_mcd = (660 + 720) / 2 * G
        B_mcd = (180 + 200) / 2 * B
        results[cost_name] = R_mcd + G_mcd + B_mcd
        results[scalar_name] = results[error_name] + results[cost_name]

        return results

    for _ in range(num_iter):
        parameters, trial_index = ax_client.get_next_trial()
        ax_client.complete_trial(trial_index=trial_index, raw_data=evaluate(parameters))

    sc_ax_clients.append(ax_client)

[INFO 10-14 14:19:09] ax.service.ax_client: Starting optimization with verbose logging. To disable logging, set the `verbose_logging` argument to `False`. Note that float values in the logs are rounded to 6 decimal points.
[INFO 10-14 14:19:09] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter R. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 14:19:09] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter G. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 14:19:09] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter B. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 14:19:09] ax.service.utils.instantiation: Created search space: SearchSpace(parameters=[RangeParameter(name='R', parameter_type=INT, range=[0, 89]), RangeParameter(name='G', parameter_type=INT, range=[0, 89]), RangeParameter(name='B', parameter_type=INT, range=[0, 89])], parameter_constraints=[]).
[INFO 10-14 14:19:09] ax.modelbridge.dispatch_utils: Using Bayesian optimization since there are more ordered parameters than there are categories for the unordered categorical parameters.
[INFO 10-14 14:19:09] ax.modelbridge.dispatch_utils: Using Bayesian Optimization generation strategy: GenerationStrategy(name='Sobol+GPEI', steps=[Sobol for 6 trials, GPEI for subsequent trials]). Iterations after 6 will take longer to generate due to  model-fitting.
[INFO 10-14 14:19:09] ax.service.ax_client: Generated new trial 0 with parameters {'R': 40, 'G': 2, 'B': 85}.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:19:09] ax.service.ax_client: Completed trial 0 with data: {'ch410': (1285.607255, None), 'ch440': (41907.888405, None), 'ch470': (188187.663723, None), 'ch510': (7060.149666, None), 'ch550': (960.580441, None), 'ch583': (620.012436, None), 'ch620': (25747.155745, None), 'ch670': (270.841944, None), 'mae': (9420.207937, None), 'rmse': (14166.268463, None), 'frechet': (28918.290846, None), 'luminous_intensity': (33730.0, None), 'scalarized_objective': (62648.290846, None)}.
[INFO 10-14 14:19:09] ax.service.ax_client: Generated new trial 1 with parameters {'R': 22, 'G': 85, 'B': 65}.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:19:09] ax.service.ax_client: Completed trial 1 with data: {'ch410': (1473.469891, None), 'ch440': (32293.273229, None), 'ch470': (144805.463459, None), 'ch510': (67261.754241, None), 'ch550': (19957.640117, None), 'ch583': (2454.859457, None), 'ch620': (14387.182157, None), 'ch670': (261.508964, None), 'mae': (16063.211057, None), 'rmse': (23906.073882, None), 'frechet': (48294.641995, None), 'luminous_intensity': (79910.0, None), 'scalarized_objective': (128204.641995, None)}.
[INFO 10-14 14:19:09] ax.service.ax_client: Generated new trial 2 with parameters {'R': 61, 'G': 46, 'B': 41}.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:19:09] ax.service.ax_client: Completed trial 2 with data: {'ch410': (1044.561627, None), 'ch440': (20389.555643, None), 'ch470': (91275.633433, None), 'ch510': (36808.983114, None), 'ch550': (10881.847849, None), 'ch583': (1810.113186, None), 'ch620': (39302.600675, None), 'ch670': (378.913278, None), 'mae': (16126.851041, None), 'rmse': (27721.333735, None), 'frechet': (72764.77592, None), 'luminous_intensity': (64235.0, None), 'scalarized_objective': (136999.77592, None)}.
[INFO 10-14 14:19:09] ax.service.ax_client: Generated new trial 3 with parameters {'R': 63, 'G': 54, 'B': 10}.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:09] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:19:09] ax.service.ax_client: Completed trial 3 with data: {'ch410': (687.306331, None), 'ch440': (5147.236392, None), 'ch470': (22743.362937, None), 'ch510': (40713.704993, None), 'ch550': (12559.612285, None), 'ch583': (1958.068931, None), 'ch620': (40581.967149, None), 'ch670': (368.436091, None), 'mae': (27201.025768, None), 'rmse': (52062.860217, None), 'frechet': (123326.710847, None), 'luminous_intensity': (64675.0, None), 'scalarized_objective': (188001.710847, None)}.
[INFO 10-14 14:19:10] ax.service.ax_client: Generated new trial 4 with parameters {'R': 56, 'G': 13, 'B': 80}.
[INFO 10-14 14:19:10] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:10] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:10] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:10] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:10] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:10] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:10] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:10] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:10] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:10] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:10] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:19:10] ax.service.ax_client: Completed trial 4 with data: {'ch410': (1342.562863, None), 'ch440': (39493.332591, None), 'ch470': (177245.160124, None), 'ch510': (14895.590243, None), 'ch550': (3484.212955, None), 'ch583': (1033.48346, None), 'ch620': (36040.860926, None), 'ch670': (354.26482, None), 'mae': (5099.747038, None), 'rmse': (8279.365009, None), 'frechet': (18624.585666, None), 'luminous_intensity': (46850.0, None), 'scalarized_objective': (65474.585666, None)}.
[INFO 10-14 14:19:10] ax.service.ax_client: Generated new trial 5 with parameters {'R': 68, 'G': 77, 'B': 19}.
[INFO 10-14 14:19:10] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:10] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:10] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:10] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:10] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:10] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:10] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:10] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:10] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:10] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:10] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:19:10] ax.service.ax_client: Completed trial 5 with data: {'ch410': (968.029697, None), 'ch440': (9654.565241, None), 'ch470': (42915.325304, None), 'ch510': (58352.134039, None), 'ch550': (17912.550227, None), 'ch583': (2594.158584, None), 'ch620': (43856.500673, None), 'ch670': (426.653441, None), 'mae': (26617.862166, None), 'rmse': (46416.890149, None), 'frechet': (105688.282884, None), 'luminous_intensity': (84280.0, None), 'scalarized_objective': (189968.282884, None)}.
[INFO 10-14 14:19:13] ax.service.ax_client: Generated new trial 6 with parameters {'R': 37, 'G': 26, 'B': 89}.
[INFO 10-14 14:19:13] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:13] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:13] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:13] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:13] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:13] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:13] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:13] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:13] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:13] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:13] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:19:13] ax.service.ax_client: Completed trial 6 with data: {'ch410': (1478.185809, None), 'ch440': (43948.280075, None), 'ch470': (197299.549468, None), 'ch510': (25108.455121, None), 'ch550': (6508.795692, None), 'ch583': (1193.341082, None), 'ch620': (23885.301148, None), 'ch670': (287.720339, None), 'mae': (9965.77148, None), 'rmse': (16387.382263, None), 'frechet': (33259.140115, None), 'luminous_intensity': (49835.0, None), 'scalarized_objective': (83094.140115, None)}.
[INFO 10-14 14:19:18] ax.service.ax_client: Generated new trial 7 with parameters {'R': 60, 'G': 0, 'B': 89}.
[INFO 10-14 14:19:18] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:18] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:18] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:18] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:18] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:18] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:18] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:18] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:18] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:18] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:18] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:19:18] ax.service.ax_client: Completed trial 7 with data: {'ch410': (1395.570005, None), 'ch440': (43890.232076, None), 'ch470': (197028.253368, None), 'ch510': (5850.552477, None), 'ch550': (541.666434, None), 'ch583': (770.39752, None), 'ch620': (38582.652579, None), 'ch670': (366.798954, None), 'mae': (9327.663291, None), 'rmse': (14104.278759, None), 'frechet': (32987.844015, None), 'luminous_intensity': (41210.0, None), 'scalarized_objective': (74197.844015, None)}.
[INFO 10-14 14:19:23] ax.service.ax_client: Generated new trial 8 with parameters {'R': 44, 'G': 0, 'B': 70}.
[INFO 10-14 14:19:23] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:23] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:23] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:23] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:23] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:23] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:23] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:23] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:23] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:23] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:23] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:19:23] ax.service.ax_client: Completed trial 8 with data: {'ch410': (1086.62977, None), 'ch440': (34517.48738, None), 'ch470': (154964.756835, None), 'ch510': (4599.743504, None), 'ch550': (422.794144, None), 'ch583': (575.468071, None), 'ch620': (28297.696027, None), 'ch670': (273.418109, None), 'mae': (7214.892975, None), 'rmse': (11230.186105, None), 'frechet': (26367.750565, None), 'luminous_intensity': (31120.0, None), 'scalarized_objective': (57487.750565, None)}.
[INFO 10-14 14:19:29] ax.service.ax_client: Generated new trial 9 with parameters {'R': 20, 'G': 0, 'B': 69}.
[INFO 10-14 14:19:29] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:29] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:29] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:29] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:29] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:29] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:29] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:29] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:29] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:29] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:29] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:19:29] ax.service.ax_client: Completed trial 9 with data: {'ch410': (990.470875, None), 'ch440': (34002.994863, None), 'ch470': (152741.562051, None), 'ch510': (4520.742314, None), 'ch550': (393.055962, None), 'ch583': (344.134871, None), 'ch620': (12892.052827, None), 'ch670': (159.097359, None), 'mae': (9551.628315, None), 'rmse': (16238.500578, None), 'frechet': (41773.393765, None), 'luminous_intensity': (21210.0, None), 'scalarized_objective': (62983.393765, None)}.
[INFO 10-14 14:19:36] ax.service.ax_client: Generated new trial 10 with parameters {'R': 37, 'G': 0, 'B': 75}.
[INFO 10-14 14:19:36] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:36] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:36] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:36] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:36] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:36] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:36] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:36] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:36] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:36] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:36] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:19:36] ax.service.ax_client: Completed trial 10 with data: {'ch410': (1129.251509, None), 'ch440': (36973.741176, None), 'ch470': (166029.583132, None), 'ch510': (4922.5287, None), 'ch550': (442.709026, None), 'ch583': (519.745499, None), 'ch620': (23808.576665, None), 'ch670': (245.029581, None), 'mae': (6643.242773, None), 'rmse': (12114.256977, None), 'frechet': (30856.869927, None), 'luminous_intensity': (29235.0, None), 'scalarized_objective': (60091.869927, None)}.
[INFO 10-14 14:19:42] ax.service.ax_client: Generated new trial 11 with parameters {'R': 39, 'G': 9, 'B': 66}.
[INFO 10-14 14:19:42] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:42] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:42] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:42] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:42] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:42] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:42] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:42] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:42] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:42] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:42] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:19:42] ax.service.ax_client: Completed trial 11 with data: {'ch410': (1072.026992, None), 'ch440': (32570.163611, None), 'ch470': (146205.74338, None), 'ch510': (11006.212009, None), 'ch550': (2469.731622, None), 'ch583': (741.261947, None), 'ch620': (25107.900695, None), 'ch670': (256.290553, None), 'mae': (7878.475854, None), 'rmse': (12637.205172, None), 'frechet': (29557.545896, None), 'luminous_intensity': (34545.0, None), 'scalarized_objective': (64102.545896, None)}.
[INFO 10-14 14:19:49] ax.service.ax_client: Generated new trial 12 with parameters {'R': 69, 'G': 0, 'B': 64}.
[INFO 10-14 14:19:49] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:49] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:49] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:49] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:49] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:49] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:49] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:49] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:49] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:49] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:49] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:19:49] ax.service.ax_client: Completed trial 12 with data: {'ch410': (1092.756654, None), 'ch440': (31585.172321, None), 'ch470': (141693.650718, None), 'ch510': (4221.841146, None), 'ch550': (415.728428, None), 'ch583': (800.804844, None), 'ch620': (44339.661048, None), 'ch670': (385.908532, None), 'mae': (7240.201744, None), 'rmse': (10420.561311, None), 'frechet': (22346.758635, None), 'luminous_intensity': (40105.0, None), 'scalarized_objective': (62451.758635, None)}.
[INFO 10-14 14:19:56] ax.service.ax_client: Generated new trial 13 with parameters {'R': 0, 'G': 0, 'B': 89}.
[INFO 10-14 14:19:56] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:56] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:56] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:56] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:56] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:56] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:56] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:56] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:56] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:56] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:19:56] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:19:56] ax.service.ax_client: Completed trial 13 with data: {'ch410': (1188.559264, None), 'ch440': (43835.330284, None), 'ch470': (197004.089134, None), 'ch510': (5816.432436, None), 'ch550': (480.827365, None), 'ch583': (197.615518, None), 'ch620': (70.525637, None), 'ch670': (83.338034, None), 'mae': (14276.572502, None), 'rmse': (23221.016348, None), 'frechet': (48849.138006, None), 'luminous_intensity': (16910.0, None), 'scalarized_objective': (65759.138006, None)}.
[INFO 10-14 14:20:02] ax.service.ax_client: Generated new trial 14 with parameters {'R': 53, 'G': 0, 'B': 71}.
[INFO 10-14 14:20:02] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:02] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:02] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:02] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:02] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:02] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:02] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:02] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:02] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:02] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:02] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:20:02] ax.service.ax_client: Completed trial 14 with data: {'ch410': (1131.035979, None), 'ch440': (35018.25445, None), 'ch470': (157181.910562, None), 'ch510': (4670.214683, None), 'ch550': (437.322559, None), 'ch583': (663.60577, None), 'ch620': (34075.307491, None), 'ch670': (316.87363, None), 'mae': (6120.326565, None), 'rmse': (9341.76446, None), 'frechet': (20590.139101, None), 'luminous_intensity': (34955.0, None), 'scalarized_objective': (55545.139101, None)}.
[INFO 10-14 14:20:09] ax.service.ax_client: Generated new trial 15 with parameters {'R': 0, 'G': 0, 'B': 46}.
[INFO 10-14 14:20:09] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:09] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:09] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:09] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:09] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:09] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:09] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:09] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:09] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:09] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:09] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:20:09] ax.service.ax_client: Completed trial 15 with data: {'ch410': (614.31153, None), 'ch440': (22656.462843, None), 'ch470': (101822.338204, None), 'ch510': (3006.245978, None), 'ch550': (248.517515, None), 'ch583': (102.138358, None), 'ch620': (36.451453, None), 'ch670': (43.073591, None), 'mae': (19240.949771, None), 'rmse': (30265.560953, None), 'frechet': (62218.071149, None), 'luminous_intensity': (8740.0, None), 'scalarized_objective': (70958.071149, None)}.
[INFO 10-14 14:20:18] ax.service.ax_client: Generated new trial 16 with parameters {'R': 54, 'G': 0, 'B': 65}.
[INFO 10-14 14:20:18] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:18] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:18] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:18] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:18] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:18] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:18] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:18] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:18] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:18] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:18] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:20:18] ax.service.ax_client: Completed trial 16 with data: {'ch410': (1054.358567, None), 'ch440': (32063.978674, None), 'ch470': (143901.138751, None), 'ch510': (4278.66431, None), 'ch550': (405.921215, None), 'ch583': (659.829742, None), 'ch620': (34712.421736, None), 'ch670': (315.979684, None), 'mae': (8133.10562, None), 'rmse': (11513.705612, None), 'frechet': (20139.270602, None), 'luminous_intensity': (34220.0, None), 'scalarized_objective': (54359.270602, None)}.
[INFO 10-14 14:20:27] ax.service.ax_client: Generated new trial 17 with parameters {'R': 54, 'G': 0, 'B': 41}.
[INFO 10-14 14:20:27] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:27] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:27] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:27] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:27] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:27] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:27] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:27] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:27] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:27] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:27] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:20:27] ax.service.ax_client: Completed trial 17 with data: {'ch410': (733.848204, None), 'ch440': (20243.215452, None), 'ch470': (90776.440557, None), 'ch510': (2710.188147, None), 'ch550': (276.259903, None), 'ch583': (606.540164, None), 'ch620': (34693.403586, None), 'ch670': (293.506506, None), 'mae': (16515.46689, None), 'rmse': (28106.929657, None), 'frechet': (73263.968796, None), 'luminous_intensity': (29660.0, None), 'scalarized_objective': (102923.968796, None)}.
[INFO 10-14 14:20:34] ax.service.ax_client: Generated new trial 18 with parameters {'R': 0, 'G': 0, 'B': 68}.
[INFO 10-14 14:20:34] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:34] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:34] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:34] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:34] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:34] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:34] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:34] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:34] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:34] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:34] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:20:34] ax.service.ax_client: Completed trial 18 with data: {'ch410': (908.112696, None), 'ch440': (33492.162464, None), 'ch470': (150519.978215, None), 'ch510': (4444.015794, None), 'ch550': (367.373717, None), 'ch583': (150.987138, None), 'ch620': (53.884757, None), 'ch670': (63.674004, None), 'mae': (11557.118607, None), 'rmse': (20639.812826, None), 'frechet': (50221.551264, None), 'luminous_intensity': (12920.0, None), 'scalarized_objective': (63141.551264, None)}.
[INFO 10-14 14:20:42] ax.service.ax_client: Generated new trial 19 with parameters {'R': 55, 'G': 0, 'B': 67}.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:20:42] ax.service.ax_client: Completed trial 19 with data: {'ch410': (1084.517943, None), 'ch440': (33049.957306, None), 'ch470': (148328.599671, None), 'ch510': (4409.939324, None), 'ch550': (417.740309, None), 'ch583': (673.816907, None), 'ch620': (35355.875364, None), 'ch670': (322.576798, None), 'mae': (7351.764253, None), 'rmse': (10395.930387, None), 'frechet': (19309.571228, None), 'luminous_intensity': (35005.0, None), 'scalarized_objective': (54314.571228, None)}.
[INFO 10-14 14:20:42] ax.service.ax_client: Starting optimization with verbose logging. To disable logging, set the `verbose_logging` argument to `False`. Note that float values in the logs are rounded to 6 decimal points.
[INFO 10-14 14:20:42] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter R. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 14:20:42] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter G. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 14:20:42] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter B. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 14:20:42] ax.service.utils.instantiation: Created search space: SearchSpace(parameters=[RangeParameter(name='R', parameter_type=INT, range=[0, 89]), RangeParameter(name='G', parameter_type=INT, range=[0, 89]), RangeParameter(name='B', parameter_type=INT, range=[0, 89])], parameter_constraints=[]).
[INFO 10-14 14:20:42] ax.modelbridge.dispatch_utils: Using Bayesian optimization since there are more ordered parameters than there are categories for the unordered categorical parameters.
[INFO 10-14 14:20:42] ax.modelbridge.dispatch_utils: Using Bayesian Optimization generation strategy: GenerationStrategy(name='Sobol+GPEI', steps=[Sobol for 6 trials, GPEI for subsequent trials]). Iterations after 6 will take longer to generate due to  model-fitting.
[INFO 10-14 14:20:42] ax.service.ax_client: Generated new trial 0 with parameters {'R': 66, 'G': 37, 'B': 45}.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:20:42] ax.service.ax_client: Completed trial 0 with data: {'ch410': (1059.164404, None), 'ch440': (22336.879413, None), 'ch470': (100034.646888, None), 'ch510': (30402.514609, None), 'ch550': (8834.910371, None), 'ch583': (1644.319309, None), 'ch620': (42492.396006, None), 'ch670': (396.040834, None), 'mae': (8570.013404, None), 'rmse': (14615.120526, None), 'frechet': (31821.49312, None), 'luminous_intensity': (60810.0, None), 'scalarized_objective': (92631.49312, None)}.
[INFO 10-14 14:20:42] ax.service.ax_client: Generated new trial 1 with parameters {'R': 16, 'G': 20, 'B': 40}.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:20:42] ax.service.ax_client: Completed trial 1 with data: {'ch410': (713.979051, None), 'ch440': (19776.753812, None), 'ch470': (88763.42211, None), 'ch510': (17447.057918, None), 'ch550': (4840.365093, None), 'ch583': (735.796289, None), 'ch620': (10352.082482, None), 'ch670': (135.799801, None), 'mae': (8447.033803, None), 'rmse': (13452.825598, None), 'frechet': (31257.161917, None), 'luminous_intensity': (27880.0, None), 'scalarized_objective': (59137.161917, None)}.
[INFO 10-14 14:20:42] ax.service.ax_client: Generated new trial 2 with parameters {'R': 82, 'G': 22, 'B': 72}.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:20:42] ax.service.ax_client: Completed trial 2 with data: {'ch410': (1381.497241, None), 'ch440': (35604.247544, None), 'ch470': (159644.515157, None), 'ch510': (21058.274742, None), 'ch550': (5540.973733, None), 'ch583': (1486.333108, None), 'ch620': (52745.828156, None), 'ch670': (479.846542, None), 'mae': (14473.954773, None), 'rmse': (22356.817526, None), 'frechet': (39623.93113, None), 'luminous_intensity': (62070.0, None), 'scalarized_objective': (101693.93113, None)}.
[INFO 10-14 14:20:42] ax.service.ax_client: Generated new trial 3 with parameters {'R': 83, 'G': 38, 'B': 21}.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:20:42] ax.service.ax_client: Completed trial 3 with data: {'ch410': (803.536697, None), 'ch440': (10534.713762, None), 'ch470': (46927.58596, None), 'ch510': (29584.897406, None), 'ch550': (8952.888753, None), 'ch583': (1778.029888, None), 'ch620': (53387.67141, None), 'ch670': (455.019329, None), 'mae': (18184.137712, None), 'rmse': (31212.368029, None), 'frechet': (66633.081452, None), 'luminous_intensity': (63825.0, None), 'scalarized_objective': (130458.081452, None)}.
[INFO 10-14 14:20:42] ax.service.ax_client: Generated new trial 4 with parameters {'R': 18, 'G': 9, 'B': 72}.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:20:42] ax.service.ax_client: Completed trial 4 with data: {'ch410': (1079.700823, None), 'ch440': (35506.138789, None), 'ch470': (159478.460447, None), 'ch510': (11386.389036, None), 'ch550': (2480.853276, None), 'ch583': (554.110641, None), 'ch620': (11633.410803, None), 'ch670': (162.697526, None), 'mae': (10895.196322, None), 'rmse': (17216.573752, None), 'frechet': (39457.87642, None), 'luminous_intensity': (27180.0, None), 'scalarized_objective': (66637.87642, None)}.
[INFO 10-14 14:20:42] ax.service.ax_client: Generated new trial 5 with parameters {'R': 55, 'G': 18, 'B': 23}.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:42] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:20:42] ax.service.ax_client: Completed trial 5 with data: {'ch410': (609.048634, None), 'ch440': (11433.315231, None), 'ch470': (51127.552842, None), 'ch510': (14875.848765, None), 'ch550': (4327.263143, None), 'ch583': (1020.93396, None), 'ch620': (35366.445301, None), 'ch670': (301.855405, None), 'mae': (17700.529751, None), 'rmse': (28058.372126, None), 'frechet': (68893.031185, None), 'luminous_intensity': (39065.0, None), 'scalarized_objective': (107958.031185, None)}.
[INFO 10-14 14:20:44] ax.service.ax_client: Generated new trial 6 with parameters {'R': 11, 'G': 36, 'B': 57}.
[INFO 10-14 14:20:44] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:44] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:44] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:44] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:44] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:44] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:44] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:44] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:44] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:44] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:44] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:20:44] ax.service.ax_client: Completed trial 6 with data: {'ch410': (1023.430127, None), 'ch440': (28193.892316, None), 'ch470': (126564.054705, None), 'ch510': (30414.284371, None), 'ch550': (8613.569923, None), 'ch583': (1121.202007, None), 'ch620': (7196.597799, None), 'ch670': (146.3005, None), 'mae': (2098.160358, None), 'rmse': (3374.937621, None), 'frechet': (6543.470678, None), 'luminous_intensity': (40125.0, None), 'scalarized_objective': (46668.470678, None)}.
[INFO 10-14 14:20:47] ax.service.ax_client: Generated new trial 7 with parameters {'R': 0, 'G': 50, 'B': 45}.
[INFO 10-14 14:20:47] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:47] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:47] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:47] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:47] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:47] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:47] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:47] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:47] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:47] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:47] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:20:47] ax.service.ax_client: Completed trial 7 with data: {'ch410': (912.43755, None), 'ch440': (22316.034284, None), 'ch470': (100148.345759, None), 'ch510': (40000.473561, None), 'ch550': (11763.212846, None), 'ch583': (1335.514105, None), 'ch620': (161.871652, None), 'ch670': (99.024524, None), 'mae': (4467.729953, None), 'rmse': (7706.957175, None), 'frechet': (19872.238267, None), 'luminous_intensity': (43050.0, None), 'scalarized_objective': (62922.238267, None)}.
[INFO 10-14 14:20:50] ax.service.ax_client: Generated new trial 8 with parameters {'R': 25, 'G': 45, 'B': 62}.
[INFO 10-14 14:20:50] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:50] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:50] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:50] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:50] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:50] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:50] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:50] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:50] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:50] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:50] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:20:50] ax.service.ax_client: Completed trial 8 with data: {'ch410': (1194.572137, None), 'ch440': (30696.740323, None), 'ch470': (137734.455079, None), 'ch510': (37419.736117, None), 'ch550': (10728.396098, None), 'ch583': (1488.360442, None), 'ch620': (16209.441138, None), 'ch670': (227.36301, None), 'mae': (3953.478091, None), 'rmse': (7164.238394, None), 'frechet': (17713.871052, None), 'luminous_intensity': (52955.0, None), 'scalarized_objective': (70668.871052, None)}.
[INFO 10-14 14:20:54] ax.service.ax_client: Generated new trial 9 with parameters {'R': 0, 'G': 24, 'B': 56}.
[INFO 10-14 14:20:54] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:54] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:54] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:54] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:54] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:54] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:54] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:54] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:54] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:54] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:54] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:20:54] ax.service.ax_client: Completed trial 9 with data: {'ch410': (897.368211, None), 'ch440': (27654.790409, None), 'ch470': (124216.606709, None), 'ch510': (21448.376476, None), 'ch550': (5832.190046, None), 'ch583': (717.428499, None), 'ch620': (104.95774, None), 'ch670': (79.743326, None), 'mae': (4166.756674, None), 'rmse': (6434.784877, None), 'frechet': (15440.572911, None), 'luminous_intensity': (27200.0, None), 'scalarized_objective': (42640.572911, None)}.
[INFO 10-14 14:20:59] ax.service.ax_client: Generated new trial 10 with parameters {'R': 0, 'G': 32, 'B': 62}.
[INFO 10-14 14:20:59] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:59] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:59] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:59] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:59] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:59] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:59] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:59] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:59] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:59] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:20:59] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:20:59] ax.service.ax_client: Completed trial 10 with data: {'ch410': (1027.332701, None), 'ch440': (30634.317733, None), 'ch470': (137584.10712, None), 'ch510': (27770.028437, None), 'ch550': (7707.821036, None), 'ch583': (928.446277, None), 'ch620': (129.906297, None), 'ch670': (94.463591, None), 'mae': (5137.893386, None), 'rmse': (7631.726808, None), 'frechet': (17563.523094, None), 'luminous_intensity': (33860.0, None), 'scalarized_objective': (51423.523094, None)}.
[INFO 10-14 14:21:05] ax.service.ax_client: Generated new trial 11 with parameters {'R': 9, 'G': 23, 'B': 54}.
[INFO 10-14 14:21:05] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:05] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:05] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:05] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:05] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:05] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:05] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:05] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:05] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:05] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:06] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:21:06] ax.service.ax_client: Completed trial 11 with data: {'ch410': (895.481013, None), 'ch440': (26674.920011, None), 'ch470': (119782.382428, None), 'ch510': (20581.59652, None), 'ch550': (5600.10884, None), 'ch583': (774.193078, None), 'ch620': (5877.667684, None), 'ch670': (119.251953, None), 'mae': (2970.704762, None), 'rmse': (6060.49925, None), 'frechet': (16307.352867, None), 'luminous_intensity': (29775.0, None), 'scalarized_objective': (46082.352867, None)}.
[INFO 10-14 14:21:11] ax.service.ax_client: Generated new trial 12 with parameters {'R': 0, 'G': 28, 'B': 51}.
[INFO 10-14 14:21:11] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:11] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:11] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:11] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:11] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:11] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:11] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:11] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:11] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:11] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:11] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:21:11] ax.service.ax_client: Completed trial 12 with data: {'ch410': (855.513668, None), 'ch440': (25204.299663, None), 'ch470': (113192.124183, None), 'ch510': (24086.377069, None), 'ch550': (6726.785104, None), 'ch583': (805.174195, None), 'ch620': (111.092636, None), 'ch670': (79.6124, None), 'mae': (4126.282588, None), 'rmse': (5908.417991, None), 'frechet': (12802.572318, None), 'luminous_intensity': (29010.0, None), 'scalarized_objective': (41812.572318, None)}.
[INFO 10-14 14:21:20] ax.service.ax_client: Generated new trial 13 with parameters {'R': 0, 'G': 0, 'B': 52}.
[INFO 10-14 14:21:20] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:20] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:20] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:20] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:20] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:20] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:20] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:20] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:20] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:20] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:20] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:21:20] ax.service.ax_client: Completed trial 13 with data: {'ch410': (694.43912, None), 'ch440': (25611.653649, None), 'ch470': (115103.512753, None), 'ch510': (3398.365019, None), 'ch550': (280.932843, None), 'ch583': (115.460752, None), 'ch620': (41.20599, None), 'ch670': (48.691885, None), 'mae': (7347.122201, None), 'rmse': (12787.418664, None), 'frechet': (33490.584368, None), 'luminous_intensity': (9880.0, None), 'scalarized_objective': (43370.584368, None)}.
[INFO 10-14 14:21:27] ax.service.ax_client: Generated new trial 14 with parameters {'R': 0, 'G': 15, 'B': 52}.
[INFO 10-14 14:21:27] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:27] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:27] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:27] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:27] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:27] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:27] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:27] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:27] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:27] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:27] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:21:27] ax.service.ax_client: Completed trial 14 with data: {'ch410': (787.883306, None), 'ch440': (25657.284622, None), 'ch470': (115265.373747, None), 'ch510': (14516.239246, None), 'ch550': (3736.962208, None), 'ch583': (486.139596, None), 'ch620': (79.069777, None), 'ch670': (65.75808, None), 'mae': (5434.56613, None), 'rmse': (8832.85837, None), 'frechet': (22372.710141, None), 'luminous_intensity': (20230.0, None), 'scalarized_objective': (42602.710141, None)}.
[INFO 10-14 14:21:32] ax.service.ax_client: Generated new trial 15 with parameters {'R': 0, 'G': 0, 'B': 43}.
[INFO 10-14 14:21:32] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:32] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:32] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:32] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:32] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:32] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:32] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:32] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:32] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:32] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:32] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:21:32] ax.service.ax_client: Completed trial 15 with data: {'ch410': (574.247734, None), 'ch440': (21178.867441, None), 'ch470': (95181.75093, None), 'ch510': (2810.186458, None), 'ch550': (232.309851, None), 'ch583': (95.477161, None), 'ch620': (34.074184, None), 'ch670': (40.264443, None), 'mae': (10490.507677, None), 'rmse': (15698.832358, None), 'frechet': (34078.762929, None), 'luminous_intensity': (8170.0, None), 'scalarized_objective': (42248.762929, None)}.
[INFO 10-14 14:21:39] ax.service.ax_client: Generated new trial 16 with parameters {'R': 0, 'G': 0, 'B': 26}.
[INFO 10-14 14:21:39] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:39] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:39] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:39] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:39] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:39] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:39] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:39] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:39] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:39] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:39] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:21:39] ax.service.ax_client: Completed trial 16 with data: {'ch410': (347.21956, None), 'ch440': (12805.826825, None), 'ch470': (57551.756376, None), 'ch510': (1699.18251, None), 'ch550': (140.466421, None), 'ch583': (57.730376, None), 'ch620': (20.602995, None), 'ch670': (24.345943, None), 'mae': (16428.013577, None), 'rmse': (26219.622916, None), 'frechet': (62468.827651, None), 'luminous_intensity': (4940.0, None), 'scalarized_objective': (67408.827651, None)}.
[INFO 10-14 14:21:45] ax.service.ax_client: Generated new trial 17 with parameters {'R': 0, 'G': 11, 'B': 47}.
[INFO 10-14 14:21:45] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:45] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:45] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:45] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:45] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:45] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:45] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:45] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:45] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:45] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:45] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:21:45] ax.service.ax_client: Completed trial 17 with data: {'ch410': (696.191864, None), 'ch440': (23182.457358, None), 'ch470': (104154.565358, None), 'ch510': (11224.706918, None), 'ch550': (2788.341604, None), 'ch583': (376.189909, None), 'ch620': (65.010653, None), 'ch670': (56.525183, None), 'mae': (7690.906347, None), 'rmse': (11387.507117, None), 'frechet': (25664.242469, None), 'luminous_intensity': (16520.0, None), 'scalarized_objective': (42184.242469, None)}.
[INFO 10-14 14:21:54] ax.service.ax_client: Generated new trial 18 with parameters {'R': 0, 'G': 0, 'B': 47}.
[INFO 10-14 14:21:54] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:54] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:54] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:54] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:54] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:54] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:54] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:54] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:54] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:54] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:21:54] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:21:54] ax.service.ax_client: Completed trial 18 with data: {'ch410': (627.666128, None), 'ch440': (23148.994644, None), 'ch470': (104035.867296, None), 'ch510': (3071.599152, None), 'ch550': (253.920069, None), 'ch583': (104.358757, None), 'ch620': (37.243876, None), 'ch670': (44.009973, None), 'mae': (9093.447466, None), 'rmse': (14025.913953, None), 'frechet': (33817.350235, None), 'luminous_intensity': (8930.0, None), 'scalarized_objective': (42747.350235, None)}.
[INFO 10-14 14:22:01] ax.service.ax_client: Generated new trial 19 with parameters {'R': 0, 'G': 22, 'B': 51}.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:22:01] ax.service.ax_client: Completed trial 19 with data: {'ch410': (818.135994, None), 'ch440': (25186.047274, None), 'ch470': (113127.379786, None), 'ch510': (19639.227378, None), 'ch550': (5344.373358, None), 'ch583': (656.902658, None), 'ch620': (95.947121, None), 'ch670': (72.785922, None), 'mae': (4891.305016, None), 'rmse': (7306.629058, None), 'frechet': (17249.722009, None), 'luminous_intensity': (24870.0, None), 'scalarized_objective': (42119.722009, None)}.
[INFO 10-14 14:22:01] ax.service.ax_client: Starting optimization with verbose logging. To disable logging, set the `verbose_logging` argument to `False`. Note that float values in the logs are rounded to 6 decimal points.
[INFO 10-14 14:22:01] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter R. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 14:22:01] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter G. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 14:22:01] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter B. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 14:22:01] ax.service.utils.instantiation: Created search space: SearchSpace(parameters=[RangeParameter(name='R', parameter_type=INT, range=[0, 89]), RangeParameter(name='G', parameter_type=INT, range=[0, 89]), RangeParameter(name='B', parameter_type=INT, range=[0, 89])], parameter_constraints=[]).
[INFO 10-14 14:22:01] ax.modelbridge.dispatch_utils: Using Bayesian optimization since there are more ordered parameters than there are categories for the unordered categorical parameters.
[INFO 10-14 14:22:01] ax.modelbridge.dispatch_utils: Using Bayesian Optimization generation strategy: GenerationStrategy(name='Sobol+GPEI', steps=[Sobol for 6 trials, GPEI for subsequent trials]). Iterations after 6 will take longer to generate due to  model-fitting.
[INFO 10-14 14:22:01] ax.service.ax_client: Generated new trial 0 with parameters {'R': 84, 'G': 20, 'B': 22}.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:22:01] ax.service.ax_client: Completed trial 0 with data: {'ch410': (708.208451, None), 'ch440': (10973.403426, None), 'ch470': (48947.284596, None), 'ch510': (16309.370174, None), 'ch550': (4812.070053, None), 'ch583': (1344.982041, None), 'ch620': (53984.896071, None), 'ch670': (440.200627, None), 'mae': (14427.05503, None), 'rmse': (22684.242258, None), 'frechet': (34517.051515, None), 'luminous_intensity': (52000.0, None), 'scalarized_objective': (86517.051515, None)}.
[INFO 10-14 14:22:01] ax.service.ax_client: Generated new trial 1 with parameters {'R': 41, 'G': 18, 'B': 5}.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:22:01] ax.service.ax_client: Completed trial 1 with data: {'ch410': (320.363355, None), 'ch440': (2554.932396, None), 'ch470': (11278.390876, None), 'ch510': (13691.5303, None), 'ch550': (4215.821376, None), 'ch583': (847.317643, None), 'ch620': (26366.018735, None), 'ch670': (218.859641, None), 'mae': (14038.721348, None), 'rmse': (21299.787032, None), 'frechet': (37017.755, None), 'luminous_intensity': (29975.0, None), 'scalarized_objective': (66992.755, None)}.
[INFO 10-14 14:22:01] ax.service.ax_client: Generated new trial 2 with parameters {'R': 71, 'G': 28, 'B': 56}.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:22:01] ax.service.ax_client: Completed trial 2 with data: {'ch410': (1167.249371, None), 'ch440': (27731.925789, None), 'ch470': (124288.363983, None), 'ch510': (24453.518317, None), 'ch550': (6825.790775, None), 'ch583': (1494.068226, None), 'ch620': (45687.738298, None), 'ch670': (419.723067, None), 'mae': (23639.308791, None), 'rmse': (36011.341079, None), 'frechet': (60904.766818, None), 'luminous_intensity': (58715.0, None), 'scalarized_objective': (119619.766818, None)}.
[INFO 10-14 14:22:01] ax.service.ax_client: Generated new trial 3 with parameters {'R': 38, 'G': 33, 'B': 51}.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:22:01] ax.service.ax_client: Completed trial 3 with data: {'ch410': (1017.768533, None), 'ch440': (25254.281123, None), 'ch470': (113261.381862, None), 'ch510': (27813.944503, None), 'ch550': (7917.326303, None), 'ch583': (1291.495744, None), 'ch620': (24514.727628, None), 'ch670': (264.82638, None), 'mae': (18735.383264, None), 'rmse': (30334.290651, None), 'frechet': (49877.787601, None), 'luminous_intensity': (47850.0, None), 'scalarized_objective': (97727.787601, None)}.
[INFO 10-14 14:22:01] ax.service.ax_client: Generated new trial 4 with parameters {'R': 77, 'G': 28, 'B': 11}.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:22:01] ax.service.ax_client: Completed trial 4 with data: {'ch410': (586.993514, None), 'ch440': (5573.484926, None), 'ch470': (24681.971294, None), 'ch510': (21516.037516, None), 'ch550': (6588.759722, None), 'ch583': (1451.428468, None), 'ch620': (49503.291962, None), 'ch670': (405.93195, None), 'mae': (13517.974604, None), 'rmse': (20485.544078, None), 'frechet': (19062.361297, None), 'luminous_intensity': (52595.0, None), 'scalarized_objective': (71657.361297, None)}.
[INFO 10-14 14:22:01] ax.service.ax_client: Generated new trial 5 with parameters {'R': 89, 'G': 0, 'B': 65}.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:01] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:22:01] ax.service.ax_client: Completed trial 5 with data: {'ch410': (1175.114833, None), 'ch440': (32096.00472, None), 'ch470': (143915.234554, None), 'ch510': (4298.567667, None), 'ch550': (441.410672, None), 'ch583': (993.952577, None), 'ch620': (57177.829119, None), 'ch670': (481.331887, None), 'mae': (31463.053917, None), 'rmse': (46559.2724, None), 'frechet': (80531.634187, None), 'luminous_intensity': (48395.0, None), 'scalarized_objective': (128926.634187, None)}.
[INFO 10-14 14:22:04] ax.service.ax_client: Generated new trial 6 with parameters {'R': 51, 'G': 43, 'B': 0}.
[INFO 10-14 14:22:04] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:04] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:04] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:04] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:04] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:04] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:04] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:04] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:04] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:04] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:04] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:22:04] ax.service.ax_client: Completed trial 6 with data: {'ch410': (443.832462, None), 'ch440': (177.475311, None), 'ch470': (484.541115, None), 'ch510': (31900.241484, None), 'ch550': (9958.99739, None), 'ch583': (1549.477388, None), 'ch620': (32843.850755, None), 'ch670': (289.864873, None), 'mae': (13406.549854, None), 'rmse': (19186.263947, None), 'frechet': (30539.957647, None), 'luminous_intensity': (50325.0, None), 'scalarized_objective': (80864.957647, None)}.
[INFO 10-14 14:22:08] ax.service.ax_client: Generated new trial 7 with parameters {'R': 63, 'G': 8, 'B': 0}.
[INFO 10-14 14:22:08] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:08] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:08] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:08] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:08] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:08] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:08] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:08] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:08] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:08] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:08] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:22:08] ax.service.ax_client: Completed trial 7 with data: {'ch410': (267.198177, None), 'ch440': (81.9834, None), 'ch470': (111.698309, None), 'ch510': (5965.358963, None), 'ch550': (1907.096684, None), 'ch583': (799.116486, None), 'ch620': (40457.927309, None), 'ch670': (306.735936, None), 'mae': (18783.182448, None), 'rmse': (27019.001789, None), 'frechet': (22925.946886, None), 'luminous_intensity': (31035.0, None), 'scalarized_objective': (53960.946886, None)}.
[INFO 10-14 14:22:12] ax.service.ax_client: Generated new trial 8 with parameters {'R': 78, 'G': 0, 'B': 0}.
[INFO 10-14 14:22:12] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:12] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:12] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:12] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:12] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:12] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:12] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:12] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:12] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:12] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:12] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:22:12] ax.service.ax_client: Completed trial 8 with data: {'ch410': (269.113963, None), 'ch440': (71.37233, None), 'ch470': (31.413503, None), 'ch510': (44.356052, None), 'ch550': (79.090789, None), 'ch583': (744.616603, None), 'ch620': (50065.765025, None), 'ch670': (368.499196, None), 'mae': (20978.443667, None), 'rmse': (30048.627275, None), 'frechet': (19099.793311, None), 'luminous_intensity': (31590.0, None), 'scalarized_objective': (50689.793311, None)}.
[INFO 10-14 14:22:17] ax.service.ax_client: Generated new trial 9 with parameters {'R': 89, 'G': 8, 'B': 0}.
[INFO 10-14 14:22:17] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:17] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:17] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:17] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:17] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:17] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:17] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:17] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:17] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:17] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:17] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:22:17] ax.service.ax_client: Completed trial 9 with data: {'ch410': (356.902832, None), 'ch440': (105.774177, None), 'ch470': (122.169476, None), 'ch510': (5980.144314, None), 'ch550': (1933.46028, None), 'ch583': (1047.32202, None), 'ch620': (57146.51565, None), 'ch670': (429.569001, None), 'mae': (20832.944989, None), 'rmse': (29550.079701, None), 'frechet': (19038.724715, None), 'luminous_intensity': (41565.0, None), 'scalarized_objective': (60603.724715, None)}.
[INFO 10-14 14:22:22] ax.service.ax_client: Generated new trial 10 with parameters {'R': 67, 'G': 0, 'B': 0}.
[INFO 10-14 14:22:22] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:22] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:22] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:22] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:22] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:22] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:22] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:22] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:22] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:22] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:22] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:22:22] ax.service.ax_client: Completed trial 10 with data: {'ch410': (231.161994, None), 'ch440': (61.307001, None), 'ch470': (26.983394, None), 'ch510': (38.100711, None), 'ch550': (67.93696, None), 'ch583': (639.606569, None), 'ch620': (43005.208419, None), 'ch670': (316.53136, None), 'mae': (20111.236438, None), 'rmse': (29092.373756, None), 'frechet': (20378.698762, None), 'luminous_intensity': (27135.0, None), 'scalarized_objective': (47513.698762, None)}.
[INFO 10-14 14:22:29] ax.service.ax_client: Generated new trial 11 with parameters {'R': 0, 'G': 0, 'B': 0}.
[INFO 10-14 14:22:29] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:29] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:29] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:29] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:29] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:29] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:29] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:29] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:29] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:29] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:29] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:22:29] ax.service.ax_client: Completed trial 11 with data: {'ch410': (0.0, None), 'ch440': (0.0, None), 'ch470': (0.0, None), 'ch510': (0.0, None), 'ch550': (0.0, None), 'ch583': (0.0, None), 'ch620': (0.0, None), 'ch670': (0.0, None), 'mae': (18469.667661, None), 'rmse': (27769.078531, None), 'frechet': (63383.6103, None), 'luminous_intensity': (0.0, None), 'scalarized_objective': (63383.6103, None)}.
[INFO 10-14 14:22:36] ax.service.ax_client: Generated new trial 12 with parameters {'R': 56, 'G': 0, 'B': 0}.
[INFO 10-14 14:22:36] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:36] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:36] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:36] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:36] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:36] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:36] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:36] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:36] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:36] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:36] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:22:36] ax.service.ax_client: Completed trial 12 with data: {'ch410': (193.210025, None), 'ch440': (51.241673, None), 'ch470': (22.553285, None), 'ch510': (31.845371, None), 'ch550': (56.783131, None), 'ch583': (534.596535, None), 'ch620': (35944.651813, None), 'ch670': (264.563525, None), 'mae': (19244.029209, None), 'rmse': (28324.532626, None), 'frechet': (27439.178976, None), 'luminous_intensity': (22680.0, None), 'scalarized_objective': (50119.178976, None)}.
[INFO 10-14 14:22:43] ax.service.ax_client: Generated new trial 13 with parameters {'R': 0, 'G': 89, 'B': 89}.
[INFO 10-14 14:22:43] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:43] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:43] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:43] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:43] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:43] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:43] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:43] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:43] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:43] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:43] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:22:43] ax.service.ax_client: Completed trial 13 with data: {'ch410': (1742.994765, None), 'ch440': (44106.074054, None), 'ch470': (197964.464365, None), 'ch510': (71782.486182, None), 'ch550': (20986.601602, None), 'ch583': (2396.976659, None), 'ch620': (295.184104, None), 'ch670': (184.597456, None), 'mae': (27483.320964, None), 'rmse': (58033.223013, None), 'frechet': (134580.860009, None), 'luminous_intensity': (78320.0, None), 'scalarized_objective': (212900.860009, None)}.
[INFO 10-14 14:22:51] ax.service.ax_client: Generated new trial 14 with parameters {'R': 0, 'G': 0, 'B': 26}.
[INFO 10-14 14:22:51] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:51] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:51] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:51] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:51] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:51] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:51] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:51] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:51] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:51] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:51] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:22:51] ax.service.ax_client: Completed trial 14 with data: {'ch410': (347.21956, None), 'ch440': (12805.826825, None), 'ch470': (57551.756376, None), 'ch510': (1699.18251, None), 'ch550': (140.466421, None), 'ch583': (57.730376, None), 'ch620': (20.602995, None), 'ch670': (24.345943, None), 'mae': (15179.676821, None), 'rmse': (24412.296215, None), 'frechet': (19006.480037, None), 'luminous_intensity': (4940.0, None), 'scalarized_objective': (23946.480037, None)}.
[INFO 10-14 14:22:59] ax.service.ax_client: Generated new trial 15 with parameters {'R': 0, 'G': 0, 'B': 34}.
[INFO 10-14 14:22:59] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:59] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:59] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:59] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:59] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:59] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:59] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:59] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:59] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:59] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:22:59] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:22:59] ax.service.ax_client: Completed trial 15 with data: {'ch410': (454.056348, None), 'ch440': (16746.081232, None), 'ch470': (75259.989107, None), 'ch510': (2222.007897, None), 'ch550': (183.686859, None), 'ch583': (75.493569, None), 'ch620': (26.942378, None), 'ch670': (31.837002, None), 'mae': (17797.678183, None), 'rmse': (26777.882636, None), 'frechet': (21799.21575, None), 'luminous_intensity': (6460.0, None), 'scalarized_objective': (28259.21575, None)}.
[INFO 10-14 14:23:07] ax.service.ax_client: Generated new trial 16 with parameters {'R': 13, 'G': 0, 'B': 27}.
[INFO 10-14 14:23:07] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:07] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:07] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:07] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:07] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:07] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:07] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:07] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:07] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:07] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:07] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:23:07] ax.service.ax_client: Completed trial 16 with data: {'ch410': (405.426486, None), 'ch440': (13310.254014, None), 'ch470': (59770.521052, None), 'ch510': (1771.928358, None), 'ch550': (159.050774, None), 'ch583': (184.053542, None), 'ch620': (8365.689589, None), 'ch670': (86.698858, None), 'mae': (14434.663329, None), 'rmse': (24190.947103, None), 'frechet': (21225.244712, None), 'luminous_intensity': (10395.0, None), 'scalarized_objective': (31620.244712, None)}.
[INFO 10-14 14:23:15] ax.service.ax_client: Generated new trial 17 with parameters {'R': 0, 'G': 14, 'B': 27}.
[INFO 10-14 14:23:15] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:15] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:15] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:15] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:15] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:15] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:15] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:15] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:15] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:15] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:15] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:23:15] ax.service.ax_client: Completed trial 17 with data: {'ch410': (447.788732, None), 'ch440': (13340.947533, None), 'ch470': (59916.355729, None), 'ch510': (12141.218295, None), 'ch550': (3371.496384, None), 'ch583': (405.917696, None), 'ch620': (56.734952, None), 'ch670': (41.210773, None), 'mae': (13770.289451, None), 'rmse': (21129.568825, None), 'frechet': (21371.07939, None), 'luminous_intensity': (14790.0, None), 'scalarized_objective': (36161.07939, None)}.
[INFO 10-14 14:23:21] ax.service.ax_client: Generated new trial 18 with parameters {'R': 0, 'G': 89, 'B': 19}.
[INFO 10-14 14:23:21] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:21] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:21] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:21] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:21] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:21] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:21] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:21] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:21] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:21] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:21] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:23:21] ax.service.ax_client: Completed trial 18 with data: {'ch410': (808.172873, None), 'ch440': (9628.847988, None), 'ch470': (43017.427968, None), 'ch510': (67207.764041, None), 'ch550': (20608.422775, None), 'ch583': (2241.548723, None), 'ch620': (239.714502, None), 'ch670': (119.050688, None), 'mae': (3090.037936, None), 'rmse': (5430.318804, None), 'frechet': (12105.129429, None), 'luminous_intensity': (65020.0, None), 'scalarized_objective': (77125.129429, None)}.
[INFO 10-14 14:23:27] ax.service.ax_client: Generated new trial 19 with parameters {'R': 89, 'G': 89, 'B': 0}.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:23:27] ax.service.ax_client: Completed trial 19 with data: {'ch410': (861.501434, None), 'ch440': (352.181428, None), 'ch470': (996.218844, None), 'ch510': (66016.665139, None), 'ch550': (20596.018855, None), 'ch583': (3048.987777, None), 'ch620': (57350.980097, None), 'ch670': (521.726453, None), 'mae': (11709.762538, None), 'rmse': (20423.533486, None), 'frechet': (35496.468426, None), 'luminous_intensity': (97455.0, None), 'scalarized_objective': (132951.468426, None)}.
[INFO 10-14 14:23:27] ax.service.ax_client: Starting optimization with verbose logging. To disable logging, set the `verbose_logging` argument to `False`. Note that float values in the logs are rounded to 6 decimal points.
[INFO 10-14 14:23:27] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter R. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 14:23:27] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter G. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 14:23:27] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter B. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 14:23:27] ax.service.utils.instantiation: Created search space: SearchSpace(parameters=[RangeParameter(name='R', parameter_type=INT, range=[0, 89]), RangeParameter(name='G', parameter_type=INT, range=[0, 89]), RangeParameter(name='B', parameter_type=INT, range=[0, 89])], parameter_constraints=[]).
[INFO 10-14 14:23:27] ax.modelbridge.dispatch_utils: Using Bayesian optimization since there are more ordered parameters than there are categories for the unordered categorical parameters.
[INFO 10-14 14:23:27] ax.modelbridge.dispatch_utils: Using Bayesian Optimization generation strategy: GenerationStrategy(name='Sobol+GPEI', steps=[Sobol for 6 trials, GPEI for subsequent trials]). Iterations after 6 will take longer to generate due to  model-fitting.
[INFO 10-14 14:23:27] ax.service.ax_client: Generated new trial 0 with parameters {'R': 67, 'G': 70, 'B': 10}.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:23:27] ax.service.ax_client: Completed trial 0 with data: {'ch410': (800.780845, None), 'ch440': (5199.569549, None), 'ch470': (22917.625613, None), 'ch510': (52575.045505, None), 'ch550': (16250.099547, None), 'ch583': (2391.645165, None), 'ch620': (43189.830318, None), 'ch670': (405.537427, None), 'mae': (23247.568329, None), 'rmse': (49882.189505, None), 'frechet': (107650.162977, None), 'luminous_intensity': (77335.0, None), 'scalarized_objective': (184985.162977, None)}.
[INFO 10-14 14:23:27] ax.service.ax_client: Generated new trial 1 with parameters {'R': 29, 'G': 78, 'B': 35}.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:23:27] ax.service.ax_client: Completed trial 1 with data: {'ch410': (1053.375903, None), 'ch440': (17502.429956, None), 'ch470': (78326.874747, None), 'ch510': (60116.798403, None), 'ch550': (18189.847665, None), 'ch583': (2282.088591, None), 'ch620': (18838.82118, None), 'ch670': (258.523708, None), 'mae': (16695.79959, None), 'rmse': (31609.437159, None), 'frechet': (81898.326302, None), 'luminous_intensity': (72215.0, None), 'scalarized_objective': (154113.326302, None)}.
[INFO 10-14 14:23:27] ax.service.ax_client: Generated new trial 2 with parameters {'R': 55, 'G': 14, 'B': 47}.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:23:27] ax.service.ax_client: Completed trial 2 with data: {'ch410': (904.640547, None), 'ch440': (23241.910195, None), 'ch470': (104209.088104, None), 'ch510': (13479.558467, None), 'ch550': (3535.316624, None), 'ch583': (975.375846, None), 'ch620': (35375.36644, None), 'ch670': (319.777598, None), 'mae': (18458.705847, None), 'rmse': (27334.245575, None), 'frechet': (56016.112946, None), 'luminous_intensity': (40865.0, None), 'scalarized_objective': (96881.112946, None)}.
[INFO 10-14 14:23:27] ax.service.ax_client: Generated new trial 3 with parameters {'R': 44, 'G': 34, 'B': 27}.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:23:27] ax.service.ax_client: Completed trial 3 with data: {'ch410': (724.188856, None), 'ch440': (13442.050144, None), 'ch470': (60149.890825, None), 'ch510': (26990.07196, None), 'ch550': (8024.150855, None), 'ch583': (1320.19629, None), 'ch620': (28349.446425, None), 'ch670': (271.837041, None), 'mae': (23804.856025, None), 'rmse': (39102.947317, None), 'frechet': (100075.310224, None), 'luminous_intensity': (46410.0, None), 'scalarized_objective': (146485.310224, None)}.
[INFO 10-14 14:23:27] ax.service.ax_client: Generated new trial 4 with parameters {'R': 45, 'G': 50, 'B': 4}.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:23:27] ax.service.ax_client: Completed trial 4 with data: {'ch410': (520.157069, None), 'ch440': (2163.406789, None), 'ch470': (9411.776187, None), 'ch510': (37346.58348, None), 'ch550': (11587.337406, None), 'ch583': (1674.064244, None), 'ch620': (29013.47752, None), 'ch670': (273.228535, None), 'mae': (29715.081171, None), 'rmse': (55797.909632, None), 'frechet': (122878.62408, None), 'luminous_intensity': (53485.0, None), 'scalarized_objective': (176363.62408, None)}.
[INFO 10-14 14:23:27] ax.service.ax_client: Generated new trial 5 with parameters {'R': 36, 'G': 2, 'B': 76}.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:27] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:23:27] ax.service.ax_client: Completed trial 5 with data: {'ch410': (1151.615153, None), 'ch440': (37471.442077, None), 'ch470': (168264.290952, None), 'ch510': (6469.696436, None), 'ch550': (907.901511, None), 'ch583': (561.843377, None), 'ch620': (23172.54881, None), 'ch670': (243.517107, None), 'mae': (13870.125168, None), 'rmse': (22496.409482, None), 'frechet': (54610.082186, None), 'luminous_intensity': (30400.0, None), 'scalarized_objective': (85010.082186, None)}.
[INFO 10-14 14:23:30] ax.service.ax_client: Generated new trial 6 with parameters {'R': 62, 'G': 0, 'B': 73}.
[INFO 10-14 14:23:30] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:30] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:30] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:30] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:30] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:30] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:30] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:30] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:30] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:30] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:30] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:23:30] ax.service.ax_client: Completed trial 6 with data: {'ch410': (1188.796787, None), 'ch440': (36011.553321, None), 'ch470': (161612.59338, None), 'ch510': (4806.039036, None), 'ch550': (457.253528, None), 'ch583': (753.963868, None), 'ch620': (39853.711378, None), 'ch670': (361.265533, None), 'mae': (10991.93841, None), 'rmse': (21143.735268, None), 'frechet': (56273.739586, None), 'luminous_intensity': (38980.0, None), 'scalarized_objective': (95253.739586, None)}.
[INFO 10-14 14:23:33] ax.service.ax_client: Generated new trial 7 with parameters {'R': 35, 'G': 0, 'B': 57}.
[INFO 10-14 14:23:33] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:33] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:33] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:33] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:33] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:33] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:33] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:33] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:33] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:33] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:33] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:23:33] ax.service.ax_client: Completed trial 7 with data: {'ch410': (881.968378, None), 'ch440': (28106.338699, None), 'ch470': (126185.254012, None), 'ch510': (3745.034243, None), 'ch550': (343.435073, None), 'ch583': (460.685582, None), 'ch620': (22510.575488, None), 'ch670': (218.726, None), 'mae': (18407.33289, None), 'rmse': (26361.635579, None), 'frechet': (57334.744379, None), 'luminous_intensity': (25005.0, None), 'scalarized_objective': (82339.744379, None)}.
[INFO 10-14 14:23:36] ax.service.ax_client: Generated new trial 8 with parameters {'R': 3, 'G': 0, 'B': 68}.
[INFO 10-14 14:23:36] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:36] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:36] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:36] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:36] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:36] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:36] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:36] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:36] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:36] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:36] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:23:37] ax.service.ax_client: Completed trial 8 with data: {'ch410': (918.463233, None), 'ch440': (33494.907554, None), 'ch470': (150521.186427, None), 'ch510': (4445.721796, None), 'ch550': (370.415671, None), 'ch583': (179.626238, None), 'ch620': (1979.491104, None), 'ch670': (77.84705, None), 'mae': (17215.377691, None), 'rmse': (27154.484647, None), 'frechet': (56634.056826, None), 'luminous_intensity': (14135.0, None), 'scalarized_objective': (70769.056826, None)}.
[INFO 10-14 14:23:42] ax.service.ax_client: Generated new trial 9 with parameters {'R': 0, 'G': 17, 'B': 72}.
[INFO 10-14 14:23:42] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:42] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:42] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:42] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:42] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:42] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:42] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:42] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:42] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:42] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:42] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:23:42] ax.service.ax_client: Completed trial 9 with data: {'ch410': (1067.4345, None), 'ch440': (35514.00477, None), 'ch470': (159557.53704, None), 'ch510': (17305.685945, None), 'ch550': (4305.817217, None), 'ch583': (579.971424, None), 'ch620': (99.96674, None), 'ch670': (86.761221, None), 'mae': (13899.187717, None), 'rmse': (23891.574703, None), 'frechet': (43774.092677, None), 'luminous_intensity': (25410.0, None), 'scalarized_objective': (69184.092677, None)}.
[INFO 10-14 14:23:47] ax.service.ax_client: Generated new trial 10 with parameters {'R': 0, 'G': 12, 'B': 89}.
[INFO 10-14 14:23:47] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:47] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:47] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:47] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:47] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:47] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:47] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:47] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:47] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:47] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:47] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:23:47] ax.service.ax_client: Completed trial 10 with data: {'ch410': (1263.314612, None), 'ch440': (43871.835062, None), 'ch470': (197133.577929, None), 'ch510': (14710.731818, None), 'ch550': (3245.650858, None), 'ch583': (494.158593, None), 'ch620': (100.816667, None), 'ch670': (96.99099, None), 'mae': (19853.26752, None), 'rmse': (27968.79458, None), 'frechet': (46369.046804, None), 'luminous_intensity': (25190.0, None), 'scalarized_objective': (71559.046804, None)}.
[INFO 10-14 14:23:53] ax.service.ax_client: Generated new trial 11 with parameters {'R': 0, 'G': 39, 'B': 89}.
[INFO 10-14 14:23:53] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:53] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:53] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:53] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:53] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:53] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:53] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:53] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:53] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:53] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:53] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:23:53] ax.service.ax_client: Completed trial 11 with data: {'ch410': (1431.514146, None), 'ch440': (43953.970812, None), 'ch470': (197424.927719, None), 'ch510': (34722.905426, None), 'ch550': (9466.503716, None), 'ch583': (1161.380512, None), 'ch620': (168.971482, None), 'ch670': (127.71014, None), 'mae': (16504.037977, None), 'rmse': (24164.721913, None), 'frechet': (37199.726669, None), 'luminous_intensity': (43820.0, None), 'scalarized_objective': (81019.726669, None)}.
[INFO 10-14 14:23:59] ax.service.ax_client: Generated new trial 12 with parameters {'R': 0, 'G': 8, 'B': 77}.
[INFO 10-14 14:23:59] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:59] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:59] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:59] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:59] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:59] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:59] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:59] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:59] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:59] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:23:59] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:23:59] ax.service.ax_client: Completed trial 12 with data: {'ch410': (1078.140981, None), 'ch440': (37949.285191, None), 'ch470': (170528.065901, None), 'ch510': (10961.727276, None), 'ch550': (2259.212371, None), 'ch583': (368.666113, None), 'ch620': (81.210582, None), 'ch670': (81.203416, None), 'mae': (16422.447633, None), 'rmse': (25825.12343, None), 'frechet': (50118.051346, None), 'luminous_intensity': (20150.0, None), 'scalarized_objective': (70268.051346, None)}.
[INFO 10-14 14:24:08] ax.service.ax_client: Generated new trial 13 with parameters {'R': 0, 'G': 8, 'B': 61}.
[INFO 10-14 14:24:08] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:08] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:08] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:08] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:08] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:08] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:08] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:08] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:08] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:08] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:08] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:24:08] ax.service.ax_client: Completed trial 13 with data: {'ch410': (864.467406, None), 'ch440': (30068.776376, None), 'ch470': (135111.600439, None), 'ch510': (9916.076501, None), 'ch550': (2172.771496, None), 'ch583': (333.139727, None), 'ch620': (68.531816, None), 'ch670': (66.221297, None), 'mae': (18888.636942, None), 'rmse': (27381.755182, None), 'frechet': (51163.702121, None), 'luminous_intensity': (17110.0, None), 'scalarized_objective': (68273.702121, None)}.
[INFO 10-14 14:24:16] ax.service.ax_client: Generated new trial 14 with parameters {'R': 0, 'G': 0, 'B': 51}.
[INFO 10-14 14:24:16] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:16] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:16] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:16] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:16] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:16] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:16] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:16] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:16] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:16] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:16] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:24:16] ax.service.ax_client: Completed trial 14 with data: {'ch410': (681.084522, None), 'ch440': (25119.121848, None), 'ch470': (112889.983661, None), 'ch510': (3333.011846, None), 'ch550': (275.530288, None), 'ch583': (113.240353, None), 'ch620': (40.413568, None), 'ch670': (47.755503, None), 'mae': (23401.317376, None), 'rmse': (32545.536902, None), 'frechet': (51810.22048, None), 'luminous_intensity': (9690.0, None), 'scalarized_objective': (61500.22048, None)}.
[INFO 10-14 14:24:24] ax.service.ax_client: Generated new trial 15 with parameters {'R': 0, 'G': 0, 'B': 32}.
[INFO 10-14 14:24:24] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:24] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:24] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:24] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:24] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:24] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:24] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:24] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:24] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:24] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:24] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:24:24] ax.service.ax_client: Completed trial 15 with data: {'ch410': (427.347151, None), 'ch440': (15761.01763, None), 'ch470': (70832.930925, None), 'ch510': (2091.30155, None), 'ch550': (172.881749, None), 'ch583': (71.052771, None), 'ch620': (25.357533, None), 'ch670': (29.964237, None), 'mae': (30037.353381, None), 'rmse': (42810.296093, None), 'frechet': (89392.270125, None), 'luminous_intensity': (6080.0, None), 'scalarized_objective': (95472.270125, None)}.
[INFO 10-14 14:24:33] ax.service.ax_client: Generated new trial 16 with parameters {'R': 0, 'G': 0, 'B': 53}.
[INFO 10-14 14:24:33] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:33] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:33] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:33] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:33] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:33] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:33] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:33] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:33] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:33] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:33] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:24:33] ax.service.ax_client: Completed trial 16 with data: {'ch410': (707.793719, None), 'ch440': (26104.18545, None), 'ch470': (117317.041844, None), 'ch510': (3463.718192, None), 'ch550': (286.335397, None), 'ch583': (117.681151, None), 'ch620': (41.998413, None), 'ch670': (49.628267, None), 'mae': (22702.78727, None), 'rmse': (31698.746597, None), 'frechet': (56237.277447, None), 'luminous_intensity': (10070.0, None), 'scalarized_objective': (66307.277447, None)}.
[INFO 10-14 14:24:42] ax.service.ax_client: Generated new trial 17 with parameters {'R': 0, 'G': 10, 'B': 53}.
[INFO 10-14 14:24:42] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:42] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:42] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:42] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:42] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:42] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:42] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:42] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:42] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:42] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:42] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:24:42] ax.service.ax_client: Completed trial 17 with data: {'ch410': (770.089843, None), 'ch440': (26134.606098, None), 'ch470': (117424.949173, None), 'ch510': (10875.634344, None), 'ch550': (2590.354974, None), 'ch583': (364.800381, None), 'ch620': (67.240938, None), 'ch670': (61.005731, None), 'mae': (21427.749889, None), 'rmse': (29894.385775, None), 'frechet': (50204.144278, None), 'luminous_intensity': (16970.0, None), 'scalarized_objective': (67174.144278, None)}.
[INFO 10-14 14:24:49] ax.service.ax_client: Generated new trial 18 with parameters {'R': 89, 'G': 89, 'B': 89}.
[INFO 10-14 14:24:49] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:49] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:49] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:49] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:49] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:49] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:49] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:49] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:49] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:49] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:49] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:24:49] ax.service.ax_client: Completed trial 18 with data: {'ch410': (2050.060698, None), 'ch440': (44187.511712, None), 'ch470': (198000.307978, None), 'ch510': (71833.097575, None), 'ch550': (21076.84622, None), 'ch583': (3246.603295, None), 'ch620': (57421.505735, None), 'ch670': (605.064487, None), 'mae': (8588.789638, None), 'rmse': (14506.683191, None), 'frechet': (37775.106929, None), 'luminous_intensity': (114365.0, None), 'scalarized_objective': (152140.106929, None)}.
[INFO 10-14 14:24:55] ax.service.ax_client: Generated new trial 19 with parameters {'R': 0, 'G': 0, 'B': 56}.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:24:55] ax.service.ax_client: Completed trial 19 with data: {'ch410': (747.857514, None), 'ch440': (27581.780853, None), 'ch470': (123957.629118, None), 'ch510': (3659.777713, None), 'ch550': (302.543061, None), 'ch583': (124.342349, None), 'ch620': (44.375682, None), 'ch670': (52.437415, None), 'mae': (21654.992111, None), 'rmse': (30542.734004, None), 'frechet': (57420.000909, None), 'luminous_intensity': (10640.0, None), 'scalarized_objective': (68060.000909, None)}.
[INFO 10-14 14:24:55] ax.service.ax_client: Starting optimization with verbose logging. To disable logging, set the `verbose_logging` argument to `False`. Note that float values in the logs are rounded to 6 decimal points.
[INFO 10-14 14:24:55] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter R. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 14:24:55] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter G. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 14:24:55] ax.service.utils.instantiation: Inferred value type of ParameterType.INT for parameter B. If that is not the expected value type, you can explicity specify 'value_type' ('int', 'float', 'bool' or 'str') in parameter dict.
[INFO 10-14 14:24:55] ax.service.utils.instantiation: Created search space: SearchSpace(parameters=[RangeParameter(name='R', parameter_type=INT, range=[0, 89]), RangeParameter(name='G', parameter_type=INT, range=[0, 89]), RangeParameter(name='B', parameter_type=INT, range=[0, 89])], parameter_constraints=[]).
[INFO 10-14 14:24:55] ax.modelbridge.dispatch_utils: Using Bayesian optimization since there are more ordered parameters than there are categories for the unordered categorical parameters.
[INFO 10-14 14:24:55] ax.modelbridge.dispatch_utils: Using Bayesian Optimization generation strategy: GenerationStrategy(name='Sobol+GPEI', steps=[Sobol for 6 trials, GPEI for subsequent trials]). Iterations after 6 will take longer to generate due to  model-fitting.
[INFO 10-14 14:24:55] ax.service.ax_client: Generated new trial 0 with parameters {'R': 68, 'G': 28, 'B': 46}.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:24:55] ax.service.ax_client: Completed trial 0 with data: {'ch410': (1023.352849, None), 'ch440': (22803.86269, None), 'ch470': (102151.864858, None), 'ch510': (23798.280581, None), 'ch550': (6768.723275, None), 'ch583': (1443.225135, None), 'ch620': (43754.207722, None), 'ch670': (396.186196, None), 'mae': (6944.388424, None), 'rmse': (13796.105041, None), 'frechet': (37675.573909, None), 'luminous_intensity': (55600.0, None), 'scalarized_objective': (93275.573909, None)}.
[INFO 10-14 14:24:55] ax.service.ax_client: Generated new trial 1 with parameters {'R': 76, 'G': 42, 'B': 6}.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:24:55] ax.service.ax_client: Completed trial 1 with data: {'ch410': (603.984916, None), 'ch440': (3152.499798, None), 'ch470': (13764.993361, None), 'ch510': (31565.385593, None), 'ch550': (9786.360372, None), 'ch583': (1776.747027, None), 'ch620': (48892.800599, None), 'ch670': (412.454138, None), 'mae': (20239.819543, None), 'rmse': (45686.140174, None), 'frechet': (90934.761882, None), 'luminous_intensity': (60900.0, None), 'scalarized_objective': (151834.761882, None)}.
[INFO 10-14 14:24:55] ax.service.ax_client: Generated new trial 2 with parameters {'R': 49, 'G': 74, 'B': 58}.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:24:55] ax.service.ax_client: Completed trial 2 with data: {'ch410': (1404.616799, None), 'ch440': (28836.793716, None), 'ch470': (129202.935662, None), 'ch510': (58666.528278, None), 'ch550': (17412.778281, None), 'ch583': (2425.237412, None), 'ch620': (31684.325544, None), 'ch670': (369.996491, None), 'mae': (8789.035058, None), 'rmse': (13294.302949, None), 'frechet': (30789.065285, None), 'luminous_intensity': (81925.0, None), 'scalarized_objective': (112714.065285, None)}.
[INFO 10-14 14:24:55] ax.service.ax_client: Generated new trial 3 with parameters {'R': 29, 'G': 19, 'B': 33}.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:55] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:24:55] ax.service.ax_client: Completed trial 3 with data: {'ch410': (659.119576, None), 'ch440': (16337.884529, None), 'ch470': (73263.163321, None), 'ch510': (16255.786764, None), 'ch550': (4585.32705, None), 'ch583': (819.64434, None), 'ch620': (18688.30544, None), 'ch670': (189.523911, None), 'mae': (15862.00697, None), 'rmse': (26541.354549, None), 'frechet': (66564.275445, None), 'luminous_intensity': (31125.0, None), 'scalarized_objective': (97689.275445, None)}.
[INFO 10-14 14:24:55] ax.service.ax_client: Generated new trial 4 with parameters {'R': 68, 'G': 12, 'B': 23}.
[INFO 10-14 14:24:56] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:56] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:56] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:56] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:56] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:56] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:56] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:56] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:56] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:56] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:56] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:24:56] ax.service.ax_client: Completed trial 4 with data: {'ch410': (616.523286, None), 'ch440': (11426.958231, None), 'ch470': (51068.044028, None), 'ch510': (10436.091749, None), 'ch550': (2958.033195, None), 'ch583': (996.76519, None), 'ch620': (43695.593957, None), 'ch670': (356.44546, None), 'mae': (17017.54445, None), 'rmse': (32811.720392, None), 'frechet': (88759.394738, None), 'luminous_intensity': (40190.0, None), 'scalarized_objective': (128949.394738, None)}.
[INFO 10-14 14:24:56] ax.service.ax_client: Generated new trial 5 with parameters {'R': 84, 'G': 26, 'B': 47}.
[INFO 10-14 14:24:56] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:56] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:56] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:56] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:56] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:56] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:56] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:56] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:56] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:56] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:56] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:24:56] ax.service.ax_client: Completed trial 5 with data: {'ch410': (1079.451087, None), 'ch440': (23304.950839, None), 'ch470': (104350.256279, None), 'ch510': (22390.349201, None), 'ch550': (6329.545666, None), 'ch583': (1548.763556, None), 'ch620': (54019.852158, None), 'ch670': (470.436665, None), 'mae': (7129.225264, None), 'rmse': (13200.43171, None), 'frechet': (35477.182488, None), 'luminous_intensity': (60890.0, None), 'scalarized_objective': (96367.182488, None)}.
[INFO 10-14 14:24:59] ax.service.ax_client: Generated new trial 6 with parameters {'R': 38, 'G': 14, 'B': 52}.
[INFO 10-14 14:24:59] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:59] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:59] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:59] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:59] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:59] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:59] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:59] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:59] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:59] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:24:59] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:24:59] ax.service.ax_client: Completed trial 6 with data: {'ch410': (912.760496, None), 'ch440': (25689.013692, None), 'ch470': (115269.887028, None), 'ch510': (13796.65699, None), 'ch550': (3545.091661, None), 'ch583': (824.189608, None), 'ch620': (24467.559254, None), 'ch670': (244.145583, None), 'mae': (9118.188298, None), 'rmse': (13166.993842, None), 'frechet': (24557.551738, None), 'luminous_intensity': (34930.0, None), 'scalarized_objective': (59487.551738, None)}.
[INFO 10-14 14:25:02] ax.service.ax_client: Generated new trial 7 with parameters {'R': 32, 'G': 6, 'B': 63}.
[INFO 10-14 14:25:02] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:02] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:02] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:02] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:02] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:02] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:02] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:02] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:02] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:02] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:02] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:25:02] ax.service.ax_client: Completed trial 7 with data: {'ch410': (989.123106, None), 'ch440': (31077.036804, None), 'ch470': (139529.964747, None), 'ch510': (8582.596972, None), 'ch550': (1755.220194, None), 'ch583': (593.640414, None), 'ch620': (20604.869193, None), 'ch670': (216.997727, None), 'mae': (6793.170192, None), 'rmse': (11939.062472, None), 'frechet': (27024.119423, None), 'luminous_intensity': (29070.0, None), 'scalarized_objective': (56094.119423, None)}.
[INFO 10-14 14:25:06] ax.service.ax_client: Generated new trial 8 with parameters {'R': 16, 'G': 18, 'B': 61}.
[INFO 10-14 14:25:06] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:06] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:06] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:06] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:06] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:06] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:06] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:06] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:06] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:06] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:06] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:25:06] ax.service.ax_client: Completed trial 8 with data: {'ch410': (981.966394, None), 'ch440': (30113.837502, None), 'ch470': (135225.951563, None), 'ch510': (17337.09133, None), 'ch550': (4493.014825, None), 'ch583': (733.000824, None), 'ch620': (10363.674858, None), 'ch670': (153.188339, None), 'mae': (7286.635632, None), 'rmse': (13847.402681, None), 'frechet': (30292.097008, None), 'luminous_intensity': (30490.0, None), 'scalarized_objective': (60782.097008, None)}.
[INFO 10-14 14:25:11] ax.service.ax_client: Generated new trial 9 with parameters {'R': 21, 'G': 0, 'B': 55}.
[INFO 10-14 14:25:11] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:11] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:11] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:11] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:11] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:11] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:11] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:11] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:11] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:11] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:11] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:25:11] ax.service.ax_client: Completed trial 9 with data: {'ch410': (806.956675, None), 'ch440': (27108.464679, None), 'ch470': (121752.557508, None), 'ch510': (3606.366553, None), 'ch550': (318.434181, None), 'ch583': (322.59565, None), 'ch620': (13522.827689, None), 'ch670': (150.712354, None), 'mae': (11263.236926, None), 'rmse': (16407.185232, None), 'frechet': (34106.160926, None), 'luminous_intensity': (18955.0, None), 'scalarized_objective': (53061.160926, None)}.
[INFO 10-14 14:25:16] ax.service.ax_client: Generated new trial 10 with parameters {'R': 37, 'G': 0, 'B': 56}.
[INFO 10-14 14:25:16] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:16] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:16] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:16] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:16] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:16] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:16] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:16] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:16] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:16] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:16] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:25:16] ax.service.ax_client: Completed trial 10 with data: {'ch410': (875.514138, None), 'ch440': (27615.636958, None), 'ch470': (123972.530395, None), 'ch510': (3680.818404, None), 'ch550': (340.060487, None), 'ch583': (477.557916, None), 'ch620': (23793.52063, None), 'ch670': (227.238315, None), 'mae': (9588.991681, None), 'rmse': (13577.731681, None), 'frechet': (24196.644589, None), 'luminous_intensity': (25625.0, None), 'scalarized_objective': (49821.644589, None)}.
[INFO 10-14 14:25:23] ax.service.ax_client: Generated new trial 11 with parameters {'R': 61, 'G': 0, 'B': 61}.
[INFO 10-14 14:25:23] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:23] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:23] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:23] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:23] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:23] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:23] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:23] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:23] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:23] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:23] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:25:23] ax.service.ax_client: Completed trial 11 with data: {'ch410': (1025.091427, None), 'ch440': (30100.25668, None), 'ch470': (135049.841546, None), 'ch510': (4021.232287, None), 'ch550': (391.408888, None), 'ch583': (717.772713, None), 'ch620': (39202.333521, None), 'ch670': (345.304595, None), 'mae': (5855.19613, None), 'rmse': (9485.469622, None), 'frechet': (23856.230706, None), 'luminous_intensity': (36295.0, None), 'scalarized_objective': (60151.230706, None)}.
[INFO 10-14 14:25:30] ax.service.ax_client: Generated new trial 12 with parameters {'R': 0, 'G': 0, 'B': 89}.
[INFO 10-14 14:25:30] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:30] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:30] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:30] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:30] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:30] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:30] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:30] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:30] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:30] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:30] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:25:30] ax.service.ax_client: Completed trial 12 with data: {'ch410': (1188.559264, None), 'ch440': (43835.330284, None), 'ch470': (197004.089134, None), 'ch510': (5816.432436, None), 'ch550': (480.827365, None), 'ch583': (197.615518, None), 'ch620': (70.525637, None), 'ch670': (83.338034, None), 'mae': (18581.616355, None), 'rmse': (27912.962601, None), 'frechet': (57176.650368, None), 'luminous_intensity': (16910.0, None), 'scalarized_objective': (74086.650368, None)}.
[INFO 10-14 14:25:37] ax.service.ax_client: Generated new trial 13 with parameters {'R': 89, 'G': 0, 'B': 89}.
[INFO 10-14 14:25:37] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:37] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:37] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:37] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:37] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:37] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:37] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:37] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:37] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:37] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:37] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:25:37] ax.service.ax_client: Completed trial 13 with data: {'ch410': (1495.625196, None), 'ch440': (43916.767942, None), 'ch470': (197039.932747, None), 'ch510': (5867.043829, None), 'ch550': (571.071984, None), 'ch583': (1047.242155, None), 'ch620': (57196.847268, None), 'ch670': (503.805065, None), 'mae': (13697.306006, None), 'rmse': (22537.761332, None), 'frechet': (57212.493981, None), 'luminous_intensity': (52955.0, None), 'scalarized_objective': (110167.493981, None)}.
[INFO 10-14 14:25:43] ax.service.ax_client: Generated new trial 14 with parameters {'R': 39, 'G': 0, 'B': 53}.
[INFO 10-14 14:25:43] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:43] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:43] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:43] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:43] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:43] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:43] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:43] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:43] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:43] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:43] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:25:43] ax.service.ax_client: Completed trial 14 with data: {'ch410': (842.3507, None), 'ch440': (26139.871615, None), 'ch470': (117332.748596, None), 'ch510': (3485.896219, None), 'ch550': (325.880792, None), 'ch583': (489.989453, None), 'ch620': (25074.880926, None), 'ch670': (233.877865, None), 'mae': (10471.164316, None), 'rmse': (14544.975897, None), 'frechet': (24391.566775, None), 'luminous_intensity': (25865.0, None), 'scalarized_objective': (50256.566775, None)}.
[INFO 10-14 14:25:49] ax.service.ax_client: Generated new trial 15 with parameters {'R': 0, 'G': 53, 'B': 89}.
[INFO 10-14 14:25:49] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:49] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:49] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:49] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:49] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:49] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:49] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:49] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:49] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:49] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:49] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:25:49] ax.service.ax_client: Completed trial 15 with data: {'ch410': (1518.72872, None), 'ch440': (43996.55972, None), 'ch470': (197575.99798, None), 'ch510': (45099.588038, None), 'ch550': (12692.131124, None), 'ch583': (1507.347433, None), 'ch620': (204.311017, None), 'ch670': (143.638589, None), 'mae': (17594.384281, None), 'rmse': (27542.453844, None), 'frechet': (57748.559213, None), 'luminous_intensity': (53480.0, None), 'scalarized_objective': (111228.559213, None)}.
[INFO 10-14 14:25:56] ax.service.ax_client: Generated new trial 16 with parameters {'R': 38, 'G': 0, 'B': 55}.
[INFO 10-14 14:25:56] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:56] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:56] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:56] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:56] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:56] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:56] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:56] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:56] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:56] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:25:56] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:25:56] ax.service.ax_client: Completed trial 16 with data: {'ch410': (865.609718, None), 'ch440': (27124.020187, None), 'ch470': (121759.404041, None), 'ch510': (3616.033898, None), 'ch550': (335.671917, None), 'ch583': (484.883884, None), 'ch620': (24434.596989, None), 'ch670': (231.026281, None), 'mae': (9855.445472, None), 'rmse': (13814.483327, None), 'frechet': (24261.429096, None), 'luminous_intensity': (25840.0, None), 'scalarized_objective': (50101.429096, None)}.
[INFO 10-14 14:26:04] ax.service.ax_client: Generated new trial 17 with parameters {'R': 0, 'G': 0, 'B': 67}.
[INFO 10-14 14:26:04] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:26:04] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:26:04] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:26:04] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:26:04] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:26:04] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:26:04] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:26:04] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:26:04] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:26:04] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:26:04] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:26:04] ax.service.ax_client: Completed trial 17 with data: {'ch410': (894.758097, None), 'ch440': (32999.630663, None), 'ch470': (148306.449123, None), 'ch510': (4378.662621, None), 'ch550': (361.971163, None), 'ch583': (148.766738, None), 'ch620': (53.092334, None), 'ch670': (62.737621, None), 'mae': (11382.112611, None), 'rmse': (19197.927655, None), 'frechet': (43250.465878, None), 'luminous_intensity': (12730.0, None), 'scalarized_objective': (55980.465878, None)}.
[INFO 10-14 14:26:10] ax.service.ax_client: Generated new trial 18 with parameters {'R': 41, 'G': 0, 'B': 55}.
[INFO 10-14 14:26:10] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:26:10] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:26:10] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:26:10] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:26:10] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:26:10] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:26:10] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:26:10] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:26:10] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:26:10] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:26:10] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:26:10] ax.service.ax_client: Completed trial 18 with data: {'ch410': (875.960255, None), 'ch440': (27126.765277, None), 'ch470': (121760.612253, None), 'ch510': (3617.7399, None), 'ch550': (338.71387, None), 'ch583': (513.522984, None), 'ch620': (26360.203336, None), 'ch670': (245.199327, None), 'mae': (9607.011686, None), 'rmse': (13420.260196, None), 'frechet': (24259.723094, None), 'luminous_intensity': (27055.0, None), 'scalarized_objective': (51314.723094, None)}.
[INFO 10-14 14:26:15] ax.service.ax_client: Generated new trial 19 with parameters {'R': 35, 'G': 0, 'B': 55}.
[INFO 10-14 14:26:15] ax.service.ax_client: Data was logged for metric ch410 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:26:15] ax.service.ax_client: Data was logged for metric ch440 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:26:15] ax.service.ax_client: Data was logged for metric ch470 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:26:15] ax.service.ax_client: Data was logged for metric ch510 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:26:15] ax.service.ax_client: Data was logged for metric ch550 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:26:15] ax.service.ax_client: Data was logged for metric ch583 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:26:15] ax.service.ax_client: Data was logged for metric ch620 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:26:15] ax.service.ax_client: Data was logged for metric ch670 that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:26:15] ax.service.ax_client: Data was logged for metric mae that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:26:15] ax.service.ax_client: Data was logged for metric rmse that was not yet tracked on the experiment. Please specify `tracking_metric_names` argument in AxClient.create_experiment to add tracking metrics to the experiment. Without those, all data users specify is still attached to the experiment, but will not be fetched in `experiment.fetch_data()`, but you can still use `experiment.lookup_data_for_trial` to get all attached data.
[INFO 10-14 14:26:15] ax.core.experiment: Attached data has some metrics ({'ch550', 'ch470', 'mae', 'ch583', 'ch440', 'ch670', 'rmse', 'ch620', 'ch510', 'ch410'}) that are not among the metrics on this experiment. Note that attaching data will not automatically add those metrics to the experiment. For these metrics to be automatically fetched by `experiment.fetch_data`, add them via `experiment.add_tracking_metric` or update the experiment's optimization config.
[INFO 10-14 14:26:16] ax.service.ax_client: Completed trial 19 with data: {'ch410': (855.259181, None), 'ch440': (27121.275097, None), 'ch470': (121758.19583, None), 'ch510': (3614.327896, None), 'ch550': (332.629964, None), 'ch583': (456.244784, None), 'ch620': (22508.990642, None), 'ch670': (216.853235, None), 'mae': (10103.879258, None), 'rmse': (14230.382734, None), 'frechet': (25119.997973, None), 'luminous_intensity': (24625.0, None), 'scalarized_objective': (49744.997973, None)}.

experiment = sc_ax_clients[0].experiment
experiment.tracking_metrics

[Metric('frechet'), Metric('luminous_intensity')]

experiment.tracking_metrics[0].lower_is_better = True
experiment.tracking_metrics[1].lower_is_better = True

sc_frontier = compute_posterior_pareto_frontier(
    experiment=experiment,
    data=experiment.fetch_data(),
    primary_objective=experiment.tracking_metrics[0],
    secondary_objective=experiment.tracking_metrics[1],
    absolute_metrics=[
        experiment.tracking_metrics[0].name,
        experiment.tracking_metrics[1].name,
        scalar_name,
    ],
    num_points=num_iter,
)

scalar_axplotconfig = plot_pareto_frontier(sc_frontier, CI_level=0.90)
render(scalar_axplotconfig)

import plotly.graph_objects as go

d1 = axplotconfig[0]["data"]
d1[0]["error_x"]["color"] = "rgba(255, 0, 0)"
d1[0]["error_y"]["color"] = "rgba(255, 0, 0)"
d1[0]["marker"]["color"] = "rgba(255, 0, 0)"
d1[0]["legendgroup"] = "MOO"
d1[0]["name"] = "MOO"

d2 = scalar_axplotconfig[0]["data"]
d2[0]["legendgroup"] = "Scalar"
d2[0]["name"] = "Scalar"

fig = go.Figure(data=d1 + d2, layout=axplotconfig[0]["layout"])
fig.show()

def plot_ax_client_sc_ax_client(ax_client, sc_ax_client):
    experiment = ax_client.experiment
    objectives = experiment.optimization_config.objective.objectives

    frontier = compute_posterior_pareto_frontier(
        experiment=experiment,
        data=experiment.fetch_data(),
        primary_objective=objectives[0].metric,
        secondary_objective=objectives[1].metric,
        absolute_metrics=[objectives[0].metric_names[0], objectives[1].metric_names[0]],
        num_points=num_iter,
    )

    axplotconfig = plot_pareto_frontier(frontier, CI_level=0.90)

    experiment = sc_ax_client.experiment

    experiment.tracking_metrics[0].lower_is_better = True
    experiment.tracking_metrics[1].lower_is_better = True

    sc_frontier = compute_posterior_pareto_frontier(
        experiment=experiment,
        data=experiment.fetch_data(),
        primary_objective=experiment.tracking_metrics[0],
        secondary_objective=experiment.tracking_metrics[1],
        absolute_metrics=[
            experiment.tracking_metrics[0].name,
            experiment.tracking_metrics[1].name,
            scalar_name,
        ],
        num_points=num_iter,
    )

    scalar_axplotconfig = plot_pareto_frontier(sc_frontier, CI_level=0.90)

    d1 = axplotconfig[0]["data"]
    d1[0]["error_x"]["color"] = "rgba(255, 0, 0)"
    d1[0]["error_y"]["color"] = "rgba(255, 0, 0)"
    d1[0]["marker"]["color"] = "rgba(255, 0, 0)"
    d1[0]["legendgroup"] = "MOO"
    d1[0]["name"] = "MOO"

    d2 = scalar_axplotconfig[0]["data"]
    d2[0]["legendgroup"] = "Scalar"
    d2[0]["name"] = "Scalar"

    fig = go.Figure(data=d1 + d2, layout=axplotconfig[0]["layout"])
    fig.show()
    return fig

fig0 = plot_ax_client_sc_ax_client(ax_clients[0], sc_ax_clients[0])

fig1 = plot_ax_client_sc_ax_client(ax_clients[1], sc_ax_clients[1])

fig2 = plot_ax_client_sc_ax_client(ax_clients[2], sc_ax_clients[2])

fig3 = plot_ax_client_sc_ax_client(ax_clients[3], sc_ax_clients[3])

fig4 = plot_ax_client_sc_ax_client(ax_clients[4], sc_ax_clients[4])

Next up: multi-fidelity optimization

Code Graveyard

# def to_plotly(axplotconfig):
#     data = axplotconfig[0]["data"]
#     layout = axplotconfig[0]["layout"]
#     fig = go.Figure({"data": data, "layout": layout})
#     return fig