Trial-level early stopping
Trial-level early stopping aims to monitor the results of expensive evaluations with timeseries-like data and terminate those that are unlikely to produce promising results prior to completing that evaluation. This reduces computational waste, and enables the same amount of resources to explore more configurations. Early stopping is useful for expensive to evaluate problems where stepwise information is available on the way to the final measurement.
Like the Getting Started tutorial we'll be minimizing the Hartmann6 function, but this time we've modified it to incorporate a new parameter which allows the function to produce timeseries-like data where the value returned is closer and closer to Hartmann6's true value as increases. At the function will simply return Hartmann6's unaltered value.
While the function is synthetic, the workflow captures the intended principles for this tutorial and is similar to the process of training typical machine learning models.
Learning Objectives
- Understand when time-series-like data can be used in an optimization experiment
- Run a simple optimization experiment with early stopping
- Configure details of an early stopping strategy
- Analyze the results of the optimization
Prerequisites
- Familiarity with Python and basic programming concepts
- Understanding of adaptive experimentation and Bayesian optimization
- Getting Started with Ax
Step 1: Import Necessary Modules
First, ensure you have all the necessary imports:
import numpy as np
from ax.api.client import Client
from ax.api.configs import RangeParameterConfig
Step 2: Initialize the Client
Create an instance of the Client
to manage the state of your experiment.
client = Client()
Step 3: Configure the Experiment
The Client
instance can be configured with a series of Config
s that define how the
experiment will be run.
The Hartmann6 problem is usually evaluated on the hypercube , so we will
define six identical RangeParameterConfig
s with these bounds.
You may specify additional features like parameter constraints to further refine the search space and parameter scaling to help navigate parameters with nonuniform effects.
# Define six float parameters for the Hartmann6 function
parameters = [
RangeParameterConfig(
name=f"x{i + 1}", parameter_type="float", bounds=(0, 1)
)
for i in range(6)
]
client.configure_experiment(parameters=parameters)
Step 4: Configure Optimization
Now, we must configure the objective for this optimization, which we do using
Client.configure_optimization
. This method expects a string objective
, an expression
containing either a single metric to maximize, a linear combination of metrics to
maximize, or a tuple of multiple metrics to jointly maximize. These expressions are
parsed using SymPy. For example:
"score"
would direct Ax to maximize a metric named score"-loss"
would direct Ax to Ax to minimize a metric named loss"task_0 + 0.5 * task_1"
would direct Ax to maximize the sum of two task scores, downweighting task_1 by a factor of 0.5"score, -flops"
would direct Ax to simultaneously maximize score while minimizing flops
See these recipes for more information on configuring objectives and outcome constraints.
client.configure_optimization(objective="-hartmann6")
Step 5: Run Trials with early stopping
Here, we will configure the ask-tell loop.
We begin by defining our Hartmann6 function as written above. Remember, this is just an example problem and any Python function can be substituted here.
Then we will iteratively do the following:
- Call
client.get_next_trials
to "ask" Ax for a parameterization to evaluate - Evaluate
hartmann6_curve
using those parameters in an inner loop to simulate the generation of timeseries data - "Tell" Ax the partial result using
client.attach_data
- Query whether the trial should be stopped via
client.should_stop_trial_early
- Stop the underperforming trial and report back to Ax that is has been stopped
This loop will run multiple trials to optimize the function.
Ax will configure an EarlyStoppingStrategy when should_stop_trial_early
is called for
the first time. By default Ax uses a Percentile early stopping strategy which will
terminate a trial early if its performance falls below a percentile threshold when
compared to other trials at the same step. Early stopping can only occur after a minimum
number of progressions
to prevent premature early stopping. This validates that both
enough data is gathered to make a decision and there is a minimum number of completed
trials with curve data; these completed trials establish a baseline.
# Hartmann6 function
def hartmann6(x1, x2, x3, x4, x5, x6):
alpha = np.array([1.0, 1.2, 3.0, 3.2])
A = np.array(
[
[10, 3, 17, 3.5, 1.7, 8],
[0.05, 10, 17, 0.1, 8, 14],
[3, 3.5, 1.7, 10, 17, 8],
[17, 8, 0.05, 10, 0.1, 14],
]
)
P = 10**-4 * np.array(
[
[1312, 1696, 5569, 124, 8283, 5886],
[2329, 4135, 8307, 3736, 1004, 9991],
[2348, 1451, 3522, 2883, 3047, 6650],
[4047, 8828, 8732, 5743, 1091, 381],
]
)
outer = 0.0
for i in range(4):
inner = 0.0
for j, x in enumerate([x1, x2, x3, x4, x5, x6]):
inner += A[i, j] * (x - P[i, j]) ** 2
outer += alpha[i] * np.exp(-inner)
return -outer
# Hartmann6 function with additional t term such that
# hartmann6(X) == hartmann6_curve(X, t=100)
def hartmann6_curve(x1, x2, x3, x4, x5, x6, t):
return hartmann6(x1, x2, x3, x4, x5, x6) - np.log2(t / 100)
(
hartmann6(0.1, 0.45, 0.8, 0.25, 0.552, 1.0),
hartmann6_curve(0.1, 0.45, 0.8, 0.25, 0.552, 1.0, 100),
)
(np.float64(-0.4878737485613134), np.float64(-0.4878737485613134))
maximum_progressions = 100 # Observe hartmann6_curve over 100 progressions
for _ in range(30): # Run 30 rounds of trials
trials = client.get_next_trials(max_trials=3)
for trial_index, parameters in trials.items():
for t in range(1, maximum_progressions + 1):
raw_data = {"hartmann6": hartmann6_curve(t=t, **parameters)}
# On the final reading call complete_trial and break, else call attach_data
if t == maximum_progressions:
client.complete_trial(
trial_index=trial_index, raw_data=raw_data, progression=t
)
break
client.attach_data(
trial_index=trial_index, raw_data=raw_data, progression=t
)
# If the trial is underperforming, stop it
if client.should_stop_trial_early(trial_index=trial_index):
client.mark_trial_early_stopped(trial_index=trial_index)
break
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[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:13] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.api.client: 3 trials requested but only 2 could be generated.
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:19] ax.api.client: 3 trials requested but only 1 could be generated.
[WARNING 07-20 05:09:19] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:19] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:19] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:19] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:19] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:19] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:19] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:19] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:19] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:19] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:19] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:19] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:19] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:20] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:20] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:20] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:20] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:20] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:20] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:20] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:20] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:20] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:20] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:20] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:20] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:20] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:20] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:20] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:20] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:20] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:20] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:20] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:20] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:20] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:20] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:20] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:20] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:20] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:20] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:20] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:20] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:20] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:20] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:20] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:20] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:20] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:21] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:21] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:21] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:21] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:21] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:21] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:21] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:21] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:21] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:21] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:21] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:21] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:21] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:21] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:21] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:21] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:21] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:21] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:21] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:21] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:21] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:21] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:21] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:21] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:21] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:21] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:21] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:21] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:21] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:21] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:21] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:21] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:23] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:23] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:23] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:23] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:23] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:23] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:23] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:24] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:24] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:24] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:24] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:24] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:24] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:24] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:24] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:24] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:24] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:24] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:24] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:24] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:24] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:24] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:24] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:24] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:24] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:24] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:24] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:24] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:24] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:24] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:24] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:24] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:24] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:24] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:24] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:24] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:24] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:24] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:24] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:25] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:25] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:25] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:25] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:25] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:25] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:25] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:25] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:25] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:25] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:25] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:25] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:25] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:25] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:25] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:25] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:25] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:25] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:25] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:25] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:25] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:25] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:25] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:25] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:25] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:25] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:25] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:25] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:25] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:25] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:25] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:09:27] ax.early_stopping.strategies.percentile: Early stoppinging trial 7: Trial objective value 3.192676158789409 is worse than 50.0-th percentile (3.115666065869555) across comparable trials..
[WARNING 07-20 05:09:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:28] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:28] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:28] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:28] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:28] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:28] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:28] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:28] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:28] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:28] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:28] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:28] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:28] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:28] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:28] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:28] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:28] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:28] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:28] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:28] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:28] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:28] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:28] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:28] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:28] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:28] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:28] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:28] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:28] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:28] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:29] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:29] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:29] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:29] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:29] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:29] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:29] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:29] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:29] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:29] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:29] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:29] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:29] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:29] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:29] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:29] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:29] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:29] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:29] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:29] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:29] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:29] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:29] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:29] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:29] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:29] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:29] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:29] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:29] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:30] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:30] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:30] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:30] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:30] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:30] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:30] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:30] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:30] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:30] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:09:31] ax.early_stopping.strategies.percentile: Early stoppinging trial 9: Trial objective value 3.214384028187687 is worse than 50.0-th percentile (3.115666065869555) across comparable trials..
[WARNING 07-20 05:09:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:09:31] ax.early_stopping.strategies.percentile: Early stoppinging trial 10: Trial objective value 3.183893645896862 is worse than 50.0-th percentile (3.1509846070978416) across comparable trials..
[WARNING 07-20 05:09:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:32] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:32] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:32] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:32] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:32] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:32] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:32] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:32] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:09:32] ax.early_stopping.strategies.percentile: Early stoppinging trial 11: Trial objective value 3.2950765035822847 is worse than 50.0-th percentile (3.167439126497352) across comparable trials..
[WARNING 07-20 05:09:33] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:33] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:33] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:33] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:33] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:33] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:33] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:33] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:33] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:33] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:09:33] ax.early_stopping.strategies.percentile: Early stoppinging trial 12: Trial objective value 3.2786502734625214 is worse than 50.0-th percentile (3.183893645896862) across comparable trials..
[WARNING 07-20 05:09:33] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:33] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:33] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:33] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:33] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:33] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:33] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:33] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:33] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:33] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:09:33] ax.early_stopping.strategies.percentile: Early stoppinging trial 13: Trial objective value 3.1987698273000147 is worse than 50.0-th percentile (3.1882849023431357) across comparable trials..
[WARNING 07-20 05:09:33] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:33] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:33] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:33] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:33] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:33] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:33] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:33] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:34] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:34] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:09:34] ax.early_stopping.strategies.percentile: Early stoppinging trial 14: Trial objective value 3.321439035039251 is worse than 50.0-th percentile (3.192676158789409) across comparable trials..
[WARNING 07-20 05:09:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:09:35] ax.early_stopping.strategies.percentile: Early stoppinging trial 15: Trial objective value 3.2854271359065637 is worse than 50.0-th percentile (3.1957229930447117) across comparable trials..
[WARNING 07-20 05:09:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:09:35] ax.early_stopping.strategies.percentile: Early stoppinging trial 16: Trial objective value 3.026134359109703 is worse than 50.0-th percentile (2.9428440008913346) across comparable trials..
[WARNING 07-20 05:09:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:36] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:36] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:36] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:36] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:36] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:36] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:36] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:36] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:36] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:36] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:36] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:36] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:36] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:36] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:36] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:36] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:36] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:36] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:36] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:36] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:36] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:36] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:36] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:36] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:36] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:36] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:37] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:37] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:37] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:37] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:37] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:37] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:37] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:37] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:37] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:37] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:37] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:37] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:37] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:37] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:37] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:37] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:37] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:37] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:37] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:37] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:37] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:37] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:38] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:38] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:38] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:38] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:38] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:38] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:38] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:38] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:38] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:38] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:38] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:38] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:38] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:38] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:38] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:38] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:38] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:38] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:38] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:38] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:38] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:39] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:39] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:39] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:39] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:39] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:39] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:39] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:39] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:39] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:39] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:39] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:39] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:39] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:39] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:39] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:39] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:39] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:39] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:39] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:39] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:39] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:39] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:40] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:40] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:40] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:40] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:40] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:42] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:42] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:42] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:42] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:42] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:42] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:42] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:42] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:42] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:42] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:09:42] ax.early_stopping.strategies.percentile: Early stoppinging trial 18: Trial objective value 3.3188600824790084 is worse than 50.0-th percentile (3.192676158789409) across comparable trials..
[WARNING 07-20 05:09:42] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:42] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:42] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:42] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:42] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:42] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:42] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:42] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:42] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:42] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:09:42] ax.early_stopping.strategies.percentile: Early stoppinging trial 19: Trial objective value 3.2383296751764954 is worse than 50.0-th percentile (3.1957229930447117) across comparable trials..
[WARNING 07-20 05:09:42] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:42] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:42] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:42] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:42] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:42] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:42] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:42] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:42] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:42] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:09:42] ax.early_stopping.strategies.percentile: Early stoppinging trial 20: Trial objective value 3.317184404272019 is worse than 50.0-th percentile (3.1987698273000147) across comparable trials..
[WARNING 07-20 05:09:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:09:45] ax.early_stopping.strategies.percentile: Early stoppinging trial 21: Trial objective value 3.3188609722619873 is worse than 50.0-th percentile (3.2065769277438507) across comparable trials..
[WARNING 07-20 05:09:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:09:45] ax.early_stopping.strategies.percentile: Early stoppinging trial 22: Trial objective value 3.240395142875112 is worse than 50.0-th percentile (3.214384028187687) across comparable trials..
[WARNING 07-20 05:09:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:09:45] ax.early_stopping.strategies.percentile: Early stoppinging trial 23: Trial objective value 3.31720023608102 is worse than 50.0-th percentile (3.226356851682091) across comparable trials..
[WARNING 07-20 05:09:48] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:48] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:48] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:48] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:48] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:48] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:48] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:48] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:48] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:48] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:09:48] ax.early_stopping.strategies.percentile: Early stoppinging trial 24: Trial objective value 3.3189026478883807 is worse than 50.0-th percentile (3.2383296751764954) across comparable trials..
[WARNING 07-20 05:09:48] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:48] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:48] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:48] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:48] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:48] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:48] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:48] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:48] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:48] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:09:48] ax.early_stopping.strategies.percentile: Early stoppinging trial 25: Trial objective value 3.2402114874903 is worse than 50.0-th percentile (3.2392705813333977) across comparable trials..
[WARNING 07-20 05:09:48] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:48] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:48] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:48] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:48] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:48] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:48] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:48] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:48] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:48] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:09:48] ax.early_stopping.strategies.percentile: Early stoppinging trial 26: Trial objective value 3.3172646662675063 is worse than 50.0-th percentile (3.2402114874903) across comparable trials..
[WARNING 07-20 05:09:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:09:50] ax.early_stopping.strategies.percentile: Early stoppinging trial 27: Trial objective value 3.3190234139633974 is worse than 50.0-th percentile (3.240303315182706) across comparable trials..
[WARNING 07-20 05:09:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:51] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:51] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:51] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:51] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:51] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:51] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:51] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:09:51] ax.early_stopping.strategies.percentile: Early stoppinging trial 28: Trial objective value 3.02531619044549 is worse than 50.0-th percentile (2.9428440008913346) across comparable trials..
[WARNING 07-20 05:09:51] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:51] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:51] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:51] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:51] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:51] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:51] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:51] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:51] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:51] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:09:51] ax.early_stopping.strategies.percentile: Early stoppinging trial 29: Trial objective value 3.2423493727606374 is worse than 50.0-th percentile (3.240303315182706) across comparable trials..
[WARNING 07-20 05:09:53] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:53] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:53] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:53] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:53] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:53] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:53] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:53] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:53] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:53] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:53] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:53] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:53] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:54] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:54] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:54] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:54] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:54] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:54] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:54] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:54] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:54] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:54] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:54] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:54] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:54] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:54] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:54] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:55] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:55] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:55] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:55] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:55] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:55] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:55] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:55] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:55] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:55] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:55] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:55] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:55] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:55] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:55] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:55] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:56] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:56] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:56] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:56] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:56] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:56] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:56] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:56] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:56] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:56] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:56] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:56] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:56] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:56] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:56] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:57] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:57] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:57] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:57] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:57] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:57] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:57] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:57] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:57] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:57] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:57] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:57] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:57] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:57] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:57] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:57] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:58] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:58] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:58] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:58] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:58] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:58] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:58] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:58] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:58] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:58] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:58] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:58] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:58] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:58] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:58] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:59] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:59] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:59] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:59] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:59] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:59] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:59] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:59] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:59] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:59] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:59] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:59] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:59] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:59] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:59] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:59] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:59] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:59] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:59] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:09:59] ax.early_stopping.strategies.percentile: Early stoppinging trial 31: Trial objective value 3.293814872620601 is worse than 50.0-th percentile (3.240303315182706) across comparable trials..
[WARNING 07-20 05:09:59] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:59] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:59] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:59] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:59] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:59] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:59] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:59] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:09:59] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:00] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:00] ax.early_stopping.strategies.percentile: Early stoppinging trial 32: Trial objective value 3.2976848282419735 is worse than 50.0-th percentile (3.240395142875112) across comparable trials..
[WARNING 07-20 05:10:03] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:03] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:03] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:03] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:03] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:03] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:03] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:03] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:03] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:03] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:03] ax.early_stopping.strategies.percentile: Early stoppinging trial 33: Trial objective value 3.297160459414058 is worse than 50.0-th percentile (3.2413722578178747) across comparable trials..
[WARNING 07-20 05:10:03] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:03] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:03] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:03] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:03] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:03] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:03] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:03] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:03] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:03] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:03] ax.early_stopping.strategies.percentile: Early stoppinging trial 34: Trial objective value 3.3074153146888587 is worse than 50.0-th percentile (3.2423493727606374) across comparable trials..
[WARNING 07-20 05:10:03] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:03] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:03] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:03] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:03] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:03] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:03] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:03] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:03] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:03] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:03] ax.early_stopping.strategies.percentile: Early stoppinging trial 35: Trial objective value 3.320880598358068 is worse than 50.0-th percentile (3.260499823111579) across comparable trials..
[WARNING 07-20 05:10:07] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:07] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:07] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:07] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:07] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:07] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:07] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:07] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:07] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:07] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:07] ax.early_stopping.strategies.percentile: Early stoppinging trial 36: Trial objective value 3.3027544629299124 is worse than 50.0-th percentile (3.2786502734625214) across comparable trials..
[WARNING 07-20 05:10:07] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:07] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:07] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:07] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:07] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:07] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:07] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:07] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:07] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:07] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:07] ax.early_stopping.strategies.percentile: Early stoppinging trial 37: Trial objective value 3.3154433406253245 is worse than 50.0-th percentile (3.281383498617094) across comparable trials..
[WARNING 07-20 05:10:07] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:07] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:07] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:07] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:07] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:07] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:07] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:07] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:07] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:07] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:07] ax.early_stopping.strategies.percentile: Early stoppinging trial 38: Trial objective value 3.314975887519263 is worse than 50.0-th percentile (3.284116723771667) across comparable trials..
[WARNING 07-20 05:10:10] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:10] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:10] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:10] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:10] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:10] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:10] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:10] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:10] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:10] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:10] ax.early_stopping.strategies.percentile: Early stoppinging trial 39: Trial objective value 3.2961599110870488 is worse than 50.0-th percentile (3.284771929839115) across comparable trials..
[WARNING 07-20 05:10:10] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:10] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:10] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:11] ax.early_stopping.strategies.percentile: Early stoppinging trial 40: Trial objective value 3.306689206014604 is worse than 50.0-th percentile (3.2854271359065637) across comparable trials..
[WARNING 07-20 05:10:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:11] ax.early_stopping.strategies.percentile: Early stoppinging trial 41: Trial objective value 3.319913316701953 is worse than 50.0-th percentile (3.2896210042635823) across comparable trials..
[WARNING 07-20 05:10:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:14] ax.early_stopping.strategies.percentile: Early stoppinging trial 42: Trial objective value 3.2989112521452815 is worse than 50.0-th percentile (3.293814872620601) across comparable trials..
[WARNING 07-20 05:10:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:14] ax.early_stopping.strategies.percentile: Early stoppinging trial 43: Trial objective value 3.3199339284081195 is worse than 50.0-th percentile (3.294445688101443) across comparable trials..
[WARNING 07-20 05:10:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:14] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:15] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:15] ax.early_stopping.strategies.percentile: Early stoppinging trial 44: Trial objective value 3.310371836754679 is worse than 50.0-th percentile (3.2950765035822847) across comparable trials..
[WARNING 07-20 05:10:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:18] ax.early_stopping.strategies.percentile: Early stoppinging trial 45: Trial objective value 3.0781670372840413 is worse than 50.0-th percentile (2.9428440008913346) across comparable trials..
[WARNING 07-20 05:10:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:18] ax.early_stopping.strategies.percentile: Early stoppinging trial 46: Trial objective value 3.302688121741096 is worse than 50.0-th percentile (3.2950765035822847) across comparable trials..
[WARNING 07-20 05:10:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:18] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:18] ax.early_stopping.strategies.percentile: Early stoppinging trial 47: Trial objective value 3.321636897694074 is worse than 50.0-th percentile (3.295618207334667) across comparable trials..
[WARNING 07-20 05:10:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:22] ax.early_stopping.strategies.percentile: Early stoppinging trial 48: Trial objective value 3.3199025585504964 is worse than 50.0-th percentile (3.2961599110870488) across comparable trials..
[WARNING 07-20 05:10:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:23] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:23] ax.early_stopping.strategies.percentile: Early stoppinging trial 49: Trial objective value 3.311731094957483 is worse than 50.0-th percentile (3.2966601852505537) across comparable trials..
[WARNING 07-20 05:10:23] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:23] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:23] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:23] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:23] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:23] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:23] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:23] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:23] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:23] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:23] ax.early_stopping.strategies.percentile: Early stoppinging trial 50: Trial objective value 3.303052296580308 is worse than 50.0-th percentile (3.297160459414058) across comparable trials..
[WARNING 07-20 05:10:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:26] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:27] ax.early_stopping.strategies.percentile: Early stoppinging trial 51: Trial objective value 3.319034035665449 is worse than 50.0-th percentile (3.297422643828016) across comparable trials..
[WARNING 07-20 05:10:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:27] ax.early_stopping.strategies.percentile: Early stoppinging trial 52: Trial objective value 3.3144820863241278 is worse than 50.0-th percentile (3.2976848282419735) across comparable trials..
[WARNING 07-20 05:10:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:27] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:27] ax.early_stopping.strategies.percentile: Early stoppinging trial 53: Trial objective value 3.303033159476681 is worse than 50.0-th percentile (3.2982980401936275) across comparable trials..
[WARNING 07-20 05:10:30] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:30] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:30] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:30] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:30] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:30] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:30] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:30] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:30] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:30] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:30] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:30] ax.early_stopping.strategies.percentile: Early stoppinging trial 54: Trial objective value 3.156643428242982 is worse than 50.0-th percentile (2.9781625421196205) across comparable trials..
[WARNING 07-20 05:10:30] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:30] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:31] ax.early_stopping.strategies.percentile: Early stoppinging trial 55: Trial objective value 3.3054336431216766 is worse than 50.0-th percentile (3.2982980401936275) across comparable trials..
[WARNING 07-20 05:10:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:31] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:31] ax.early_stopping.strategies.percentile: Early stoppinging trial 56: Trial objective value 3.3165541995106937 is worse than 50.0-th percentile (3.2989112521452815) across comparable trials..
[WARNING 07-20 05:10:34] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:34] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:34] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:34] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:34] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:34] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:34] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:34] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:34] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:34] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:35] ax.early_stopping.strategies.percentile: Early stoppinging trial 57: Trial objective value 3.1561979061040546 is worse than 50.0-th percentile (3.013481083347907) across comparable trials..
[WARNING 07-20 05:10:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:35] ax.early_stopping.strategies.percentile: Early stoppinging trial 58: Trial objective value 3.3043407939441005 is worse than 50.0-th percentile (3.2989112521452815) across comparable trials..
[WARNING 07-20 05:10:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:35] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:35] ax.early_stopping.strategies.percentile: Early stoppinging trial 59: Trial objective value 3.3208602292834284 is worse than 50.0-th percentile (3.300799686943189) across comparable trials..
[WARNING 07-20 05:10:40] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:40] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:40] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:40] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:40] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:40] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:40] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:40] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:40] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:40] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:40] ax.early_stopping.strategies.percentile: Early stoppinging trial 60: Trial objective value 3.320605940273768 is worse than 50.0-th percentile (3.302688121741096) across comparable trials..
[WARNING 07-20 05:10:41] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:41] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:41] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:41] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:41] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:41] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:41] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:41] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:41] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:41] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:41] ax.early_stopping.strategies.percentile: Early stoppinging trial 61: Trial objective value 3.3046463424644505 is worse than 50.0-th percentile (3.3027212923355043) across comparable trials..
[WARNING 07-20 05:10:41] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:41] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:41] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:41] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:41] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:41] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:41] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:41] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:41] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:41] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:41] ax.early_stopping.strategies.percentile: Early stoppinging trial 62: Trial objective value 3.3032774877254414 is worse than 50.0-th percentile (3.3027544629299124) across comparable trials..
[WARNING 07-20 05:10:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:45] ax.early_stopping.strategies.percentile: Early stoppinging trial 63: Trial objective value 3.3197567414902407 is worse than 50.0-th percentile (3.3028938112032966) across comparable trials..
[WARNING 07-20 05:10:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:45] ax.early_stopping.strategies.percentile: Early stoppinging trial 64: Trial objective value 3.317506637277619 is worse than 50.0-th percentile (3.303033159476681) across comparable trials..
[WARNING 07-20 05:10:45] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:46] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:46] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:46] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:46] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:46] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:46] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:46] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:46] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:46] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:46] ax.early_stopping.strategies.percentile: Early stoppinging trial 65: Trial objective value 3.3031194509036164 is worse than 50.0-th percentile (3.3030427280284944) across comparable trials..
[WARNING 07-20 05:10:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:50] ax.early_stopping.strategies.percentile: Early stoppinging trial 66: Trial objective value 3.1573521777114006 is worse than 50.0-th percentile (3.0193986368966987) across comparable trials..
[WARNING 07-20 05:10:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:50] ax.early_stopping.strategies.percentile: Early stoppinging trial 67: Trial objective value 3.3046759308879867 is worse than 50.0-th percentile (3.3030427280284944) across comparable trials..
[WARNING 07-20 05:10:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:50] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:51] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:51] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:51] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:51] ax.early_stopping.strategies.percentile: Early stoppinging trial 68: Trial objective value 3.3093755900162867 is worse than 50.0-th percentile (3.303052296580308) across comparable trials..
[WARNING 07-20 05:10:54] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:54] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:54] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:54] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:54] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:54] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:54] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:54] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:54] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:54] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:55] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:55] ax.early_stopping.strategies.percentile: Early stoppinging trial 69: Trial objective value 3.1573623845102654 is worse than 50.0-th percentile (3.02531619044549) across comparable trials..
[WARNING 07-20 05:10:55] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:55] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:55] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:55] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:55] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:55] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:55] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:55] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:55] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:55] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:55] ax.early_stopping.strategies.percentile: Early stoppinging trial 70: Trial objective value 3.3053008246540196 is worse than 50.0-th percentile (3.303052296580308) across comparable trials..
[WARNING 07-20 05:10:55] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:55] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:55] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:55] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:55] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:55] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:55] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:55] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:55] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:10:55] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:10:55] ax.early_stopping.strategies.percentile: Early stoppinging trial 71: Trial objective value 3.3138994473734207 is worse than 50.0-th percentile (3.303085873741962) across comparable trials..
[WARNING 07-20 05:11:00] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:00] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:00] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:00] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:00] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:00] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:00] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:00] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:00] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:00] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:00] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:11:00] ax.early_stopping.strategies.percentile: Early stoppinging trial 72: Trial objective value 3.157404154459233 is worse than 50.0-th percentile (3.0257252747775967) across comparable trials..
[WARNING 07-20 05:11:00] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:00] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:00] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:00] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:00] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:00] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:00] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:00] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:00] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:00] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:11:01] ax.early_stopping.strategies.percentile: Early stoppinging trial 73: Trial objective value 3.3053460801413794 is worse than 50.0-th percentile (3.303085873741962) across comparable trials..
[WARNING 07-20 05:11:01] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:01] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:01] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:01] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:01] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:01] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:01] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:01] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:01] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:01] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:11:01] ax.early_stopping.strategies.percentile: Early stoppinging trial 74: Trial objective value 3.3129276272401333 is worse than 50.0-th percentile (3.3031194509036164) across comparable trials..
[WARNING 07-20 05:11:05] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:05] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:05] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:05] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:05] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:05] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:05] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:05] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:05] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:05] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:05] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:11:06] ax.early_stopping.strategies.percentile: Early stoppinging trial 75: Trial objective value 3.157487432713981 is worse than 50.0-th percentile (3.026134359109703) across comparable trials..
[WARNING 07-20 05:11:06] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:06] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:06] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:06] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:06] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:06] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:06] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:06] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:06] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:06] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:11:06] ax.early_stopping.strategies.percentile: Early stoppinging trial 76: Trial objective value 3.3051522662750976 is worse than 50.0-th percentile (3.3031194509036164) across comparable trials..
[WARNING 07-20 05:11:06] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:06] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:06] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:06] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:06] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:06] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:06] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:06] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:06] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:06] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:11:06] ax.early_stopping.strategies.percentile: Early stoppinging trial 77: Trial objective value 3.3143225513276495 is worse than 50.0-th percentile (3.3031984693145287) across comparable trials..
[WARNING 07-20 05:11:10] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:10] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:10] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:10] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:10] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:10] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:11:11] ax.early_stopping.strategies.percentile: Early stoppinging trial 78: Trial objective value 3.157223458741574 is worse than 50.0-th percentile (3.052150698196872) across comparable trials..
[WARNING 07-20 05:11:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:11:11] ax.early_stopping.strategies.percentile: Early stoppinging trial 79: Trial objective value 3.3052243187093713 is worse than 50.0-th percentile (3.3031984693145287) across comparable trials..
[WARNING 07-20 05:11:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:11] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:11:11] ax.early_stopping.strategies.percentile: Early stoppinging trial 80: Trial objective value 3.314206217623314 is worse than 50.0-th percentile (3.3032774877254414) across comparable trials..
[WARNING 07-20 05:11:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:16] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:11:17] ax.early_stopping.strategies.percentile: Early stoppinging trial 81: Trial objective value 3.157997961328922 is worse than 50.0-th percentile (3.0781670372840413) across comparable trials..
[WARNING 07-20 05:11:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:11:17] ax.early_stopping.strategies.percentile: Early stoppinging trial 82: Trial objective value 3.3052986411719374 is worse than 50.0-th percentile (3.3032774877254414) across comparable trials..
[WARNING 07-20 05:11:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:17] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:11:18] ax.early_stopping.strategies.percentile: Early stoppinging trial 83: Trial objective value 3.3119982255710725 is worse than 50.0-th percentile (3.3038091408347707) across comparable trials..
[WARNING 07-20 05:11:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:11:22] ax.early_stopping.strategies.percentile: Early stoppinging trial 84: Trial objective value 3.157803911782943 is worse than 50.0-th percentile (3.112390118652887) across comparable trials..
[WARNING 07-20 05:11:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:22] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:23] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:23] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:23] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:23] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:23] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:23] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:23] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:23] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:11:23] ax.early_stopping.strategies.percentile: Early stoppinging trial 85: Trial objective value 3.3055695470759616 is worse than 50.0-th percentile (3.3038091408347707) across comparable trials..
[WARNING 07-20 05:11:23] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:23] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:23] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:23] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:23] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:23] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:23] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:23] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:23] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[WARNING 07-20 05:11:23] ax.early_stopping.strategies.base: No metric names specified. Defaulting to the objective metric(s).
[INFO 07-20 05:11:23] ax.early_stopping.strategies.percentile: Early stoppinging trial 86: Trial objective value 3.3128399872469982 is worse than 50.0-th percentile (3.3043407939441005) across comparable trials..
Step 6: Analyze Results
After running trials, you can analyze the results. Most commonly this means extracting the parameterization from the best performing trial you conducted.
best_parameters, prediction, index, name = client.get_best_parameterization()
print("Best Parameters:", best_parameters)
print("Prediction (mean, variance):", prediction)
Best Parameters: {'x1': 0.5165407743896857, 'x2': 0.510951977680749, 'x3': 0.6368397258116681, 'x4': 0.36973829570120487, 'x5': 0.35013524057072454, 'x6': 0.4916988439794598}
Prediction (mean, variance): {'hartmann6': (np.float64(-1.0092754722666268), np.float64(0.00013752510904959856))}
Step 7: Compute Analyses
Ax can also produce a number of analyses to help interpret the results of the experiment
via client.compute_analyses
. Users can manually select which analyses to run, or can
allow Ax to select which would be most relevant. In this case Ax selects the following:
- Parrellel Coordinates Plot shows which parameterizations were evaluated and what metric values were observed -- this is useful for getting a high level overview of how thoroughly the search space was explored and which regions tend to produce which outcomes
- Progression Plot shows each partial observation observed by Ax for each trial in a timeseries
- Sensitivity Analysis Plot shows which parameters have the largest affect on the objective using Sobol Indicies
- Slice Plot shows how the model predicts a single parameter effects the objective along with a confidence interval
- Contour Plot shows how the model predicts a pair of parameters effects the objective as a 2D surface
- Summary lists all trials generated along with their parameterizations, observations, and miscellaneous metadata
- Cross Validation helps to visualize how well the surrogate model is able to predict out of sample points
# display=True instructs Ax to sort then render the resulting analyses
cards = client.compute_analyses(display=True)
Modeled Arm Effects on hartmann6
Modeled effects on hartmann6. This plot visualizes predictions of the true metric changes for each arm based on Ax's model. This is the expected delta you would expect if you (re-)ran that arm. This plot helps in anticipating the outcomes and performance of arms based on the model's predictions. Note, flat predictions across arms indicate that the model predicts that there is no effect, meaning if you were to re-run the experiment, the delta you would see would be small and fall within the confidence interval indicated in the plot.
Conclusion
This tutorial demonstates Ax's early stopping capabilities, which utilize timeseries-like data to monitor the results of expensive evaluations and terminate those that are unlikely to produce promising results, freeing up resources to explore more configurations. This can be used in a number of applications, and is especially useful in machine learning contexts.