Source code for ax.utils.common.constants

#!/usr/bin/env python3
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.

from enum import Enum, unique
from typing import Tuple


# -------------------------- Warnings --------------------------


EXPERIMENT_IS_TEST_WARNING = (
    "The is_test flag has been set to True. "
    "This flag is meant purely for development and integration testing purposes. "
    "If you are running a live experiment, please set this flag to False"
)


# -------------------------- Error messages --------------------------


UNEXPECTED_METRIC_COMBINATION = """
Unexpected combination of dummy base `Metric` class metrics and `Metric`
subclasses with defined fetching logic.
"""


# --------------------------- Reserved keys ---------------------------


[docs]@unique class Keys(str, Enum): """Enum of reserved keys in options dicts etc, alphabetized. NOTE: Useful for keys in dicts that correspond to kwargs to classes or functions and/or are used in multiple places. """ ACQF_KWARGS = "acquisition_function_kwargs" BATCH_INIT_CONDITIONS = "batch_initial_conditions" CANDIDATE_SET = "candidate_set" CANDIDATE_SIZE = "candidate_size" COST_AWARE_UTILITY = "cost_aware_utility" COST_INTERCEPT = "cost_intercept" CURRENT_VALUE = "current_value" EXPAND = "expand" EXPECTED_ACQF_VAL = "expected_acquisition_value" FIDELITY_FEATURES = "fidelity_features" FIDELITY_WEIGHTS = "fidelity_weights" FRAC_RANDOM = "frac_random" FULL_PARAMETERIZATION = "full_parameterization" IMMUTABLE_SEARCH_SPACE_AND_OPT_CONF = "immutable_search_space_and_opt_config" MAXIMIZE = "maximize" METADATA = "metadata" METRIC_NAMES = "metric_names" NUM_FANTASIES = "num_fantasies" NUM_INNER_RESTARTS = "num_inner_restarts" NUM_RESTARTS = "num_restarts" NUM_TRACE_OBSERVATIONS = "num_trace_observations" OBJECTIVE = "objective" OPTIMIZER_KWARGS = "optimizer_kwargs" PREFERENCE_DATA = "preference_data" PROJECT = "project" TRIAL_COMPLETION_TIMESTAMP = "trial_completion_timestamp" QMC = "qmc" RAW_INNER_SAMPLES = "raw_inner_samples" RAW_SAMPLES = "raw_samples" REFIT_ON_UPDATE = "refit_on_update" SAMPLER = "sampler" SEED_INNER = "seed_inner" SEQUENTIAL = "sequential" STATE_DICT = "state_dict" SUBCLASS = "subclass" SUBSET_MODEL = "subset_model" TASK_FEATURES = "task_features" WARM_START_REFITTING = "warm_start_refitting" X_BASELINE = "X_baseline"
DEFAULT_WINSORIZATION_LIMITS_MINIMIZATION: Tuple[float, float] = (0.0, 0.2) DEFAULT_WINSORIZATION_LIMITS_MAXIMIZATION: Tuple[float, float] = (0.2, 0.0)