#!/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 datetime import datetime
from typing import TYPE_CHECKING, Any, Dict, List, Optional
from ax.core.arm import Arm
from ax.core.base_trial import TrialStatus
from ax.core.batch_trial import AbandonedArm, BatchTrial, GeneratorRunStruct
from ax.core.generator_run import GeneratorRun
from ax.core.runner import Runner
from ax.core.trial import Trial
if TYPE_CHECKING:
# import as module to make sphinx-autodoc-typehints happy
from ax import core # noqa F401 # pragma: no cover
[docs]def batch_trial_from_json(
experiment: "core.experiment.Experiment",
index: int,
trial_type: Optional[str],
status: TrialStatus,
time_created: datetime,
time_completed: Optional[datetime],
time_staged: Optional[datetime],
time_run_started: Optional[datetime],
abandoned_reason: Optional[str],
run_metadata: Optional[Dict[str, Any]],
generator_run_structs: List[GeneratorRunStruct],
runner: Optional[Runner],
abandoned_arms_metadata: Dict[str, AbandonedArm],
num_arms_created: int,
status_quo: Optional[Arm],
status_quo_weight_override: float,
optimize_for_power: Optional[bool],
# Allowing default values for backwards compatibility with
# objects stored before these fields were added.
ttl_seconds: Optional[int] = None,
generation_step_index: Optional[int] = None,
properties: Optional[Dict[str, Any]] = None,
) -> BatchTrial:
"""Load Ax BatchTrial from JSON.
Other classes don't need explicit deserializers, because we can just use
their constructors (see decoder.py). However, the constructor for Batch
does not allow us to exactly recreate an existing object.
"""
batch = BatchTrial(experiment=experiment, ttl_seconds=ttl_seconds)
batch._index = index
batch._trial_type = trial_type
batch._status = status
batch._time_created = time_created
batch._time_completed = time_completed
batch._time_staged = time_staged
batch._time_run_started = time_run_started
batch._abandoned_reason = abandoned_reason
batch._run_metadata = run_metadata or {}
batch._generator_run_structs = generator_run_structs
batch._runner = runner
batch._abandoned_arms_metadata = abandoned_arms_metadata
batch._num_arms_created = num_arms_created
batch._status_quo = status_quo
batch._status_quo_weight_override = status_quo_weight_override
batch.optimize_for_power = optimize_for_power
batch._generation_step_index = generation_step_index
batch._properties = properties
return batch
[docs]def trial_from_json(
experiment: "core.experiment.Experiment",
index: int,
trial_type: Optional[str],
status: TrialStatus,
time_created: datetime,
time_completed: Optional[datetime],
time_staged: Optional[datetime],
time_run_started: Optional[datetime],
abandoned_reason: Optional[str],
run_metadata: Optional[Dict[str, Any]],
generator_run: GeneratorRun,
runner: Optional[Runner],
num_arms_created: int,
# Allowing default values for backwards compatibility with
# objects stored before these fields were added.
ttl_seconds: Optional[int] = None,
generation_step_index: Optional[int] = None,
properties: Optional[Dict[str, Any]] = None,
) -> Trial:
"""Load Ax trial from JSON.
Other classes don't need explicit deserializers, because we can just use
their constructors (see decoder.py). However, the constructor for Trial
does not allow us to exactly recreate an existing object.
"""
trial = Trial(
experiment=experiment, generator_run=generator_run, ttl_seconds=ttl_seconds
)
trial._index = index
trial._trial_type = trial_type
# Swap `DISPATCHED` for `RUNNING`, since `DISPATCHED` is deprecated and nearly
# equivalent to `RUNNING`.
trial._status = status if status != TrialStatus.DISPATCHED else TrialStatus.RUNNING
trial._time_created = time_created
trial._time_completed = time_completed
trial._time_staged = time_staged
trial._time_run_started = time_run_started
trial._abandoned_reason = abandoned_reason
trial._run_metadata = run_metadata or {}
trial._runner = runner
trial._num_arms_created = num_arms_created
trial._generation_step_index = generation_step_index
trial._properties = properties or {}
return trial
