Source code for ax.storage.json_store.decoders

#!/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, ) -> 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 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, ) -> 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 return trial