Source code for ax.utils.testing.metrics.backend_simulator_map

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

from typing import Any, List

from ax.core.base_trial import BaseTrial
from ax.core.map_data import MapData
from ax.metrics.noisy_function_map import NoisyFunctionMapMetric


[docs]class BackendSimulatorTimestampMapMetric(NoisyFunctionMapMetric): """A metric that interfaces with an underlying ``BackendSimulator`` and returns timestamp map data."""
[docs] def fetch_trial_data( self, trial: BaseTrial, noisy: bool = True, **kwargs: Any ) -> MapData: """Fetch data for one trial.""" backend_simulator = trial.experiment.runner.simulator # pyre-ignore[16] sim_trial = backend_simulator.get_sim_trial_by_index(trial.index) end_time = ( backend_simulator.time if sim_trial.sim_completed_time is None else sim_trial.sim_completed_time ) timestamps = self.convert_to_timestamps( start_time=sim_trial.sim_start_time, end_time=end_time ) timestamp_kwargs = {"map_keys": ["timestamp"], "timestamp": timestamps} return NoisyFunctionMapMetric.fetch_trial_data( self, trial=trial, noisy=noisy, **kwargs, **timestamp_kwargs )
[docs] def convert_to_timestamps(self, start_time: float, end_time: float) -> List[float]: """Given a starting and current time, get the list of intermediate timestamps at which we have observations.""" raise NotImplementedError