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"""Basic definitions for structuring experiments."""
import logging
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from abc import ABC, abstractmethod
from collections.abc import Iterable
from typing import Optional
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from typing_extensions import Generic, TypeVar
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from benchmarks.core.utils import await_predicate
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logger = logging.getLogger(__name__)
class Experiment(ABC):
"""Base interface for an executable :class:`Experiment`."""
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@abstractmethod
def run(self):
"""Synchronously runs the experiment, blocking the current thread until it's done."""
pass
TExperiment = TypeVar('TExperiment', bound=Experiment)
class ExperimentComponent(ABC):
"""An :class:`ExperimentComponent` is a part of the environment for an experiment. These could be databases,
network nodes, etc."""
@abstractmethod
def is_ready(self) -> bool:
"""Returns whether this component is ready or not."""
pass
class ExperimentEnvironment:
"""An :class:`ExperimentEnvironment` is a collection of :class:`ExperimentComponent`s that must be ready before
an :class:`Experiment` can execute."""
def __init__(self, components: Iterable[ExperimentComponent], polling_interval: float = 0):
self.components = components
self.polling_interval = polling_interval
def await_ready(self, timeout: float = 0) -> bool:
"""Awaits for all components to be ready, or until a timeout is reached."""
# TODO we should probably have per-component timeouts, or at least provide feedback
# as to what was the completion state of each component.
if not await_predicate(
lambda: all(component.is_ready() for component in self.components),
timeout=timeout,
polling_interval=self.polling_interval,
):
return False
return True
def run(self, experiment: Experiment):
"""Runs the :class:`Experiment` within this :class:`ExperimentEnvironment`."""
if not self.await_ready():
raise RuntimeError('One or more environment components were not get ready in time')
experiment.run()
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def bind(self, experiment: TExperiment) -> 'BoundExperiment[TExperiment]':
return BoundExperiment(experiment, self)
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class BoundExperiment(Experiment, Generic[TExperiment]):
def __init__(self, experiment: Experiment, env: ExperimentEnvironment):
self.experiment = experiment
self.env = env
def run(self):
self.env.run(self.experiment)
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class IteratedExperiment(Experiment, Generic[TExperiment]):
"""An :class:`IteratedExperiment` will run a sequence of :class:`Experiment`s."""
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def __init__(self, experiments: Iterable[TExperiment]):
self.successful_runs = 0
self.failed_runs = 0
self.experiments = experiments
def run(self):
for experiment in self.experiments:
try:
experiment.run()
self.successful_runs += 1
except Exception as ex:
self.failed_runs += 1
logger.error(ex)