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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,209 @@ | ||
| """Defines extension mechanism for third party to hook into Orion""" | ||
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| class EventDelegate: | ||
| """Allow extensions to listen to incoming events from Orion. | ||
| Orion broadcasts events which trigger extensions callbacks. | ||
| Parameters | ||
| ---------- | ||
| name: str | ||
| name of the event we are creating, this is useful for error reporting | ||
| deferred: bool | ||
| if false events are triggered as soon as broadcast is called | ||
| if true the events will need to be triggered manually | ||
| """ | ||
| def __init__(self, name, deferred=False) -> None: | ||
| self.handlers = [] | ||
| self.deferred_calls = [] | ||
| self.name = name | ||
| self.deferred = deferred | ||
| self.bad_handlers = [] | ||
| self.manager = None | ||
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| def remove(self, function) -> bool: | ||
| """Remove an event handler from the handler list""" | ||
| try: | ||
| self.handlers.remove(function) | ||
| return True | ||
| except ValueError: | ||
| return False | ||
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| def add(self, function): | ||
| """Add an event handler to our handler list""" | ||
| self.handlers.append(function) | ||
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| def broadcast(self, *args, **kwargs): | ||
| """Broadcast and event to all our handlers""" | ||
| if not self.deferred: | ||
| self._execute(args, kwargs) | ||
| return | ||
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| self.deferred_calls.append((args, kwargs)) | ||
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| def _execute(self, args, kwargs): | ||
| for fun in self.handlers: | ||
| try: | ||
| fun(*args, **kwargs) | ||
| except Exception as err: | ||
| if self.manager: | ||
| self.manager.on_extension_error.broadcast(self.name, fun, err, args=(args, kwargs)) | ||
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| def execute(self): | ||
| """Execute all our deferred handlers if any""" | ||
| for args, kwargs in self.deferred_calls: | ||
| self._execute(args, kwargs) | ||
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| class _DelegateStartEnd: | ||
| def __init__(self, start, error, end, *args, **kwargs): | ||
| self.args = args | ||
| self.kwargs = kwargs | ||
| self.start = start | ||
| self.end = end | ||
| self.error = error | ||
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| def __enter__(self): | ||
| self.start.broadcast(*self.args, **self.kwargs) | ||
| return self | ||
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| def __exit__(self, exception_type, exception_value, exception_traceback): | ||
| self.end.broadcast(*self.args, **self.kwargs) | ||
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| if exception_value is not None: | ||
| self.error.broadcast( | ||
| *self.args, | ||
| exception_type, | ||
| exception_value, | ||
| exception_traceback, | ||
| **self.kwargs | ||
| ) | ||
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| class OrionExtensionManager: | ||
| """Manages third party extensions for Orion""" | ||
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| def __init__(self): | ||
| self._events = {} | ||
| self._get_event('on_extension_error') | ||
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| # -- Trials | ||
| self._get_event('new_trial') | ||
| self._get_event('on_trial_error') | ||
| self._get_event('end_trial') | ||
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| # -- Experiments | ||
| self._get_event('start_experiment') | ||
| self._get_event('on_experiment_error') | ||
| self._get_event('end_experiment') | ||
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| def experiment(self, *args, **kwargs): | ||
| """Initialize a context manager that will call start/error/end events automatically""" | ||
| return _DelegateStartEnd( | ||
| self.start_experiment, | ||
| self.on_experiment_error, | ||
| self.end_experiment, | ||
| *args, | ||
| **kwargs | ||
| ) | ||
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| def trial(self, *args, **kwargs): | ||
| """Initialize a context manager that will call start/error/end events automatically""" | ||
| return _DelegateStartEnd( | ||
| self.new_trial, | ||
| self.on_trial_error, | ||
| self.end_trial, | ||
| *args, | ||
| **kwargs | ||
| ) | ||
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| def __getattr__(self, name): | ||
| if name in self._events: | ||
| return self._get_event(name) | ||
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| def _get_event(self, key): | ||
| """Retrieve or generate a new event delegate""" | ||
| delegate = self._events.get(key) | ||
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| if delegate is None: | ||
| delegate = EventDelegate(key) | ||
| delegate.manager = self | ||
| self._events[key] = delegate | ||
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| return delegate | ||
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| def register(self, ext): | ||
| """Register a new extensions | ||
| Parameters | ||
| ---------- | ||
| ext | ||
| object implementing :class`OrionExtension` methods | ||
| Returns | ||
| ------- | ||
| the number of calls that was registered | ||
| """ | ||
| registered_callbacks = 0 | ||
| for name, delegate in self._events.items(): | ||
| if hasattr(ext, name): | ||
| delegate.add(getattr(ext, name)) | ||
| registered_callbacks += 1 | ||
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| return registered_callbacks | ||
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| def unregister(self, ext): | ||
| """Remove an extensions if it was already registered""" | ||
| unregistered_callbacks = 0 | ||
| for name, delegate in self._events.items(): | ||
| if hasattr(ext, name): | ||
| delegate.remove(getattr(ext, name)) | ||
| unregistered_callbacks += 1 | ||
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| return unregistered_callbacks | ||
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| class OrionExtension: | ||
| """Base orion extension interface you need to implement""" | ||
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| def on_extension_error(self, name, fun, exception, args): | ||
| """Called when an extension callbakc raise an exception | ||
| Parameters | ||
| ---------- | ||
| fun: callable | ||
| handler that raised the error | ||
| exception: | ||
| raised exception | ||
| args: tuple | ||
| tuple of the arguments that were used | ||
| """ | ||
| return | ||
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| def on_trial_error(self, trial, exception_type, exception_value, exception_traceback): | ||
| """Called when a error occur during the optimization process""" | ||
| return | ||
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| def new_trial(self, trial): | ||
| """Called when the trial starts with a new configuration""" | ||
| return | ||
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| def end_trial(self, trial): | ||
| """Called when the trial finished""" | ||
| return | ||
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| def on_experiment_error(self, experiment, exception_type, exception_value, exception_traceback): | ||
| """Called when a error occur during the optimization process""" | ||
| return | ||
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| def start_experiment(self, experiment): | ||
| """Called at the begin of the optimization process before the worker starts""" | ||
| return | ||
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| def end_experiment(self, experiment): | ||
| """Called at the end of the optimization process after the worker exits""" | ||
| return | ||
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