Make predict() close progress bars after finishing (#17952) (#18078)

* Make Trainer.predict call on_evaluate (#17952)

* Add on_predict

* Small fix

* Small and different fix

* Add tests
This commit is contained in:
neverix
2022-07-08 23:44:24 +03:00
committed by GitHub
parent 7c046c5c22
commit 8b332a6a16
4 changed files with 24 additions and 0 deletions

View File

@@ -2713,6 +2713,7 @@ class Trainer:
)
)
self.control = self.callback_handler.on_predict(self.args, self.state, self.control, output.metrics)
self._memory_tracker.stop_and_update_metrics(output.metrics)
return PredictionOutput(predictions=output.predictions, label_ids=output.label_ids, metrics=output.metrics)

View File

@@ -262,6 +262,12 @@ class TrainerCallback:
"""
pass
def on_predict(self, args: TrainingArguments, state: TrainerState, control: TrainerControl, metrics, **kwargs):
"""
Event called after a successful prediction.
"""
pass
def on_save(self, args: TrainingArguments, state: TrainerState, control: TrainerControl, **kwargs):
"""
Event called after a checkpoint save.
@@ -372,6 +378,9 @@ class CallbackHandler(TrainerCallback):
control.should_evaluate = False
return self.call_event("on_evaluate", args, state, control, metrics=metrics)
def on_predict(self, args: TrainingArguments, state: TrainerState, control: TrainerControl, metrics):
return self.call_event("on_predict", args, state, control, metrics=metrics)
def on_save(self, args: TrainingArguments, state: TrainerState, control: TrainerControl):
control.should_save = False
return self.call_event("on_save", args, state, control)
@@ -484,6 +493,12 @@ class ProgressCallback(TrainerCallback):
self.prediction_bar.close()
self.prediction_bar = None
def on_predict(self, args, state, control, **kwargs):
if state.is_local_process_zero:
if self.prediction_bar is not None:
self.prediction_bar.close()
self.prediction_bar = None
def on_log(self, args, state, control, logs=None, **kwargs):
if state.is_local_process_zero and self.training_bar is not None:
_ = logs.pop("total_flos", None)

View File

@@ -307,6 +307,11 @@ class NotebookProgressCallback(TrainerCallback):
else:
self.prediction_bar.update(self.prediction_bar.value + 1)
def on_predict(self, args, state, control, **kwargs):
if self.prediction_bar is not None:
self.prediction_bar.close()
self.prediction_bar = None
def on_log(self, args, state, control, logs=None, **kwargs):
# Only for when there is no evaluation
if args.evaluation_strategy == IntervalStrategy.NO and "loss" in logs:

View File

@@ -66,6 +66,9 @@ class MyTestTrainerCallback(TrainerCallback):
def on_evaluate(self, args, state, control, **kwargs):
self.events.append("on_evaluate")
def on_predict(self, args, state, control, **kwargs):
self.events.append("on_predict")
def on_save(self, args, state, control, **kwargs):
self.events.append("on_save")