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try:
import ray
from ray import tune
from ray.air import session
except (ImportError, AssertionError):
tune = None
def on_fit_epoch_end(trainer):
if ray.tune.is_session_enabled():
metrics = trainer.metrics
metrics['epoch'] = trainer.epoch
session.report(metrics)
callbacks = {
'on_fit_epoch_end': on_fit_epoch_end, } if tune else {}