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# Ultralytics YOLO 🚀, AGPL-3.0 license
from ultralytics.utils import SETTINGS
try:
assert SETTINGS['raytune'] is True # verify integration is enabled
import ray
from ray import tune
from ray.air import session
except (ImportError, AssertionError):
tune = None
def on_fit_epoch_end(trainer):
"""Sends training metrics to Ray Tune at end of each epoch."""
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 {}