Validate `best.pt` on train end (#4889)
* Validate best.pt on train end * 0.7 iou for COCO only * pass callbacks * active model.float() if not half * print Validating best.pt... * add newlinepull/4931/head
parent
e687873436
commit
d856c48298
27
train.py
27
train.py
|
@ -356,9 +356,7 @@ def train(hyp, # path/to/hyp.yaml or hyp dictionary
|
|||
single_cls=single_cls,
|
||||
dataloader=val_loader,
|
||||
save_dir=save_dir,
|
||||
save_json=is_coco and final_epoch,
|
||||
verbose=nc < 50 and final_epoch,
|
||||
plots=plots and final_epoch,
|
||||
plots=False,
|
||||
callbacks=callbacks,
|
||||
compute_loss=compute_loss)
|
||||
|
||||
|
@ -404,23 +402,24 @@ def train(hyp, # path/to/hyp.yaml or hyp dictionary
|
|||
# end training -----------------------------------------------------------------------------------------------------
|
||||
if RANK in [-1, 0]:
|
||||
LOGGER.info(f'\n{epoch - start_epoch + 1} epochs completed in {(time.time() - t0) / 3600:.3f} hours.')
|
||||
if not evolve:
|
||||
if is_coco: # COCO dataset
|
||||
for m in [last, best] if best.exists() else [last]: # speed, mAP tests
|
||||
for f in last, best:
|
||||
if f.exists():
|
||||
strip_optimizer(f) # strip optimizers
|
||||
if f is best:
|
||||
LOGGER.info(f'\nValidating {f}...')
|
||||
results, _, _ = val.run(data_dict,
|
||||
batch_size=batch_size // WORLD_SIZE * 2,
|
||||
imgsz=imgsz,
|
||||
model=attempt_load(m, device).half(),
|
||||
iou_thres=0.7, # NMS IoU threshold for best pycocotools results
|
||||
model=attempt_load(f, device).half(),
|
||||
iou_thres=0.7 if is_coco else 0.6, # best pycocotools results at 0.7
|
||||
single_cls=single_cls,
|
||||
dataloader=val_loader,
|
||||
save_dir=save_dir,
|
||||
save_json=True,
|
||||
plots=False)
|
||||
# Strip optimizers
|
||||
for f in last, best:
|
||||
if f.exists():
|
||||
strip_optimizer(f) # strip optimizers
|
||||
save_json=is_coco,
|
||||
verbose=True,
|
||||
plots=True,
|
||||
callbacks=callbacks) # val best model with plots
|
||||
|
||||
callbacks.run('on_train_end', last, best, plots, epoch)
|
||||
LOGGER.info(f"Results saved to {colorstr('bold', save_dir)}")
|
||||
|
||||
|
|
Loading…
Reference in New Issue