val.py `--weights` and `--data` compatibility check (#7292)
Improved error messages for understanding of user error with val.py. May help https://github.com/ultralytics/yolov5/issues/7291
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val.py
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val.py
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@ -162,6 +162,10 @@ def run(
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# Dataloader
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if not training:
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if pt and not single_cls: # check --weights are trained on --data
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ncm = model.model.yaml['nc']
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assert ncm == nc, f'{weights[0]} ({ncm} classes) trained on different --data than what you passed ({nc} ' \
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f'classes). Pass correct combination of --weights and --data that are trained together.'
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model.warmup(imgsz=(1 if pt else batch_size, 3, imgsz, imgsz)) # warmup
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pad = 0.0 if task in ('speed', 'benchmark') else 0.5
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rect = False if task == 'benchmark' else pt # square inference for benchmarks
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