ultralytics 8.0.107 (#2778)
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Peter van Lunteren <contact@pvanlunteren.com>
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23 changed files with 236 additions and 73 deletions
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@ -766,9 +766,17 @@ def v8_transforms(dataset, imgsz, hyp):
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pre_transform=LetterBox(new_shape=(imgsz, imgsz)),
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)])
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flip_idx = dataset.data.get('flip_idx', None) # for keypoints augmentation
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if dataset.use_keypoints and flip_idx is None and hyp.fliplr > 0.0:
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hyp.fliplr = 0.0
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LOGGER.warning("WARNING ⚠️ No `flip_idx` provided while training keypoints, setting augmentation 'fliplr=0.0'")
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if dataset.use_keypoints:
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kpt_shape = dataset.data.get('kpt_shape', None)
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if flip_idx is None and hyp.fliplr > 0.0:
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hyp.fliplr = 0.0
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LOGGER.warning("WARNING ⚠️ No 'flip_idx' array defined in data.yaml, setting augmentation 'fliplr=0.0'")
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elif flip_idx:
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if len(flip_idx) != kpt_shape[0]:
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raise ValueError(f'data.yaml flip_idx={flip_idx} length must be equal to kpt_shape[0]={kpt_shape[0]}')
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elif flip_idx[0] != 0:
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raise ValueError(f'data.yaml flip_idx={flip_idx} must be zero-index (start from 0)')
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return Compose([
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pre_transform,
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MixUp(dataset, pre_transform=pre_transform, p=hyp.mixup),
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