ultralytics 8.1.40 search in Python sets {} for speed (#9450)
Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
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41 changed files with 97 additions and 93 deletions
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@ -77,7 +77,7 @@ class YOLODataset(BaseDataset):
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desc = f"{self.prefix}Scanning {path.parent / path.stem}..."
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total = len(self.im_files)
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nkpt, ndim = self.data.get("kpt_shape", (0, 0))
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if self.use_keypoints and (nkpt <= 0 or ndim not in (2, 3)):
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if self.use_keypoints and (nkpt <= 0 or ndim not in {2, 3}):
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raise ValueError(
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"'kpt_shape' in data.yaml missing or incorrect. Should be a list with [number of "
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"keypoints, number of dims (2 for x,y or 3 for x,y,visible)], i.e. 'kpt_shape: [17, 3]'"
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@ -142,7 +142,7 @@ class YOLODataset(BaseDataset):
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# Display cache
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nf, nm, ne, nc, n = cache.pop("results") # found, missing, empty, corrupt, total
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if exists and LOCAL_RANK in (-1, 0):
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if exists and LOCAL_RANK in {-1, 0}:
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d = f"Scanning {cache_path}... {nf} images, {nm + ne} backgrounds, {nc} corrupt"
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TQDM(None, desc=self.prefix + d, total=n, initial=n) # display results
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if cache["msgs"]:
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@ -235,7 +235,7 @@ class YOLODataset(BaseDataset):
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value = values[i]
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if k == "img":
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value = torch.stack(value, 0)
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if k in ["masks", "keypoints", "bboxes", "cls", "segments", "obb"]:
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if k in {"masks", "keypoints", "bboxes", "cls", "segments", "obb"}:
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value = torch.cat(value, 0)
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new_batch[k] = value
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new_batch["batch_idx"] = list(new_batch["batch_idx"])
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@ -334,7 +334,7 @@ class ClassificationDataset(torchvision.datasets.ImageFolder):
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assert cache["version"] == DATASET_CACHE_VERSION # matches current version
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assert cache["hash"] == get_hash([x[0] for x in self.samples]) # identical hash
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nf, nc, n, samples = cache.pop("results") # found, missing, empty, corrupt, total
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if LOCAL_RANK in (-1, 0):
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if LOCAL_RANK in {-1, 0}:
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d = f"{desc} {nf} images, {nc} corrupt"
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TQDM(None, desc=d, total=n, initial=n)
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if cache["msgs"]:
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