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- # Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
- import torch.utils.data
- from torch.utils.data import DataLoader, DistributedSampler
- from .coco import build_coco, coco_labels, coco_indexs
- from .transforms import build_transform
- def build_dataset(args, cfg, transform=None, is_train=False):
- if args.dataset == 'coco':
- dataset = build_coco(args, transform, is_train)
- class_labels = coco_labels
- num_classes = 80
- cfg.class_labels = class_labels
- cfg.num_classes = num_classes
- return dataset
- def build_dataloader(args, dataset, batch_size, collate_fn, is_train=False):
- if args.distributed:
- sampler = DistributedSampler(dataset) if is_train else DistributedSampler(dataset, shuffle=False)
- else:
- sampler = torch.utils.data.RandomSampler(dataset) if is_train else torch.utils.data.SequentialSampler(dataset)
- if is_train:
- batch_sampler = torch.utils.data.BatchSampler(sampler, batch_size, drop_last=True)
- dataloader = DataLoader(dataset, batch_sampler=batch_sampler, collate_fn=collate_fn, num_workers=args.num_workers)
- else:
- dataloader = DataLoader(dataset, batch_size, sampler=sampler, drop_last=False, collate_fn=collate_fn, num_workers=args.num_workers)
-
- return dataloader
- coco_labels = {1: 'person', 2: 'bicycle', 3: 'car', 4: 'motorcycle', 5: 'airplane', 6: 'bus', 7: 'train', 8: 'truck', 9: 'boat', 10: 'traffic light', 11: 'fire hydrant', 13: 'stop sign', 14: 'parking meter', 15: 'bench', 16: 'bird', 17: 'cat', 18: 'dog', 19: 'horse', 20: 'sheep', 21: 'cow', 22: 'elephant', 23: 'bear', 24: 'zebra', 25: 'giraffe', 27: 'backpack', 28: 'umbrella', 31: 'handbag', 32: 'tie', 33: 'suitcase', 34: 'frisbee', 35: 'skis', 36: 'snowboard', 37: 'sports ball', 38: 'kite', 39: 'baseball bat', 40: 'baseball glove', 41: 'skateboard', 42: 'surfboard', 43: 'tennis racket', 44: 'bottle', 46: 'wine glass', 47: 'cup', 48: 'fork', 49: 'knife', 50: 'spoon', 51: 'bowl', 52: 'banana', 53: 'apple', 54: 'sandwich', 55: 'orange', 56: 'broccoli', 57: 'carrot', 58: 'hot dog', 59: 'pizza', 60: 'donut', 61: 'cake', 62: 'chair', 63: 'couch', 64: 'potted plant', 65: 'bed', 67: 'dining table', 70: 'toilet', 72: 'tv', 73: 'laptop', 74: 'mouse', 75: 'remote', 76: 'keyboard', 77: 'cell phone', 78: 'microwave', 79: 'oven', 80: 'toaster', 81: 'sink', 82: 'refrigerator', 84: 'book', 85: 'clock', 86: 'vase', 87: 'scissors', 88: 'teddy bear', 89: 'hair drier', 90: 'toothbrush'}
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