Add datafiles.
Browse files- .gitattributes +2 -0
- README.md +56 -0
- annotations/instances_train2017.json +0 -0
- annotations/instances_val2017.json +0 -0
- tiny_coco.py +113 -0
- train2017.zip +3 -0
- val2017.zip +3 -0
.gitattributes
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@@ -52,3 +52,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.jpg filter=lfs diff=lfs merge=lfs -text
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*.jpeg filter=lfs diff=lfs merge=lfs -text
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*.webp filter=lfs diff=lfs merge=lfs -text
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*.jpg filter=lfs diff=lfs merge=lfs -text
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*.jpeg filter=lfs diff=lfs merge=lfs -text
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*.webp filter=lfs diff=lfs merge=lfs -text
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train2017.zip filter=lfs diff=lfs merge=lfs -text
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val2017.zip filter=lfs diff=lfs merge=lfs -text
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README.md
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@@ -1,3 +1,59 @@
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---
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license: apache-2.0
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---
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---
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license: apache-2.0
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---
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---
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dataset_info:
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- config_name: train
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features:
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- name: filename
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dtype: string
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- name: height
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dtype: int64
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- name: width
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dtype: int64
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- name: ann
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struct:
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- name: bboxes
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sequence:
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sequence: float64
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- name: bboxes_ignore
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sequence:
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sequence: int64
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- name: label_ignore
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sequence: int64
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- name: labels
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sequence: int64
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splits:
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- name: train
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num_bytes: 211748
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num_examples: 500
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download_size: 89624346
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dataset_size: 211748
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- config_name: val
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features:
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- name: filename
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dtype: string
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- name: height
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dtype: int64
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- name: width
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dtype: int64
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- name: ann
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struct:
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- name: bboxes
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sequence:
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sequence: float64
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- name: bboxes_ignore
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sequence:
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sequence: int64
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- name: label_ignore
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sequence: int64
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- name: labels
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sequence: int64
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splits:
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- name: val
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num_bytes: 209868
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num_examples: 500
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download_size: 82654443
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dataset_size: 209868
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---
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annotations/instances_train2017.json
ADDED
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The diff for this file is too large to render.
See raw diff
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annotations/instances_val2017.json
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The diff for this file is too large to render.
See raw diff
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tiny_coco.py
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@@ -0,0 +1,113 @@
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import os
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import datasets
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from pycocotools.coco import COCO
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_DESCRIPTION = 'A tiny coco2017 dataset example.'
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_ROOT = 'https://huggingface.co/datasets/Apter/tiny-coco/'
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_URLS = {
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'train': _ROOT + 'train2017.zip',
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'train_meta': _ROOT + 'annotations/instances_train2017.json',
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'val': _ROOT + 'val2017.zip',
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'val_meta': _ROOT + 'annotations/instances_val2017.json',
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}
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_CLASSES = ('person', 'bicycle', 'car', 'motorcycle', 'airplane', 'bus',
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'train', 'truck', 'boat', 'traffic light', 'fire hydrant',
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'stop sign', 'parking meter', 'bench', 'bird', 'cat', 'dog',
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'horse', 'sheep', 'cow', 'elephant', 'bear', 'zebra', 'giraffe',
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'backpack', 'umbrella', 'handbag', 'tie', 'suitcase', 'frisbee',
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'skis', 'snowboard', 'sports ball', 'kite', 'baseball bat',
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'baseball glove', 'skateboard', 'surfboard', 'tennis racket',
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'bottle', 'wine glass', 'cup', 'fork', 'knife', 'spoon', 'bowl',
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'banana', 'apple', 'sandwich', 'orange', 'broccoli', 'carrot',
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'hot dog', 'pizza', 'donut', 'cake', 'chair', 'couch',
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'potted plant', 'bed', 'dining table', 'toilet', 'tv', 'laptop',
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'mouse', 'remote', 'keyboard', 'cell phone', 'microwave', 'oven',
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'toaster', 'sink', 'refrigerator', 'book', 'clock', 'vase',
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'scissors', 'teddy bear', 'hair drier', 'toothbrush')
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class TinyCoco(datasets.GeneratorBasedBuilder):
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"""TODO: Short description of my dataset."""
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VERSION = datasets.Version('0.1.0')
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BUILDER_CONFIGS = [
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datasets.BuilderConfig(
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name='train', version=VERSION, description='Training set'),
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datasets.BuilderConfig(
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name='val', version=VERSION, description='Validation set'),
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]
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# It's not mandatory to have a default configuration.
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# Just use one if it make sense.
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DEFAULT_CONFIG_NAME = 'train'
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def _info(self):
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return datasets.DatasetInfo(
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# This is the description that will appear on the datasets page.
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description=_DESCRIPTION
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)
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def _split_generators(self, dl_manager):
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data_dir = dl_manager.download(_URLS[self.config.name])
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meta = dl_manager.download(_URLS[self.config.name + '_meta'])
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return [
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datasets.SplitGenerator(
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name=self.config.name,
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# These kwargs will be passed to _generate_examples
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gen_kwargs={
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'img_prefix': data_dir,
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'ann_file': meta
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})
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]
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def _generate_examples(self, img_prefix, ann_file):
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"""Parser coco format annotation file."""
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coco = COCO(ann_file)
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cat_ids = coco.getCatIds(_CLASSES)
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cat2label = {cat_id: i for i, cat_id in enumerate(cat_ids)}
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img_ids = coco.getImgIds()
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index = 0
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for i in img_ids:
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sample = dict()
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info = coco.loadImgs([i])[0]
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sample['filename'] = os.path.join(img_prefix, info['file_name'])
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sample['height'] = info['height']
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sample['width'] = info['width']
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ann_ids = coco.getAnnIds([i])
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ann_info = coco.loadAnns(ann_ids)
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gt_bboxes = []
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gt_labels = []
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gt_bboxes_ignore = []
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gt_label_ignore = []
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gt_masks_ann = []
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for i, ann in enumerate(ann_info):
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if ann.get('ignore', False):
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continue
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x1, y1, w, h = ann['bbox']
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inter_w = max(0, min(x1 + w, sample['width']) - max(x1, 0))
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inter_h = max(0, min(y1 + h, sample['height']) - max(y1, 0))
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if inter_w * inter_h == 0:
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continue
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if ann['area'] <= 0 or w < 1 or h < 1:
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continue
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if ann['category_id'] not in cat_ids:
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continue
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bbox = [x1, y1, x1 + w, y1 + h]
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if ann.get('iscrowd', False):
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gt_bboxes_ignore.append(bbox)
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gt_label_ignore.append(cat2label[ann['category_id']])
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else:
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gt_bboxes.append(bbox)
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gt_labels.append(cat2label[ann['category_id']])
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gt_masks_ann.append(ann.get('segmentation', None))
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sample['ann'] = dict(
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bboxes=gt_bboxes,
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labels=gt_labels,
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bboxes_ignore=gt_bboxes_ignore,
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label_ignore=gt_label_ignore)
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yield index, sample
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index += 1
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train2017.zip
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version https://git-lfs.github.com/spec/v1
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oid sha256:a8f8ea150f7ee4533ba213bf3ca2bdf5e9d16b02df92420b90dc439e07ef7433
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size 81827297
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val2017.zip
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version https://git-lfs.github.com/spec/v1
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oid sha256:49172589a65ac3760aff56027878d986fc3c7897fd5f7b8e81a527bbcf289f34
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size 80303732
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