initial commit
Browse files- .gitattributes +1100 -0
- transform_cc12m.py +88 -0
.gitattributes
CHANGED
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@@ -35,3 +35,1103 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.mp3 filter=lfs diff=lfs merge=lfs -text
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*.ogg filter=lfs diff=lfs merge=lfs -text
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*.wav filter=lfs diff=lfs merge=lfs -text
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|
transform_cc12m.py
ADDED
|
@@ -0,0 +1,88 @@
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|
| 1 |
+
from io import BytesIO
|
| 2 |
+
|
| 3 |
+
import ujson
|
| 4 |
+
import webdataset as wds
|
| 5 |
+
from PIL import Image
|
| 6 |
+
from tqdm import tqdm
|
| 7 |
+
|
| 8 |
+
|
| 9 |
+
def load_text(txt: bytes):
|
| 10 |
+
return txt.decode()
|
| 11 |
+
|
| 12 |
+
|
| 13 |
+
def load_image(jpg):
|
| 14 |
+
return Image.open(BytesIO(jpg)).convert('RGB')
|
| 15 |
+
|
| 16 |
+
|
| 17 |
+
load_mapping = {
|
| 18 |
+
'input.jpg': load_image,
|
| 19 |
+
'output.txt': load_text
|
| 20 |
+
}
|
| 21 |
+
|
| 22 |
+
|
| 23 |
+
def valid_image(img):
|
| 24 |
+
return min(img.size) >= 64
|
| 25 |
+
|
| 26 |
+
|
| 27 |
+
def resize_img(img, max_size=512):
|
| 28 |
+
width, height = img.size
|
| 29 |
+
|
| 30 |
+
if width < max_size and height < max_size:
|
| 31 |
+
return img
|
| 32 |
+
|
| 33 |
+
if width > height:
|
| 34 |
+
new_width = max_size
|
| 35 |
+
new_height = int(new_width * height / width)
|
| 36 |
+
elif height > width:
|
| 37 |
+
new_height = max_size
|
| 38 |
+
new_width = int(new_height * width / height)
|
| 39 |
+
else:
|
| 40 |
+
new_height = new_width = max_size
|
| 41 |
+
|
| 42 |
+
img = img.resize((new_width, new_height), Image.ANTIALIAS)
|
| 43 |
+
return img
|
| 44 |
+
|
| 45 |
+
|
| 46 |
+
def img_to_meta(img):
|
| 47 |
+
width, height = img.size
|
| 48 |
+
return {
|
| 49 |
+
'width': width,
|
| 50 |
+
'height': height
|
| 51 |
+
}
|
| 52 |
+
|
| 53 |
+
|
| 54 |
+
def get_image(img):
|
| 55 |
+
if not valid_image(img):
|
| 56 |
+
return None, None
|
| 57 |
+
|
| 58 |
+
resize_img(img)
|
| 59 |
+
img_stream = BytesIO()
|
| 60 |
+
img.save(img_stream, format='jpeg')
|
| 61 |
+
|
| 62 |
+
img_stream.seek(0)
|
| 63 |
+
return img_stream.read(), ujson.dumps(img_to_meta(img))
|
| 64 |
+
|
| 65 |
+
change_mapping = {
|
| 66 |
+
'input.jpg': get_image
|
| 67 |
+
}
|
| 68 |
+
|
| 69 |
+
def func(wds_dataset_str, **kwargs):
|
| 70 |
+
ds = wds.WebDataset(wds_dataset_str, shardshuffle=False).map_dict(**load_mapping).map_dict(**change_mapping).to_tuple(
|
| 71 |
+
'input.jpg', 'output.txt')
|
| 72 |
+
dl = wds.WebLoader(ds, batch_size=None, num_workers=48, prefetch_factor=16, **kwargs)
|
| 73 |
+
|
| 74 |
+
writer = wds.ShardWriter('%05d.tar', 10000)
|
| 75 |
+
for img, txt in tqdm(dl):
|
| 76 |
+
img_str, meta = img
|
| 77 |
+
if img_str is None:
|
| 78 |
+
continue
|
| 79 |
+
sample = {
|
| 80 |
+
'__key__': f'{writer.count:08}',
|
| 81 |
+
'jpg': img_str,
|
| 82 |
+
'txt': txt,
|
| 83 |
+
'json': meta
|
| 84 |
+
}
|
| 85 |
+
writer.write(sample)
|
| 86 |
+
|
| 87 |
+
if __name__ == '__main__':
|
| 88 |
+
func('../conceptual-captions-12m-webdataset/{0..127}/{00000..4}.tar')
|