Alexandr Bolotin
commited on
Commit
·
ba84249
1
Parent(s):
0631a14
delete file
Browse files- parquet_push_to_hub.py +65 -0
parquet_push_to_hub.py
ADDED
@@ -0,0 +1,65 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import io
|
2 |
+
import os
|
3 |
+
import datasets
|
4 |
+
import traceback
|
5 |
+
|
6 |
+
from PIL import Image
|
7 |
+
from datasets import Features, Dataset
|
8 |
+
|
9 |
+
def create_features():
|
10 |
+
features = Features(
|
11 |
+
{
|
12 |
+
'image': datasets.Image(),
|
13 |
+
"type": datasets.Value("string"),
|
14 |
+
}
|
15 |
+
)
|
16 |
+
return features
|
17 |
+
|
18 |
+
def image_to_bytes(image_path):
|
19 |
+
image = Image.open(image_path)
|
20 |
+
|
21 |
+
image_data = io.BytesIO()
|
22 |
+
image.save(image_data, format='PNG')
|
23 |
+
|
24 |
+
img_data = image_data.getvalue()
|
25 |
+
|
26 |
+
return img_data
|
27 |
+
|
28 |
+
def main():
|
29 |
+
current_directory = os.path.dirname(os.path.realpath(__file__))
|
30 |
+
|
31 |
+
files_folder = 'files'
|
32 |
+
files_folder_path = os.path.join(current_directory, files_folder)
|
33 |
+
|
34 |
+
dataset_dict = {
|
35 |
+
'image': [],
|
36 |
+
"type": [],
|
37 |
+
}
|
38 |
+
|
39 |
+
for root, dirs, files in os.walk(files_folder_path):
|
40 |
+
for file in files:
|
41 |
+
|
42 |
+
if file.lower().endswith(('.jpg', '.jpeg')):
|
43 |
+
file_path = os.path.join(root, file)
|
44 |
+
img_data = image_to_bytes(file_path)
|
45 |
+
dataset_dict['image'].append(img_data)
|
46 |
+
dataset_dict['type'].append(os.path.basename(root))
|
47 |
+
|
48 |
+
|
49 |
+
# print('dataset_dict', dataset_dict)
|
50 |
+
# print('features', create_features())
|
51 |
+
|
52 |
+
try:
|
53 |
+
dataset = Dataset.from_dict(dataset_dict, features=create_features())
|
54 |
+
except Exception as e:
|
55 |
+
traceback.print_exc()
|
56 |
+
# print(e)
|
57 |
+
|
58 |
+
|
59 |
+
os.environ["HF_HOME"] = "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"
|
60 |
+
|
61 |
+
dataset.push_to_hub('TrainingDataPro/chest-x-rays')
|
62 |
+
|
63 |
+
|
64 |
+
if __name__ == "__main__":
|
65 |
+
main()
|