Create fiftyone.py
Browse files- fiftyone.py +55 -0
fiftyone.py
ADDED
@@ -0,0 +1,55 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import fiftyone as fo
|
2 |
+
import datasets
|
3 |
+
import os
|
4 |
+
import PIL
|
5 |
+
|
6 |
+
|
7 |
+
def _get_extension(image):
|
8 |
+
if isinstance(image, PIL.PngImagePlugin.PngImageFile):
|
9 |
+
return ".png"
|
10 |
+
elif isinstance(image, PIL.JpegImagePlugin.JpegImageFile):
|
11 |
+
return ".jpg"
|
12 |
+
else:
|
13 |
+
return "web"
|
14 |
+
|
15 |
+
|
16 |
+
def _get_download_dir():
|
17 |
+
download_dir = os.path.join(
|
18 |
+
fo.config.default_dataset_dir, "huggingface", "hub", "jamarks/pokemon_copy"
|
19 |
+
)
|
20 |
+
if len(hf_args) > 0:
|
21 |
+
download_dir = os.path.join(download_dir, *hf_args)
|
22 |
+
|
23 |
+
if not os.path.exists(download_dir):
|
24 |
+
os.makedirs(download_dir)
|
25 |
+
|
26 |
+
return download_dir
|
27 |
+
|
28 |
+
|
29 |
+
def convert_to_fiftyone(hf_dataset):
|
30 |
+
dataset = fo.Dataset(name="pokemon-blip-captions", persistent=True, overwrite=True)
|
31 |
+
|
32 |
+
splits = ["train"]
|
33 |
+
download_dir = _get_download_dir()
|
34 |
+
|
35 |
+
for split in splits:
|
36 |
+
samples = []
|
37 |
+
for i, item in enumerate(hf_dataset[split]):
|
38 |
+
img = item["image"]
|
39 |
+
ext = _get_extension(img)
|
40 |
+
fp = os.path.join(download_dir, f"{split}_{i}{ext}")
|
41 |
+
if not os.path.exists(fp):
|
42 |
+
img.save(fp)
|
43 |
+
|
44 |
+
sample_dict = {
|
45 |
+
"filepath": fp,
|
46 |
+
"tags": [split],
|
47 |
+
"text": item["text"],
|
48 |
+
}
|
49 |
+
|
50 |
+
sample = fo.Sample(**sample_dict)
|
51 |
+
samples.append(sample)
|
52 |
+
|
53 |
+
dataset.add_samples(samples)
|
54 |
+
|
55 |
+
return dataset
|