Push model using huggingface_hub.
Browse files- README.md +10 -34
- config.json +947 -2
- model.safetensors +2 -2
README.md
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---
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tags:
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- colorization
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- unet
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- pytorch
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license: apache-2.0
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---
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- **Status:** Final (20 epochs complete)
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- **Input:** L channel normalized as `L/50 - 1` -> `[-1, 1]`, shape `(1, 256, 256)`
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- **Output:** ab channels normalized as `ab/110`, shape `(2, 256, 256)`
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- **Trained on:** `frgfm/imagenette` (320px), continued from `User-2468/mini-unet-colorizer`
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- **Loss so far (SmoothL1, color_weight=2.0):** train 0.0090, val 0.0099
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## Usage
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```python
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import numpy as np, torch
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from skimage.color import rgb2lab, lab2rgb
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from PIL import Image
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# paste the SmallUNetColorizer class definition from the training script, then:
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model = SmallUNetColorizer.from_pretrained("User-2468/mini-unet-colorizer")
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model.eval()
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img = Image.open("photo.jpg").convert("RGB").resize((256, 256))
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lab = rgb2lab(np.asarray(img).astype("float32") / 255.0)
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L = torch.from_numpy(lab[:, :, 0:1] / 50.0 - 1.0).permute(2, 0, 1)[None]
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with torch.no_grad():
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ab = model(L)[0].permute(1, 2, 0).numpy() * 110.0
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lab_out = np.concatenate([(L[0, 0].numpy() + 1) * 50.0 [:, :, None], ab], axis=-1)
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rgb_out = np.clip(lab2rgb(lab_out), 0, 1)
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```
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---
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license: apache-2.0
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pipeline_tag: image-to-image
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tags:
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- classification
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- colorization
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- image-to-image
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- model_hub_mixin
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- pytorch_model_hub_mixin
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- unet
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---
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This model has been pushed to the Hub using the [PytorchModelHubMixin](https://huggingface.co/docs/huggingface_hub/package_reference/mixins#huggingface_hub.PyTorchModelHubMixin) integration:
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- Code: [More Information Needed]
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- Paper: [More Information Needed]
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- Docs: [More Information Needed]
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config.json
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{
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"base": 44,
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|
| 5 |
}
|
|
|
|
| 1 |
{
|
| 2 |
"base": 44,
|
| 3 |
+
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|
| 4 |
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| 5 |
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| 6 |
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| 9 |
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| 10 |
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| 11 |
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| 14 |
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| 15 |
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| 17 |
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| 18 |
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| 19 |
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| 21 |
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| 22 |
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| 29 |
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| 30 |
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| 31 |
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| 33 |
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| 37 |
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| 38 |
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| 41 |
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| 911 |
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|
| 912 |
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[
|
| 913 |
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|
| 914 |
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|
| 915 |
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|
| 916 |
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[
|
| 917 |
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85.0,
|
| 918 |
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|
| 919 |
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],
|
| 920 |
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[
|
| 921 |
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85.0,
|
| 922 |
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|
| 923 |
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],
|
| 924 |
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[
|
| 925 |
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|
| 926 |
+
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|
| 927 |
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],
|
| 928 |
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[
|
| 929 |
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|
| 930 |
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|
| 931 |
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|
| 932 |
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[
|
| 933 |
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|
| 934 |
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|
| 935 |
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],
|
| 936 |
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[
|
| 937 |
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|
| 938 |
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|
| 939 |
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|
| 940 |
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[
|
| 941 |
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|
| 942 |
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|
| 943 |
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|
| 944 |
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|
| 945 |
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|
| 946 |
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|
| 947 |
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|
| 948 |
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|
| 949 |
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"in_ch": 1
|
| 950 |
}
|
model.safetensors
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:353181e49c677db2aa94c139802b103e30a42e9e58c972d305824740404ed0da
|
| 3 |
+
size 14629040
|