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Register all timm models with ImageNet-1K and update documentation #24

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merged 3 commits into from
Oct 22, 2024
Merged

Register all timm models with ImageNet-1K and update documentation #24

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bcd8371
register all timm models with imagenet 1k
dnth Oct 22, 2024
a1f1a48
remove eva
dnth Oct 22, 2024
632954e
update readme
dnth Oct 22, 2024
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15 changes: 1 addition & 14 deletions README.md
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Original file line number Diff line number Diff line change
Expand Up @@ -194,20 +194,7 @@ model = xinfer.create_model(model)


TIMM:
<table>
<thead>
<tr>
<th>Model</th>
<th>Usage</th>
</tr>
</thead>
<tbody>
<tr>
<td><a href="https://github.com/baaivision/EVA/tree/master/EVA-02">EVA02 Series</a></td>
<td><code>xinfer.create_model("eva02_small_patch14_336.mim_in22k_ft_in1k")</code></td>
</tr>
</tbody>
</table>
All models from [TIMM](https://github.com/huggingface/pytorch-image-models) fine-tuned for ImageNet 1k are supported.

> [!NOTE]
> Wish to load an unsupported model?
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594 changes: 474 additions & 120 deletions nbs/timm.ipynb
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3 changes: 2 additions & 1 deletion requirements.txt
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Expand Up @@ -5,4 +5,5 @@ einops
pillow
gradio
itables
pandas
pandas
numpy<2.0.0
2 changes: 1 addition & 1 deletion xinfer/timm/__init__.py
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@@ -1,2 +1,2 @@
from .eva02 import EVA02
from .load_timm_models import load_timm_models
from .timm_model import TimmModel
47 changes: 0 additions & 47 deletions xinfer/timm/eva02.py
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16 changes: 16 additions & 0 deletions xinfer/timm/load_timm_models.py
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@@ -0,0 +1,16 @@
import timm

from ..model_registry import ModelInputOutput, register_model
from .timm_model import TimmModel


def load_timm_models():
model_list = timm.list_models("*1k*", pretrained=True)

for model_id in model_list:
register_model(model_id, "timm", ModelInputOutput.IMAGE_TO_CATEGORIES)(
TimmModel
)


load_timm_models()
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