levit-256-onnx / README.md
Felix Marty
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---
license: apache-2.0
---
This model is a fork of (facebook/levit-256)[https://huggingface.co/facebook/levit-256], where:
* `nn.BatchNorm2d` and `nn.Conv2d` are fused
* `nn.BatchNorm1d` and `nn.Linear` are fused
and the optimized model is converted to the onnx format.
## How to use
```python
from optimum.onnxruntime.modeling_ort import ORTModelForImageClassification
from transformers import AutoModelForImageClassification
ort_model = ORTModelForImageClassification.from_pretrained("fxmarty/levit-256-onnx")
inp = {"pixel_values": torch.rand(4, 3, 224, 224)}
res = model(**inp)
res_ort = ort_model(**inp)
assert torch.allclose(res.logits, res_ort.logits, atol=1e-4)
```