Duplicate from Qdrant/resnet50-onnx
Browse filesCo-authored-by: George <jmzzomg@users.noreply.huggingface.co>
- .gitattributes +35 -0
- README.md +31 -0
- config.json +1 -0
- model.onnx +3 -0
- preprocessor_config.json +43 -0
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README.md
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---
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license: apache-2.0
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pipeline_tag: image-classification
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---
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ONNX port of [microsoft/resnet-50](https://huggingface.co/microsoft/resnet-50).
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This model is intended to be used for image classification and similarity searches.
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You can find the ONNX port implementation [here](https://github.com/qdrant/fastembed/blob/main/experiments/Example.%20Convert%20Resnet50%20to%20ONNX.ipynb)
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### Usage
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Here's an example of performing inference using the model with [FastEmbed](https://github.com/qdrant/fastembed).
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```py
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from fastembed import ImageEmbedding
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images = [
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"./path/to/image1.jpg",
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"./path/to/image2.jpg",
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]
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model = ImageEmbedding(model_name="Qdrant/resnet50-onnx")
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embeddings = list(model.embed(images))
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# [
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# array([-0.1115, 0.0097, 0.0052, 0.0195, ...], dtype=float32),
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# array([-0.1019, 0.0635, -0.0332, 0.0522, ...], dtype=float32)
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# ]
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```
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config.json
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{}
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model.onnx
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version https://git-lfs.github.com/spec/v1
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oid sha256:4f0558b775c85b568012f7174cadda33fb4b4e5a253ce17e5d839f123e0bc7e6
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size 93961728
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preprocessor_config.json
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{
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"_processor_class": null,
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"do_resize": true,
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"size": {
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"shortest_edge": 224
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},
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"crop_pct": 0.875,
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"resample": 3,
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"do_rescale": true,
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"rescale_factor": 0.00392156862745098,
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"do_normalize": true,
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"image_mean": [
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0.485,
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0.456,
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0.406
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],
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"image_std": [
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0.229,
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0.224,
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0.225
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],
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"_valid_processor_keys": [
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"images",
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"do_resize",
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"size",
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"crop_pct",
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"resample",
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"do_rescale",
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"rescale_factor",
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"do_normalize",
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"image_mean",
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"image_std",
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"return_tensors",
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"data_format",
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"input_data_format"
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],
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"image_processor_type": "ConvNextFeatureExtractor",
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"do_center_crop": true,
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"crop_size": {
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"height": 224,
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"width": 224
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}
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}
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