Duplicate from Qdrant/clip-ViT-B-32-vision
Browse filesCo-authored-by: George <jmzzomg@users.noreply.huggingface.co>
- .gitattributes +35 -0
- README.md +29 -0
- config.json +19 -0
- model.onnx +3 -0
- preprocessor_config.json +44 -0
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README.md
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---
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license: mit
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pipeline_tag: image-classification
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---
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ONNX port of [sentence-transformers/clip-ViT-B-32](https://huggingface.co/sentence-transformers/clip-ViT-B-32).
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This model is intended to be used for image classification and similarity searches.
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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/clip-ViT-B-32-vision")
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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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"_name_or_path": "openai/clip-vit-base-patch32",
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"attention_dropout": 0.0,
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"dropout": 0.0,
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"hidden_act": "quick_gelu",
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"hidden_size": 768,
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"image_size": 224,
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"initializer_factor": 1.0,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_norm_eps": 1e-05,
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"model_type": "clip_vision_model",
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"num_attention_heads": 12,
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"num_channels": 3,
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"num_hidden_layers": 12,
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"patch_size": 32,
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"projection_dim": 512,
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"transformers_version": "4.40.1"
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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:c68d3d9a200ddd2a8c8a5510b576d4c94d1ae383bf8b36dd8c084f94e1fb4d63
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size 351686194
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preprocessor_config.json
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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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"resample",
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"do_center_crop",
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"crop_size",
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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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"do_convert_rgb",
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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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"crop_size": {
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"height": 224,
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"width": 224
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},
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"do_center_crop": true,
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"do_convert_rgb": true,
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"do_normalize": true,
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"do_rescale": true,
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"do_resize": true,
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"image_mean": [
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0.48145466,
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0.4578275,
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0.40821073
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],
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"image_processor_type": "CLIPImageProcessor",
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"image_std": [
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0.26862954,
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0.26130258,
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0.27577711
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],
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"resample": 3,
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"rescale_factor": 0.00392156862745098,
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"size": {
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"shortest_edge": 224
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}
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}
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