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Add model files

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  1. README.md +40 -3
  2. config.json +40 -0
  3. gitattributes +35 -0
  4. model.msgpack +3 -0
  5. model.onnx +3 -0
  6. model.safetensors +3 -0
  7. selected_tags.csv +0 -0
  8. sw_jax_cv_config.json +15 -0
README.md CHANGED
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- ---
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- license: apache-2.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ license: apache-2.0
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+ library_name: timm
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+ ---
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+ # WD ViT-Large Tagger v3
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+
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+ Supports ratings, characters and general tags.
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+
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+ Trained using https://github.com/SmilingWolf/JAX-CV.
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+ TPUs used for training kindly provided by the [TRC program](https://sites.research.google/trc/about/).
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+
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+ ## Dataset
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+ Last image id: 7220105
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+ Trained on Danbooru images with IDs modulo 0000-0899.
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+ Validated on images with IDs modulo 0950-0999.
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+ Images with less than 10 general tags were filtered out.
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+ Tags with less than 600 images were filtered out.
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+
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+ ## Validation results
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+ `v1.0: P=R: threshold = 0.2606, F1 = 0.4674`
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+
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+ ## What's new
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+ Model v1.0/Dataset v3:
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+ More training images, more and up-to-date tags (up to 2024-02-28).
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+ Now `timm` compatible! Load it up and give it a spin using the canonical one-liner!
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+ ONNX model is compatible with code developed for the v2 series of models.
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+ The batch dimension of the ONNX model is not fixed to 1 anymore. Now you can go crazy with batch inference.
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+ Switched to Macro-F1 to measure model performance since it gives me a better gauge of overall training progress.
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+
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+ # Runtime deps
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+ ONNX model requires `onnxruntime >= 1.17.0`
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+
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+ # Inference code examples
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+ For timm: https://github.com/neggles/wdv3-timm
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+ For ONNX: https://huggingface.co/spaces/SmilingWolf/wd-tagger
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+ For JAX: https://github.com/SmilingWolf/wdv3-jax
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+
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+ ## Final words
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+ Subject to change and updates.
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+ Downstream users are encouraged to use tagged releases rather than relying on the head of the repo.
config.json ADDED
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+ {
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+ "architecture": "vit_large_patch16_224",
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+ "num_classes": 10861,
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+ "num_features": 1024,
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+ "global_pool": "avg",
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+ "model_args": {
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+ "img_size": 448,
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+ "class_token": false,
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+ "global_pool": "avg",
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+ "fc_norm": false,
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+ "act_layer": "gelu_tanh",
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+ "patch_size": 14
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+ },
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+ "pretrained_cfg": {
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+ "custom_load": false,
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+ "input_size": [
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+ 3,
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+ 448,
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+ 448
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+ ],
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+ "fixed_input_size": false,
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+ "interpolation": "bicubic",
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+ "crop_pct": 1.0,
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+ "crop_mode": "center",
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+ "mean": [
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+ "std": [
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+ "num_classes": 10861,
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+ "pool_size": null,
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+ "first_conv": null,
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+ "classifier": null
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+ }
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+ }
gitattributes ADDED
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selected_tags.csv ADDED
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sw_jax_cv_config.json ADDED
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+ {
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+ "image_size": 448,
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+ "num_classes": 10861,
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