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--- |
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license: other |
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license_name: circlestone-labs-non-commercial-license |
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license_link: https://huggingface.co/circlestone-labs/Anima/blob/main/LICENSE.md |
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language: |
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- en |
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pipeline_tag: text-to-image |
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tags: |
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- comfyui |
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- diffusion-single-file |
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base_model: |
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- circlestone-labs/Anima |
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base_model_relation: quantized |
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--- |
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For more information (including how to compress models yourself), check out https://huggingface.co/DFloat11 and https://github.com/LeanModels/DFloat11 |
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Feel free to request for other models for compression as well, although models whose architecture I am unfamiliar with might be slightly tricky for me. |
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### How to Use |
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#### ComfyUI |
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Install the ComfyUI DFloat11 Extended node via the ComfyUI manager. After installing, use the provided workflow [json](anima-preview-DF11-workflow.json), or simply replace the "Load Diffusion Model" node of an existing workflow with the "Load Diffusion Model" node. If you run into any issues, feel free to leave a comment. The workflow is also embedded in the below [png](anima-preview-DF11-workflow.png) image. |
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#### `diffusers` |
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As far as I know, this model is not implemented in `diffusers` yet. |
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### Compression Details |
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This is the `pattern_dict` for compressing Anima-based models in ComfyUI: |
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```python |
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pattern_dict_comfyui = { |
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r"t_embedder\.1" : ( |
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"linear_1", |
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"linear_2", |
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), |
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r"blocks\.\d+" : ( |
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"self_attn.q_proj", |
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"self_attn.k_proj", |
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"self_attn.v_proj", |
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"self_attn.output_proj", |
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"cross_attn.q_proj", |
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"cross_attn.k_proj", |
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"cross_attn.v_proj", |
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"cross_attn.output_proj", |
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"mlp.layer1", |
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"mlp.layer2", |
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"adaln_modulation_self_attn.1", |
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"adaln_modulation_self_attn.2", |
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"adaln_modulation_cross_attn.1", |
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"adaln_modulation_cross_attn.2", |
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"adaln_modulation_mlp.1", |
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"adaln_modulation_mlp.2", |
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), |
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r"llm_adapter\.embed": [], |
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r"llm_adapter\.blocks\.\d+" : ( |
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"self_attn.q_proj", |
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"self_attn.k_proj", |
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"self_attn.v_proj", |
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"self_attn.o_proj", |
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"cross_attn.q_proj", |
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"cross_attn.k_proj", |
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"cross_attn.v_proj", |
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"cross_attn.o_proj", |
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"mlp.0", |
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"mlp.2", |
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), |
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}, |
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``` |
