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  1. README.md +11 -0
  2. config.json +38 -0
  3. diffusion_flax_model.msgpack +3 -0
README.md CHANGED
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  ---
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  license: mit
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  ---
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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  license: mit
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  ---
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+ This is a controlnet for [Waifu Diffusion 1.5 beta 2](https://huggingface.co/waifu-diffusion/wd-1-5-beta2) which aims to guide image generation by conditioning outputs with images from a common category of the training target examples. The current checkpoint has been trained for approx. 100k steps on a filtered subset of (Danbooru 2021)[https://gwern.net/danbooru2021] using artists as the conditioned category with the aim of learning robust style transfer from an image example.
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+ Major limitations:
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+ - The current checkpoint was trained on 768x768 crops without aspect ratio checkpointing. Loss in coherence for non-square aspect ratios can be expected.
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+ - The training dataset is extremely noisy and used without filtering stylistic outliers from within each category, so performance may be less than ideal.
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+ - The Waifu Diffusion base model is a hybrid anime/photography model, and can unpredictably jump between those modalities.
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+ - As styling is incredibly sensitive to divergences in model checkpoints, the capabilities of this controlnet are not expected to predictably apply to other SD 2.X checkpoints.
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+ Waifu Diffusion 1.5 beta 2 is licensed under (Fair AI Public License 1.0-SD)[https://freedevproject.org/faipl-1.0-sd/]. This controlnet imposes no restrictions beyond the MIT license, but it cannot be used independently of a base model.
config.json ADDED
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+ {
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+ "_class_name": "FlaxControlNetModel",
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+ "_diffusers_version": "0.16.0.dev0",
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+ "attention_head_dim": [
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+ 5,
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+ 10,
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+ 20,
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+ 20
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+ ],
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+ "block_out_channels": [
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+ 320,
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+ 640,
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+ 1280,
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+ 1280
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+ ],
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+ "conditioning_embedding_out_channels": [
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+ 16,
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+ 32,
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+ 96,
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+ 256
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+ ],
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+ "controlnet_conditioning_channel_order": "rgb",
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+ "cross_attention_dim": 1024,
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+ "down_block_types": [
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+ "CrossAttnDownBlock2D",
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+ "CrossAttnDownBlock2D",
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+ "CrossAttnDownBlock2D",
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+ "DownBlock2D"
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+ ],
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+ "dropout": 0.0,
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+ "flip_sin_to_cos": true,
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+ "freq_shift": 0,
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+ "in_channels": 4,
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+ "layers_per_block": 2,
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+ "only_cross_attention": false,
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+ "sample_size": 32,
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+ "use_linear_projection": true
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+ }
diffusion_flax_model.msgpack ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:339b3dd18e3c5a477089d057e2263eeca6e121a4cd08531e34c7ac79f8cabc68
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+ size 1456925250