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- config.json +38 -0
- diffusion_flax_model.msgpack +3 -0
README.md
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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.
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config.json
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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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}
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diffusion_flax_model.msgpack
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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
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