Duplicate from ostris/vae-kl-f8-d16
Browse filesCo-authored-by: Jaret Burkett <[email protected]>
- .gitattributes +35 -0
- README.md +31 -0
- config.json +36 -0
- diffusion_pytorch_model.safetensors +3 -0
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README.md
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---
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license: mit
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library_name: diffusers
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---
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# Ostris VAE - KL-f8-d16
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A 16 channel VAE with 8x downsample. Trained from scratch on a balance of photos, artistic, text, cartoons, vector images.
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It is lighter weight that most VAEs with only 57,266,643 parameters (vs SD3 VAE: 83,819,683) which means it is faster and uses less VRAM yet scores quite similarly
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on real images. Plus it is MIT licensed so you can do whatever you want with it.
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| VAE|PSNR (higher better)| LPIPS (lower better) | # params |
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|----|----|----|----|
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| sd-vae-ft-mse|26.939|0.0581|83,653,863|
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| SDXL|27.370|0.0540|83,653,863|
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| SD3|31.681|0.0187|83,819,683|
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| **Ostris KL-f8-d16** |**31.166**|**0.0198**|**57,266,643**|
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### Compare
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Check out the comparison at [imgsli](https://imgsli.com/Mjc2MjA3).
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### What do I do with this?
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If you don't know, you probably don't need this. This is made as an open source lighter version of a 16ch vae.
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You would need to train it into a network before it is useful. I plan to do this myself for SD 1.5, SDXL, and possibly pixart.
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[Follow me on Twitter](https://x.com/ostrisai) to keep up with my work on that.
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### Note: Not SD3 compatable
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This VAE is not SD3 compatable as it is trained from scratch and has an entirely different latent space.
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config.json
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{
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"_class_name": "AutoencoderKL",
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"_diffusers_version": "0.29.0",
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"act_fn": "silu",
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"block_out_channels": [
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128,
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128,
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256,
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512
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],
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"down_block_types": [
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"DownEncoderBlock2D",
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"DownEncoderBlock2D",
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"DownEncoderBlock2D",
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"DownEncoderBlock2D"
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],
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"force_upcast": true,
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"in_channels": 3,
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"latent_channels": 16,
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"latents_mean": null,
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"latents_std": null,
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"layers_per_block": 2,
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"norm_num_groups": 32,
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"out_channels": 3,
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"sample_size": 512,
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"scaling_factor": 0.24447420268654824,
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"shift_factor": null,
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"up_block_types": [
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"UpDecoderBlock2D",
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"UpDecoderBlock2D",
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"UpDecoderBlock2D",
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"UpDecoderBlock2D"
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],
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"use_post_quant_conv": true,
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"use_quant_conv": true
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}
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diffusion_pytorch_model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:2251290efaac0e7b2b6eb8871691dda37b7f0c3ee0fd11ba6ec29e82954092e2
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size 114560782
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