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HomeLLMsAnima FP8

Anima FP8

by Bedovyy

Open source · 2k downloads · 20 likes

1.7
(20 reviews)ImageAPI & Local
About

Anima FP8 is an AI model optimized for image generation, offering an excellent balance between speed and quality. It comes in two versions: FP8, recommended for maximizing generation speed while maintaining high quality, and NVFP4Mixed, which is slightly lighter but with marginally lower quality. This model is particularly well-suited for users seeking optimized performance on modern hardware configurations, such as RTX 5090 graphics cards. Its use cases include creating artistic images, rapidly generating visuals for creative projects or prototypes. What sets it apart is its ability to deliver reduced generation times without excessively compromising visual quality, thanks to advanced quantization techniques.

Documentation

FP8 Quantized model of ANIMA

!! I hava changed models recently. Please redownload if hash is different. !!

There are two models - FP8 and NVFP4Mixed.

  • FP8 (2.4GB) : (recommend) maximize generation speed while preserving quality as much as possible.
  • NVFP4Mixed (2.0GB): (marginal quality) Mixture of FP8 and NVFP4.

To use torch.compile, use the TorchCompileModelAdvanced node from KJNodes, set the mode to max-autotune-no-cudagraphs, and make sure dynamic is set to false.

Generation speed

Tested on

  • RTX5090 (400W), ComfyUI with --fast option, torch2.10.0+cu130
  • Generates 832x1216, 30steps, cfg 4.0, er sde, simple
quantnonesage+torch.compile
bf167.13s/4.21it/s5.16s/5.81it/s (+38%)
fp86.66s/4.50it/s (+11%)4.52s/6.64it/s (+58%)
nvfp4mix6.37s/4.71it/s (+12%)4.99s/6.01it/s (+43%)

Sample

anima-preview3-base

26-04-09-Anima_00005_

anima-preview2

26-03-12-Anima_00008_

anima-preview

quantsample
bf16anima-preview-bf16
fp8anima-preview-fp8
nvfp4mixedanima-preview-nvfp4

Quantized layers

fp8

JSON
{
  "format": "comfy_quant",
  "block_names": ["net.blocks."],
  "rules": [
    { "policy": "keep", "match": ["blocks.0", "blocks.1."] },
    { "policy": "float8_e4m3fn", "match": ["q_proj", "k_proj", "v_proj", "o_proj", "output_proj", ".mlp"] },
    { "policy": "nvfp4", "match": [] }
  ]
}

nvfp4mixed

JSON
{
  "format": "comfy_quant",
  "block_names": ["net.blocks."],
  "rules": [
    { "policy": "keep", "match": ["blocks.0."] },
    { "policy": "float8_e4m3fn", "match": ["v_proj", "adaln_modulation", ".mlp"] },
    { "policy": "nvfp4", "match": ["k_proj", "q_proj", "output_proj"] }
  ]
}
Capabilities & Tags
diffusion-single-filecomfyuitext-to-image
Links & Resources
Specifications
CategoryImage
AccessAPI & Local
LicenseOpen Source
PricingOpen Source
Rating
1.7

Try Anima FP8

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