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Document model training limitations

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  # LPC Four-Direction Walk — FLUX.2 Klein 9B
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  An experimental rank-16 LoRA for editing female LPC characters and 4×2
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  walking sprite sheets with **FLUX.2 [klein] Base 9B**.
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  These GIFs are direct GUI exports. Samples 1, 2, and 5 contain 24 frames;
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  samples 3 and 4 contain one 8-frame walking cycle.
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  | Sample 1 | Sample 2 | Sample 3 |
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  |---|---|---|
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  | ![Blonde character walking south](https://raw.githubusercontent.com/iljung1106/LPC-FourDirection-Walk-Flux-Klein-9B/main/examples/results/sample-01.gif) | ![Brown-haired character walking west](https://raw.githubusercontent.com/iljung1106/LPC-FourDirection-Walk-Flux-Klein-9B/main/examples/results/sample-02.gif) | ![Green-headed character walking north](https://raw.githubusercontent.com/iljung1106/LPC-FourDirection-Walk-Flux-Klein-9B/main/examples/results/sample-03.gif) |
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  ## ComfyUI workflow
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  The workflow uses only ComfyUI core nodes and has been tested on Comfy Cloud.
 
 
 
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  1. Install
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  [`LPC_FourDirection_Walk_ComfyUI.safetensors`](https://huggingface.co/Baragi-AI/LPC-FourDirection-Walk-Flux-Klein-9B/resolve/main/LPC_FourDirection_Walk_ComfyUI.safetensors)
 
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  # LPC Four-Direction Walk — FLUX.2 Klein 9B
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+ > **Warning**
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+ >
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+ > This experimental LoRA was trained on very little data, without adequate
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+ > regularization, and at a rank that is low for the number and complexity of
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+ > its tasks. Training a new LoRA for your specific goal is recommended.
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+ > An image-edit-capable base model should produce better results when trained
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+ > on fixed-integer-upscaled pixel art with consistent trigger words and a
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+ > deliberate mixture of text-to-image and image-edit examples.
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+
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  An experimental rank-16 LoRA for editing female LPC characters and 4×2
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  walking sprite sheets with **FLUX.2 [klein] Base 9B**.
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  These GIFs are direct GUI exports. Samples 1, 2, and 5 contain 24 frames;
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  samples 3 and 4 contain one 8-frame walking cycle.
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+ Outputs may be inconsistent, as samples 2–4 demonstrate. Poorly written
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+ training captions made this LoRA highly prompt-sensitive, so small prompt
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+ changes can produce results that are difficult to predict.
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+
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  | Sample 1 | Sample 2 | Sample 3 |
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  |---|---|---|
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  | ![Blonde character walking south](https://raw.githubusercontent.com/iljung1106/LPC-FourDirection-Walk-Flux-Klein-9B/main/examples/results/sample-01.gif) | ![Brown-haired character walking west](https://raw.githubusercontent.com/iljung1106/LPC-FourDirection-Walk-Flux-Klein-9B/main/examples/results/sample-02.gif) | ![Green-headed character walking north](https://raw.githubusercontent.com/iljung1106/LPC-FourDirection-Walk-Flux-Klein-9B/main/examples/results/sample-03.gif) |
 
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  ## ComfyUI workflow
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  The workflow uses only ComfyUI core nodes and has been tested on Comfy Cloud.
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+ Because the LoRA is undertrained, using it with PAG is recommended. A LoRA
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+ strength of `1.2` can produce better results than `1.0` for the same reason;
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+ these values are starting points rather than guarantees.
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  1. Install
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  [`LPC_FourDirection_Walk_ComfyUI.safetensors`](https://huggingface.co/Baragi-AI/LPC-FourDirection-Walk-Flux-Klein-9B/resolve/main/LPC_FourDirection_Walk_ComfyUI.safetensors)