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MAGREF/.gitattributes ADDED
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+ "*.safetensors filter=lfs diff=lfs merge=lfs -text"
MAGREF/README.md ADDED
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+ ---
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+ license: openrail++
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+ tags:
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+ - image-to-video
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+ - wan2.1
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+ - finetune
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+ - magref
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+ model_type: image-to-video
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+ base_model: Wan2_1-I2V
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+ ---
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+
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+ # MAGREF‑Video 14B I2V (WanGP-Ready)
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+
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+ 📁 This repo bundles the FP16 MAGREF-14B Image‑to‑Video model with an INT8 quantized version optimized for WanGP.
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+
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+ ---
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+
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+ ## 📥 Files
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+
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+ - **`Wan2_1-Wan-I2V-MAGREF-14B_fp16_pure.safetensors`** – original Wan2.1 FP16 MAGREF model, cleaned for WanGP loading.
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+ - **`Wan2_1-Wan-I2V-MAGREF-14B_quanto_fp16_int8.safetensors`** – INT8 quantized version for faster inference, same architecture.
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+
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+ > These weights are based on the **fp8 MAGREF checkpoint** published by **Kijai** at [WanVideo_comfy](https://huggingface.co/Kijai/WanVideo_comfy/blob/main/Wan2_1-Wan-I2V-MAGREF-14B_fp8_e4m3fn.safetensors).
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+
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+ ---
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+
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+ ## ⚙️ Features
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+
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+ - **Image‑to‑Video pipeline** (i2v backbone)
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+ - **Optimized for prompt-based subject preservation**
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+ - **INT8 quantized version included for memory efficiency**
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+
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+ ---
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+
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+ ## 🛠 Installation & Usage (WanGP)
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+
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+ 1. **Clone/download** this repo.
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+ 2. Ensure both `.safetensors` files are in the same directory.
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+ 3. Use this JSON as your finetune definition:
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+
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+ ```jsonc
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+ {
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+ "model": {
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+ "name": "MAGREF‑14B I2V",
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+ "architecture": "i2v",
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+ "modules": [],
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+ "URLs": [
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+ "Wan2_1-Wan-I2V-MAGREF-14B_fp16_pure.safetensors",
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+ "Wan2_1-Wan-I2V-MAGREF-14B_quanto_fp16_int8.safetensors"
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+ ],
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+ "auto_quantize": false
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+ },
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+ "multi_images_gen_type": 1,
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+ "prompt_enhancer": ""
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+ }
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+ ```
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+ 4. **Start WanGP** with UI setup:
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+ ```bash
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+ python wgp.py --multiple-images
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+ ```
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+ 5. Choose **“MAGREF‑14B I2V”**, upload reference image(s), then generate!
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+
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+ ---
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+
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+ ## 📊 Model Info (Wan 2.1, MAGREF)
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+
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+ - MAGREF extends the Wan2.1 14B I2V with **identity-preserving video generation**—originally published by **Kijai**.
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+ - Built on the **Wan 2.1 framework**, a state-of-the-art open-source video foundation model with a 14B parameter backbone.
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+ - MAGREF specializes in maintaining consistent subject appearance across varied motions, automatically managing pose and depth.
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+
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+ ---
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+
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+ ## 🧠 Tips & Tricks
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+
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+ - 📸 Provide clear reference images—MAGREF handles blending but quality matters.
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+ - 🎯 Use prompt slots like: “**[Left: ref‑image 1 with X], [Right: ref‑image 2 with Y]**” for layered scene control.
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+ - 🎥 Fine-tune motion through clip speed (slower = softer movement).
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+ - ⚡ FP16 is slow; use INT8 quant for real-time generation.
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+
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+ ---
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+
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+ ## 🧩 Credits
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+
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+ - **MAGREF 14B I2V** checkpoint by **Kijai / WanVideo_comfy**
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+ - **Wan 2.1** open-source video model framework
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+ - **WanGP** UI integration for finetune loading
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+
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+ ---
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+
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+ Download, drop in WanGP, and go wild with your characters in motion!
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