---
license: apache-2.0
tags:
- wan2.2
- i2v
- video-generation
- gguf
- distillation
- lightx2v
base_model: lightx2v/Wan2.2-Distill-Models
pipeline_tag: image-to-video
---

# 🎬 Wan2.2 14B I2V Distill LightX2V 4-Step (GGUF)

This repository contains **GGUF-quantized versions** of the [LightX2V Distilled Wan2.2 14B Image-to-Video Model](https://huggingface.co/lightx2v/Wan2.2-Distill-Models). 

By quantizing the ultra-fast 4-step distilled models into the GGUF format, this repository allows for drastically reduced VRAM/RAM requirements while maintaining near real-time, high-performance video generation.

## 🌟 What's Special About This Version?

* **⚡ Ultra-Fast 4-Step Generation:** Distillation-accelerated version of Wan2.2 requires only 4 steps instead of the traditional 50+ steps.
* **💾 VRAM & Memory Efficient:** Utilizing GGUF quantizations (from `Q3` up to `Q8`), you can run full 14B parameter models on consumer-grade hardware. 

---

## 📦 Available GGUF Models

We provide quantizations ranging from heavily compressed (Q3) to near-lossless (Q8) to fit your specific memory and quality requirements. Both **High Noise** and **Low Noise** versions are available.

### 🎨 High Noise Models (`/high_noise_260412/`)
| Filename | Size | Quality Level |
| :--- | :--- | :--- |
| `wan2.2_i2v_A14b_high_noise_lightx2v_4step_720p_260412-Q3_K_M.gguf` | 7.19 GB | High Compression, Lowest VRAM |
| `wan2.2_i2v_A14b_high_noise_lightx2v_4step_720p_260412-Q4_K_M.gguf` | 9.66 GB | Good Balance |
| `wan2.2_i2v_A14b_high_noise_lightx2v_4step_720p_260412-Q5_K_M.gguf` | 10.8 GB | High Quality, Moderate VRAM |
| `wan2.2_i2v_A14b_high_noise_lightx2v_4step_720p_260412-Q6_K.gguf` | 12.0 GB | Very High Quality |
| `wan2.2_i2v_A14b_high_noise_lightx2v_4step_720p_260412-Q8_0.gguf` | 15.4 GB | Near-Lossless (Recommended if VRAM permits) |

### 🎯 Low Noise Models (`/low_noise_260412/`)
| Filename | Size | Quality Level |
| :--- | :--- | :--- |
| `wan2.2_i2v_A14b_low_noise_lightx2v_4step_720p_260412-Q3_K_M.gguf` | 7.19 GB | High Compression, Lowest VRAM |
| `wan2.2_i2v_A14b_low_noise_lightx2v_4step_720p_260412-Q4_K_M.gguf` | 9.66 GB | Good Balance |
| `wan2.2_i2v_A14b_low_noise_lightx2v_4step_720p_260412-Q5_K_M.gguf` | 10.8 GB | High Quality, Moderate VRAM |
| `wan2.2_i2v_A14b_low_noise_lightx2v_4step_720p_260412-Q6_K.gguf` | 12.0 GB | Very High Quality |
| `wan2.2_i2v_A14b_low_noise_lightx2v_4step_720p_260412-Q8_0.gguf` | 15.4 GB | Near-Lossless (Recommended if VRAM permits) |

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