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@@ -10,13 +10,13 @@ tags:
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  - Sparse_Attention
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  - Wan
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  ---
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- # 🎬 Wan2.2-NVFP4-Sparse
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  > **An extremely efficient Wan 2.2 14B variant: NVFP4 Quantization-Aware Step Distillation with Sparse Attention for Blackwell Architecture**
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  [![GitHub](https://img.shields.io/badge/GitHub-ModelTC/LightX2V-blue)](https://github.com/ModelTC/LightX2V)
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- [![HuggingFace](https://img.shields.io/badge/HuggingFace-lightx2v-yellow)](https://huggingface.co/lightx2v/)
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- [![Blog](https://img.shields.io/badge/Blog-Wan2.2--NVFP4--Sparse-green)](https://light-ai.top/LightX2V-BLOG/posts/Wan22-NVFP4-Sparse/)
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  ## 📋 Table of Contents
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@@ -113,7 +113,7 @@ bash scripts/wan22/extreme/run_wan22_moe_i2v_extreme_sp_parallel.sh
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  </div>
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- | Resolution | Wan2.2-T2V-14B | Wan2.2-NVFP4-Sparse |
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  | --- | --- | --- |
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  | 480p | <video controls style="width: 260px; height: 180px; border-radius: 6px; object-fit: cover;" src="https://cdn-uploads.huggingface.co/production/uploads/658e760cccbc1e2cc78b4258/WTHhrzx7XR4S1Ys_6Kzx4.mp4"></video> | <video controls style="width: 260px; height: 180px; border-radius: 6px; object-fit: cover;" src="https://cdn-uploads.huggingface.co/production/uploads/658e760cccbc1e2cc78b4258/zorpw7gm9At0J2kCmvkDr.mp4"></video> |
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  | 720p | <video controls style="width: 260px; height: 180px; border-radius: 6px; object-fit: cover;" src="https://cdn-uploads.huggingface.co/production/uploads/658e760cccbc1e2cc78b4258/vkiyKj7CJA-r0yTz7TEum.mp4"></video> | <video controls style="width: 260px; height: 180px; border-radius: 6px; object-fit: cover;" src="https://cdn-uploads.huggingface.co/production/uploads/658e760cccbc1e2cc78b4258/TuECbzvW5jI9NHG6GLvIR.mp4"></video> |
@@ -126,13 +126,13 @@ bash scripts/wan22/extreme/run_wan22_moe_i2v_extreme_sp_parallel.sh
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  | Method | Task | GPU Number | Resolution | NFE | E2E Latency | Speedup |
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  | --- | :---: | ---: | ---: | ---: | ---: | ---: |
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  | Wan2.2-T2V-14B | T2V | 1 | 480p | 40 | 734.0s | 1.0x |
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- | Wan2.2-NVFP4-Sparse | T2V | 1 | 480p | 4 | 9.1s | 80.7x |
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  | Wan2.2-T2V-14B | T2V | 1 | 720p | 40 | 2668.0s | 1.0x |
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- | Wan2.2-NVFP4-Sparse | T2V | 1 | 720p | 4 | 22.5s | 118.7x |
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  | Wan2.2-I2V-14B | I2V | 1 | 480p | 40 | 787.0s | 1.0x |
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- | Wan2.2-NVFP4-Sparse | I2V | 1 | 480p | 4 | 10.7s | 73.9x |
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  | Wan2.2-I2V-14B | I2V | 1 | 720p | 40 | 2685.0s | 1.0x |
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- | Wan2.2-NVFP4-Sparse | I2V | 1 | 720p | 4 | 26.7s | 100.5x |
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  ## ⚠️ Notes
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  - Sparse_Attention
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  - Wan
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  ---
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+ # 🎬 LightWan2.2-A14B
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  > **An extremely efficient Wan 2.2 14B variant: NVFP4 Quantization-Aware Step Distillation with Sparse Attention for Blackwell Architecture**
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  [![GitHub](https://img.shields.io/badge/GitHub-ModelTC/LightX2V-blue)](https://github.com/ModelTC/LightX2V)
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+ [![HuggingFace](https://img.shields.io/badge/HuggingFace-LightWan2.2--A14B-yellow)](https://huggingface.co/lightx2v/LightWan2.2-A14B)
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+ [![Blog](https://img.shields.io/badge/Blog-LightWan2.2--A14B-green)](https://light-ai.top/LightX2V-BLOG/posts/LightWan22-A14B/)
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  ## 📋 Table of Contents
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  </div>
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+ | Resolution | Wan2.2-T2V-14B | LightWan2.2-A14B |
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  | --- | --- | --- |
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  | 480p | <video controls style="width: 260px; height: 180px; border-radius: 6px; object-fit: cover;" src="https://cdn-uploads.huggingface.co/production/uploads/658e760cccbc1e2cc78b4258/WTHhrzx7XR4S1Ys_6Kzx4.mp4"></video> | <video controls style="width: 260px; height: 180px; border-radius: 6px; object-fit: cover;" src="https://cdn-uploads.huggingface.co/production/uploads/658e760cccbc1e2cc78b4258/zorpw7gm9At0J2kCmvkDr.mp4"></video> |
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  | 720p | <video controls style="width: 260px; height: 180px; border-radius: 6px; object-fit: cover;" src="https://cdn-uploads.huggingface.co/production/uploads/658e760cccbc1e2cc78b4258/vkiyKj7CJA-r0yTz7TEum.mp4"></video> | <video controls style="width: 260px; height: 180px; border-radius: 6px; object-fit: cover;" src="https://cdn-uploads.huggingface.co/production/uploads/658e760cccbc1e2cc78b4258/TuECbzvW5jI9NHG6GLvIR.mp4"></video> |
 
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  | Method | Task | GPU Number | Resolution | NFE | E2E Latency | Speedup |
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  | --- | :---: | ---: | ---: | ---: | ---: | ---: |
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  | Wan2.2-T2V-14B | T2V | 1 | 480p | 40 | 734.0s | 1.0x |
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+ | LightWan2.2-A14B | T2V | 1 | 480p | 4 | 9.1s | 80.7x |
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  | Wan2.2-T2V-14B | T2V | 1 | 720p | 40 | 2668.0s | 1.0x |
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+ | LightWan2.2-A14B | T2V | 1 | 720p | 4 | 22.5s | 118.7x |
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  | Wan2.2-I2V-14B | I2V | 1 | 480p | 40 | 787.0s | 1.0x |
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+ | LightWan2.2-A14B | I2V | 1 | 480p | 4 | 10.7s | 73.9x |
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  | Wan2.2-I2V-14B | I2V | 1 | 720p | 40 | 2685.0s | 1.0x |
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+ | LightWan2.2-A14B | I2V | 1 | 720p | 4 | 26.7s | 100.5x |
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  ## ⚠️ Notes
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