Update README.md

README.md

@@ -16,6 +16,7 @@ tags:
 
 [![GitHub](https://img.shields.io/badge/GitHub-ModelTC/LightX2V-blue)](https://github.com/ModelTC/LightX2V)
 [![HuggingFace](https://img.shields.io/badge/HuggingFace-lightx2v-yellow)](https://huggingface.co/lightx2v/)
+[![Blog](https://img.shields.io/badge/Blog-Wan2.2--NVFP4--Sparse-green)](https://light-ai.top/LightX2V-BLOG/posts/Wan22-NVFP4-Sparse/)
 
 ## 📋 Table of Contents
 
@@ -44,11 +45,17 @@ We strongly recommend using the official LightX2V Docker image for the cleanest
 # 1. Pull LightX2V Docker image
 docker pull lightx2v/lightx2v:26052801-cu130-5090
 
-# 2. Run text-to-video inference
-bash scripts/wan22/distill/run_wan22_moe_t2v_extreme.sh
-
-# 3. Run image-to-video inference
-bash scripts/wan22/distill/run_wan22_moe_i2v_extreme.sh
+# 2. Run single-GPU inference
+# Text-to-video
+bash scripts/wan22/extreme/run_wan22_moe_t2v_extreme.sh
+# Image-to-video
+bash scripts/wan22/extreme/run_wan22_moe_i2v_extreme.sh
+
+# 3. Run multi-GPU sequence-parallel inference
+# Text-to-video
+bash scripts/wan22/extreme/run_wan22_moe_t2v_extreme_sp_parallel.sh
+# Image-to-video
+bash scripts/wan22/extreme/run_wan22_moe_i2v_extreme_sp_parallel.sh
 ```
 
 ### Option B: Manual Installation
@@ -74,16 +81,28 @@ uv build --wheel \
 
 pip install dist/*whl --force-reinstall --no-deps
 
-# 3. Run text-to-video inference
-bash scripts/wan22/distill/run_wan22_moe_t2v_extreme.sh
-
-# 4. Run image-to-video inference
-bash scripts/wan22/distill/run_wan22_moe_i2v_extreme.sh
+# 3. Run single-GPU inference
+# Text-to-video
+bash scripts/wan22/extreme/run_wan22_moe_t2v_extreme.sh
+# Image-to-video
+bash scripts/wan22/extreme/run_wan22_moe_i2v_extreme.sh
+
+# 4. Run multi-GPU sequence-parallel inference
+# Text-to-video
+bash scripts/wan22/extreme/run_wan22_moe_t2v_extreme_sp_parallel.sh
+# Image-to-video
+bash scripts/wan22/extreme/run_wan22_moe_i2v_extreme_sp_parallel.sh
 ```
 
-Scripts:
-- [run_wan22_moe_t2v_extreme.sh](https://github.com/ModelTC/LightX2V/blob/main/scripts/wan22/distill/run_wan22_moe_t2v_extreme.sh)
-- [run_wan22_moe_i2v_extreme.sh](https://github.com/ModelTC/LightX2V/blob/main/scripts/wan22/distill/run_wan22_moe_i2v_extreme.sh)
+**Single-GPU Scripts:**
+
+- [run_wan22_moe_t2v_extreme.sh](https://github.com/ModelTC/LightX2V/blob/main/scripts/wan22/extreme/run_wan22_moe_t2v_extreme.sh)
+- [run_wan22_moe_i2v_extreme.sh](https://github.com/ModelTC/LightX2V/blob/main/scripts/wan22/extreme/run_wan22_moe_i2v_extreme.sh)
+
+**Multi-GPU Scripts:**
+
+- [run_wan22_moe_t2v_extreme_sp_parallel.sh](https://github.com/ModelTC/LightX2V/blob/main/scripts/wan22/extreme/run_wan22_moe_t2v_extreme_sp_parallel.sh)
+- [run_wan22_moe_i2v_extreme_sp_parallel.sh](https://github.com/ModelTC/LightX2V/blob/main/scripts/wan22/extreme/run_wan22_moe_i2v_extreme_sp_parallel.sh)
 
 ## 🎬 Generation Results
 
@@ -104,10 +123,16 @@ Scripts:
 
 **Test Environment**: RTX 5090 Single GPU | LightX2V Framework | End-to-End Latency
 
-| Resolution | Wan2.2-T2V-14B | Wan2.2-NVFP4-Sparse | Speedup |
-| --- | ---: | ---: | ---: |
-| 480p | 734s | 14.15s | 51.9x |
-| 720p | 2668s | 45s | 59.3x |
+| Method | Task | GPU Number | Resolution | NFE | E2E Latency | Speedup |
+| --- | :---: | ---: | ---: | ---: | ---: | ---: |
+| Wan2.2-T2V-14B | T2V | 1 | 480p | 40 | 734.0s | 1.0x |
+| Wan2.2-NVFP4-Sparse | T2V | 1 | 480p | 4 | 9.1s | 80.7x |
+| Wan2.2-T2V-14B | T2V | 1 | 720p | 40 | 2668.0s | 1.0x |
+| Wan2.2-NVFP4-Sparse | T2V | 1 | 720p | 4 | 22.5s | 118.7x |
+| Wan2.2-I2V-14B | I2V | 1 | 480p | 40 | 787.0s | 1.0x |
+| Wan2.2-NVFP4-Sparse | I2V | 1 | 480p | 4 | 10.7s | 73.9x |
+| Wan2.2-I2V-14B | I2V | 1 | 720p | 40 | 2685.0s | 1.0x |
+| Wan2.2-NVFP4-Sparse | I2V | 1 | 720p | 4 | 26.7s | 100.5x |
 
 ## ⚠️ Notes