| --- |
| license: apache-2.0 |
| tags: |
| - comfyui |
| - workflow |
| - wan-video |
| - gguf |
| - low-vram |
| - text-to-video |
| - image-to-video |
| - lora |
| base_model: Wan-AI/Wan2.2-I2V-A14B |
| --- |
| |
| # Wan2.2 T2V / I2V + LoRA — 4GB VRAM GGUF |
|
|
| **By:** [The_frizzy1](https://civitai.com/user/The_frizzy1) |
| **Hardware target:** RTX 3050 Laptop (4 GB VRAM) |
| **CivitAI:** https://civitai.com/models/1817858/wan22-workflowlora-i2vt2v-4gb-vram-gguf |
| **YouTube:** https://www.youtube.com/@the_frizzy1 |
| |
| 🎥 **Video Explainer:** https://www.youtube.com/watch?v=C7ZttV320qk |
| |
| --- |
| |
| ## What This Is |
| |
| Wan2.2 T2V, I2V, and hybrid workflows on 4 GB VRAM using GGUF-quantised models. |
| |
| > Use **14B models**. Lightx2v LoRA strongly recommended. |
| > Without LoRA: use CFG 6, 30–60 steps. |
| > Second sampler denoise: **0.3–0.5** for 14B models. |
| |
| --- |
| |
| ## Included Workflows |
| |
| - **Wan2.2 T2V 14B** — Text to Video |
| - **Wan2.2 I2V 14B** — Image to Video |
| - **Wan2.2 TI2V 5B** — Hybrid Text + Image to Video |
| |
| --- |
| |
| ## Wan2.2 Highlights |
| |
| - **MoE architecture** — high-noise + low-noise experts for better quality |
| - **Cinematic control** — lighting, color, composition |
| - **Smooth motion modeling** — complex camera and object movement |
| - **TI2V-5B** — runs on 8 GB VRAM with offloading |
| |
| --- |
| |
| ## Required Custom Nodes |
| |
| | Node | Link | |
| |------|------| |
| | GGUF | https://github.com/calcuis/gguf | |
| | WanVideoWrapper | https://github.com/kijai/ComfyUI-WanVideoWrapper | |
| | Tiled KSampler | https://github.com/FlyingFireCo/tiled_ksampler | |
| | KJNodes | https://github.com/kijai/ComfyUI-KJNodes | |
| | Video Helper Suite | https://github.com/Kosinkadink/ComfyUI-VideoHelperSuite | |
| | rgthree-comfy *(LoRA stacking only)* | https://github.com/rgthree/rgthree-comfy | |
|
|
| --- |
|
|
| ## Model Downloads |
|
|
| | Model | Link | |
| |-------|------| |
| | TI2V 5B | https://huggingface.co/QuantStack/Wan2.2-TI2V-5B-GGUF | |
| | T2V 14B | https://huggingface.co/QuantStack/Wan2.2-T2V-A14B-GGUF/ | |
| | I2V 14B | https://huggingface.co/bullerwins/Wan2.2-I2V-A14B-GGUF | |
|
|
| **CLIP / Text Encoder:** |
| https://huggingface.co/Comfy-Org/Wan_2.1_ComfyUI_repackaged/tree/main/split_files |
|
|
| --- |
|
|
| ## Changelog |
|
|
| | Version | Notes | |
| |---------|-------| |
| | v1.0 | Initial release | |
|
|
