├── .github └── workflows │ └── publish_action.yml ├── .gitignore ├── LICENSE ├── README.md ├── __init__.py ├── assets ├── distorch2_0.gif ├── distorch2_0.png ├── distorch_average.png ├── distorch_node.png ├── flux1_dev_Q8_0_benchmark.png ├── flux1_kontext_dev_benchmark.png ├── multigpu_icon.gif ├── multigpu_icon.png ├── multigpu_icon.webp ├── qwen_image_fp16_benchmark.png ├── qwen_image_fp8_benchmark.png ├── test_images │ └── example_inpaint_MultiGPU.png ├── wan2_2_benchmark_v2.png └── wan2_2_qwen_combo_benchmark.png ├── checkpoint_multigpu.py ├── ci ├── example_workflows_api │ ├── ComfyUI-Florence2 detailed_caption to flux_api.json │ ├── ComfyUI-GGUF flux unet dual_clip loaders_api.json │ ├── ComfyUI-GGUF qwen_image unet distorch2 cliploader_api.json │ ├── ComfyUI-WanVideoWrapper wanvideo2_2 I2V A14B GGUF_API.json │ ├── ComfyUI-WanVideoWrapper wanvideo_1_3B control_lora_api.json │ ├── ComfyUI-WanVideoWrapper wanvideo_T2V_API.json │ ├── flux unet dual_clip vae loaders_api.json │ ├── ltxvideo checkpointloadersimple distorch2_api.json │ ├── mochi checkpointloaderadvanced distorch2_api.json │ ├── qwen_image unet clip distorch2_api.json │ ├── sd15 checkpoint loader simple_api.json │ ├── sdxl checkpoint loader advanced_api.json │ ├── wan2_2 distorch2 double_unet no_cpu_api.json │ ├── wan2_2 t2i lightx2v lora distorch2_api.json │ └── wan2_2 t2v lightx2v lora distorch2_api.json ├── extract_allocation.py ├── run_workflows.py ├── smoke_test.sh └── summarize_log.py ├── device_utils.py ├── distorch_2.py ├── example_workflows ├── ComfyUI-Florence2 detailed_caption to flux.jpg ├── ComfyUI-Florence2 detailed_caption to flux.json ├── ComfyUI-GGUF flux unet dual_clip loaders.jpg ├── ComfyUI-GGUF flux unet dual_clip loaders.json ├── ComfyUI-GGUF qwen_image unet distorch2 cliploader.jpg ├── ComfyUI-GGUF qwen_image unet distorch2 cliploader.json ├── ComfyUI-WanVideoWrapper wanvideo2_2 I2V A14B GGUF.jpg ├── ComfyUI-WanVideoWrapper wanvideo2_2 I2V A14B GGUF.json ├── ComfyUI-WanVideoWrapper wanvideo_1_3B control_lora.jpg ├── ComfyUI-WanVideoWrapper wanvideo_1_3B control_lora.json ├── ComfyUI-WanVideoWrapper wanvideo_1_3B control_lora.webm ├── ComfyUI-WanVideoWrapper wanvideo_T2V.jpg ├── ComfyUI-WanVideoWrapper wanvideo_T2V.json ├── flux unet dual_clip vae loaders.jpg ├── flux unet dual_clip vae loaders.json ├── hunyuanvideo distorch DEPRECATED.jpg ├── hunyuanvideo distorch DEPRECATED.json ├── ltxvideo checkpointloadersimple distorch2.jpg ├── ltxvideo checkpointloadersimple distorch2.json ├── mochi checkpointloaderadvanced distorch2.jpg ├── mochi checkpointloaderadvanced distorch2.json ├── qwen_image unet clip distorch2.jpg ├── qwen_image unet clip distorch2.json ├── qwen_image_edit_2509 unet clip distorch2.jpg ├── qwen_image_edit_2509 unet clip distorch2.json ├── sd15 checkpoint loader simple.jpg ├── sd15 checkpoint loader simple.json ├── sdxl checkpoint loader advanced.jpg ├── sdxl checkpoint loader advanced.json ├── wan2_2 distorch2 double_unet no_cpu.jpg ├── wan2_2 distorch2 double_unet no_cpu.json ├── wan2_2 t2i lightx2v lora distorch2.jpg ├── wan2_2 t2i lightx2v lora distorch2.json ├── wan2_2 t2v lightx2v lora distorch2.jpg └── wan2_2 t2v lightx2v lora distorch2.json ├── model_management_mgpu.py ├── nodes.py ├── pyproject.toml ├── wanvideo.py ├── web └── docs │ ├── CLIPLoaderDisTorch2MultiGPU.md │ ├── CLIPLoaderGGUFDisTorch2MultiGPU.md │ ├── CLIPLoaderGGUFDisTorchMultiGPU.md │ ├── CLIPLoaderGGUFMultiGPU.md │ ├── CLIPLoaderMultiGPU.md │ ├── CLIPVisionLoaderDisTorch2MultiGPU.md │ ├── CLIPVisionLoaderMultiGPU.md │ ├── CheckpointLoaderAdvancedDisTorch2MultiGPU.md │ ├── CheckpointLoaderAdvancedMultiGPU.md │ ├── CheckpointLoaderNF4MultiGPU.md │ ├── CheckpointLoaderSimpleDisTorch2MultiGPU.md │ ├── CheckpointLoaderSimpleMultiGPU.md │ ├── ControlNetLoaderDisTorch2MultiGPU.md │ ├── ControlNetLoaderMultiGPU.md │ ├── DiffControlNetLoaderDisTorch2MultiGPU.md │ ├── DiffControlNetLoaderMultiGPU.md │ ├── DiffusersLoaderDisTorch2MultiGPU.md │ ├── DiffusersLoaderMultiGPU.md │ ├── DownloadAndLoadFlorence2ModelMultiGPU.md │ ├── DownloadAndLoadWav2VecModelMultiGPU.md │ ├── DualCLIPLoaderDisTorch2MultiGPU.md │ ├── DualCLIPLoaderGGUFDisTorch2MultiGPU.md │ ├── DualCLIPLoaderGGUFDisTorchMultiGPU.md │ ├── DualCLIPLoaderGGUFMultiGPU.md │ ├── DualCLIPLoaderMultiGPU.md │ ├── FantasyTalkingModelLoaderMultiGPU.md │ ├── Florence2ModelLoaderMultiGPU.md │ ├── LTXVLoaderMultiGPU.md │ ├── LoadFluxControlNetMultiGPU.md │ ├── LoadWanVideoClipTextEncoderMultiGPU.md │ ├── LoadWanVideoT5TextEncoderMultiGPU.md │ ├── MMAudioFeatureUtilsLoaderMultiGPU.md │ ├── MMAudioModelLoaderMultiGPU.md │ ├── MMAudioSamplerMultiGPU.md │ ├── PulidEvaClipLoaderMultiGPU.md │ ├── PulidInsightFaceLoaderMultiGPU.md │ ├── PulidModelLoaderMultiGPU.md │ ├── QuadrupleCLIPLoaderDisTorch2MultiGPU.md │ ├── QuadrupleCLIPLoaderGGUFDisTorch2MultiGPU.md │ ├── QuadrupleCLIPLoaderGGUFDisTorchMultiGPU.md │ ├── QuadrupleCLIPLoaderGGUFMultiGPU.md │ ├── QuadrupleCLIPLoaderMultiGPU.md │ ├── TripleCLIPLoaderDisTorch2MultiGPU.md │ ├── TripleCLIPLoaderGGUFDisTorch2MultiGPU.md │ ├── TripleCLIPLoaderGGUFDisTorchMultiGPU.md │ ├── TripleCLIPLoaderGGUFMultiGPU.md │ ├── TripleCLIPLoaderMultiGPU.md │ ├── UNETLoaderDisTorch2MultiGPU.md │ ├── UNETLoaderMultiGPU.md │ ├── UNetLoaderLP.md │ ├── UnetLoaderGGUFAdvancedDisTorch2MultiGPU.md │ ├── UnetLoaderGGUFAdvancedDisTorchMultiGPU.md │ ├── UnetLoaderGGUFAdvancedMultiGPU.md │ ├── UnetLoaderGGUFDisTorch2MultiGPU.md │ ├── UnetLoaderGGUFDisTorchMultiGPU.md │ ├── UnetLoaderGGUFMultiGPU.md │ ├── VAELoaderDisTorch2MultiGPU.md │ ├── VAELoaderMultiGPU.md │ ├── WanVideoBlockSwapMultiGPU.md │ ├── WanVideoClipVisionEncodeMultiGPU.md │ ├── WanVideoControlnetLoaderMultiGPU.md │ ├── WanVideoDecodeMultiGPU.md │ ├── WanVideoEncodeMultiGPU.md │ ├── WanVideoImageToVideoEncodeMultiGPU.md │ ├── WanVideoModelLoaderMultiGPU.md │ ├── WanVideoSamplerMultiGPU.md │ ├── WanVideoTextEncodeCachedMultiGPU.md │ ├── 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