Upload wan2.2_i2v_scale_fp8_comfyui_with_lora.json

wan2.2_i2v_scale_fp8_comfyui_with_lora.json

@@ -0,0 +1,1890 @@
+{
+  "id": "c6e410bc-5e2c-460b-ae81-c91b6094fbb1",
+  "revision": 0,
+  "last_node_id": 110,
+  "last_link_id": 192,
+  "nodes": [
+    {
+      "id": 91,
+      "type": "INTConstant",
+      "pos": [
+        962.665283203125,
+        -11.130080223083496
+      ],
+      "size": [
+        210,
+        58
+      ],
+      "flags": {},
+      "order": 0,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "value",
+          "type": "INT",
+          "links": [
+            153,
+            154
+          ]
+        }
+      ],
+      "title": "Split_step",
+      "properties": {
+        "Node name for S&R": "INTConstant",
+        "cnr_id": "comfyui-kjnodes",
+        "ver": "a6b867b63a29ca48ddb15c589e17a9f2d8530d57"
+      },
+      "widgets_values": [
+        2
+      ],
+      "color": "#1b4669",
+      "bgcolor": "#29699c"
+    },
+    {
+      "id": 94,
+      "type": "INTConstant",
+      "pos": [
+        954.26416015625,
+        -118.21441650390625
+      ],
+      "size": [
+        210,
+        58
+      ],
+      "flags": {},
+      "order": 1,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "value",
+          "type": "INT",
+          "links": [
+            163,
+            164
+          ]
+        }
+      ],
+      "title": "Steps",
+      "properties": {
+        "Node name for S&R": "INTConstant",
+        "cnr_id": "comfyui-kjnodes",
+        "ver": "a6b867b63a29ca48ddb15c589e17a9f2d8530d57"
+      },
+      "widgets_values": [
+        4
+      ],
+      "color": "#1b4669",
+      "bgcolor": "#29699c"
+    },
+    {
+      "id": 99,
+      "type": "FloatToSigmas",
+      "pos": [
+        1298.439697265625,
+        104.85283660888672
+      ],
+      "size": [
+        216.59999084472656,
+        26
+      ],
+      "flags": {},
+      "order": 12,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "float_list",
+          "type": "FLOAT",
+          "link": 172
+        }
+      ],
+      "outputs": [
+        {
+          "name": "SIGMAS",
+          "type": "SIGMAS",
+          "links": [
+            173,
+            176
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "FloatToSigmas"
+      },
+      "widgets_values": []
+    },
+    {
+      "id": 100,
+      "type": "StringToFloatList",
+      "pos": [
+        914.3660278320312,
+        104.0481948852539
+      ],
+      "size": [
+        350.3900146484375,
+        115.30000305175781
+      ],
+      "flags": {},
+      "order": 2,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "FLOAT",
+          "type": "FLOAT",
+          "links": [
+            172
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "StringToFloatList"
+      },
+      "widgets_values": [
+        "1.0, 0.9375001, 0.8333333, 0.625, 0.0000"
+      ]
+    },
+    {
+      "id": 105,
+      "type": "Note",
+      "pos": [
+        1203.7630615234375,
+        -117.71623229980469
+      ],
+      "size": [
+        379.72747802734375,
+        135.40545654296875
+      ],
+      "flags": {},
+      "order": 3,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [],
+      "properties": {},
+      "widgets_values": [
+        "Set steps to 4, split step to 2.\n\nSigmas to [1.0, 0.9375001, 0.8333333, 0.625, 0.0000]\n\nPlease let me know if you run into any issues.\n\nhttps://github.com/ModelTC/Wan2.2-Lightning/issues/3\nhttps://github.com/ModelTC/Wan2.2-Lightning"
+      ],
+      "color": "#432",
+      "bgcolor": "#653"
+    },
+    {
+      "id": 28,
+      "type": "WanVideoDecode",
+      "pos": [
+        2460.390869140625,
+        -1539.149169921875
+      ],
+      "size": [
+        315,
+        198
+      ],
+      "flags": {},
+      "order": 24,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "vae",
+          "type": "WANVAE",
+          "link": 188
+        },
+        {
+          "name": "samples",
+          "type": "LATENT",
+          "link": 192
+        }
+      ],
+      "outputs": [
+        {
+          "name": "images",
+          "type": "IMAGE",
+          "slot_index": 0,
+          "links": [
+            179
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "WanVideoDecode",
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "998a69cc0acbec503001b8b0ce0a5d5404420e1e"
+      },
+      "widgets_values": [
+        false,
+        272,
+        272,
+        144,
+        128,
+        "default"
+      ],
+      "color": "#322",
+      "bgcolor": "#533"
+    },
+    {
+      "id": 109,
+      "type": "WanVideoVAELoader",
+      "pos": [
+        1083.5545654296875,
+        -2016.0570068359375
+      ],
+      "size": [
+        315,
+        82
+      ],
+      "flags": {},
+      "order": 4,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "compile_args",
+          "shape": 7,
+          "type": "WANCOMPILEARGS",
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "name": "vae",
+          "type": "WANVAE",
+          "slot_index": 0,
+          "links": [
+            184,
+            188
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "WanVideoVAELoader",
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "998a69cc0acbec503001b8b0ce0a5d5404420e1e"
+      },
+      "widgets_values": [
+        "wan_2.1_vae.safetensors",
+        "bf16"
+      ],
+      "color": "#322",
+      "bgcolor": "#533"
+    },
+    {
+      "id": 92,
+      "type": "WanVideoSetBlockSwap",
+      "pos": [
+        822.8410034179688,
+        -1428.8175048828125
+      ],
+      "size": [
+        201.76815795898438,
+        46
+      ],
+      "flags": {},
+      "order": 17,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "model",
+          "type": "WANVIDEOMODEL",
+          "link": 155
+        },
+        {
+          "name": "block_swap_args",
+          "shape": 7,
+          "type": "BLOCKSWAPARGS",
+          "link": 156
+        }
+      ],
+      "outputs": [
+        {
+          "name": "model",
+          "type": "WANVIDEOMODEL",
+          "links": [
+            157
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "WanVideoSetBlockSwap",
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "7e290c67bff1f906cdab84523018573f6c9d4d7f"
+      },
+      "widgets_values": [],
+      "color": "#223",
+      "bgcolor": "#335"
+    },
+    {
+      "id": 80,
+      "type": "WanVideoSetLoRAs",
+      "pos": [
+        1102.7724609375,
+        -1299.5755615234375
+      ],
+      "size": [
+        222.27981567382812,
+        46
+      ],
+      "flags": {},
+      "order": 20,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "model",
+          "type": "WANVIDEOMODEL",
+          "link": 157
+        },
+        {
+          "name": "lora",
+          "shape": 7,
+          "type": "WANVIDLORA",
+          "link": 110
+        }
+      ],
+      "outputs": [
+        {
+          "name": "model",
+          "type": "WANVIDEOMODEL",
+          "links": [
+            109
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "WanVideoSetLoRAs",
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "998a69cc0acbec503001b8b0ce0a5d5404420e1e"
+      },
+      "widgets_values": [],
+      "color": "#223",
+      "bgcolor": "#335"
+    },
+    {
+      "id": 93,
+      "type": "WanVideoSetBlockSwap",
+      "pos": [
+        874.9732055664062,
+        -1067.728759765625
+      ],
+      "size": [
+        201.76815795898438,
+        46
+      ],
+      "flags": {},
+      "order": 18,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "model",
+          "type": "WANVIDEOMODEL",
+          "link": 160
+        },
+        {
+          "name": "block_swap_args",
+          "shape": 7,
+          "type": "BLOCKSWAPARGS",
+          "link": 159
+        }
+      ],
+      "outputs": [
+        {
+          "name": "model",
+          "type": "WANVIDEOMODEL",
+          "links": [
+            161
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "WanVideoSetBlockSwap",
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "7e290c67bff1f906cdab84523018573f6c9d4d7f"
+      },
+      "widgets_values": [],
+      "color": "#223",
+      "bgcolor": "#335"
+    },
+    {
+      "id": 79,
+      "type": "WanVideoSetLoRAs",
+      "pos": [
+        1111.93212890625,
+        -1040.73583984375
+      ],
+      "size": [
+        222.27981567382812,
+        46
+      ],
+      "flags": {},
+      "order": 21,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "model",
+          "type": "WANVIDEOMODEL",
+          "link": 161
+        },
+        {
+          "name": "lora",
+          "shape": 7,
+          "type": "WANVIDLORA",
+          "link": 169
+        }
+      ],
+      "outputs": [
+        {
+          "name": "model",
+          "type": "WANVIDEOMODEL",
+          "links": [
+            144
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "WanVideoSetLoRAs",
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "998a69cc0acbec503001b8b0ce0a5d5404420e1e"
+      },
+      "widgets_values": [],
+      "color": "#223",
+      "bgcolor": "#335"
+    },
+    {
+      "id": 110,
+      "type": "WanVideoImageToVideoEncode",
+      "pos": [
+        1500.3409423828125,
+        -1820.419189453125
+      ],
+      "size": [
+        308.2320251464844,
+        390
+      ],
+      "flags": {},
+      "order": 19,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "vae",
+          "shape": 7,
+          "type": "WANVAE",
+          "link": 184
+        },
+        {
+          "name": "clip_embeds",
+          "shape": 7,
+          "type": "WANVIDIMAGE_CLIPEMBEDS",
+          "link": null
+        },
+        {
+          "name": "start_image",
+          "shape": 7,
+          "type": "IMAGE",
+          "link": 185
+        },
+        {
+          "name": "end_image",
+          "shape": 7,
+          "type": "IMAGE",
+          "link": null
+        },
+        {
+          "name": "control_embeds",
+          "shape": 7,
+          "type": "WANVIDIMAGE_EMBEDS",
+          "link": null
+        },
+        {
+          "name": "temporal_mask",
+          "shape": 7,
+          "type": "MASK",
+          "link": null
+        },
+        {
+          "name": "extra_latents",
+          "shape": 7,
+          "type": "LATENT",
+          "link": null
+        },
+        {
+          "name": "add_cond_latents",
+          "shape": 7,
+          "type": "ADD_COND_LATENTS",
+          "link": null
+        },
+        {
+          "name": "width",
+          "type": "INT",
+          "widget": {
+            "name": "width"
+          },
+          "link": 186
+        },
+        {
+          "name": "height",
+          "type": "INT",
+          "widget": {
+            "name": "height"
+          },
+          "link": 187
+        }
+      ],
+      "outputs": [
+        {
+          "name": "image_embeds",
+          "type": "WANVIDIMAGE_EMBEDS",
+          "links": [
+            189,
+            190
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "WanVideoImageToVideoEncode",
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "7e290c67bff1f906cdab84523018573f6c9d4d7f"
+      },
+      "widgets_values": [
+        832,
+        480,
+        81,
+        0,
+        1,
+        1,
+        true,
+        false,
+        false
+      ],
+      "color": "#322",
+      "bgcolor": "#533"
+    },
+    {
+      "id": 108,
+      "type": "ImageResizeKJv2",
+      "pos": [
+        1083.8431396484375,
+        -1746.05908203125
+      ],
+      "size": [
+        270,
+        336
+      ],
+      "flags": {},
+      "order": 16,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "image",
+          "type": "IMAGE",
+          "link": 181
+        },
+        {
+          "name": "mask",
+          "shape": 7,
+          "type": "MASK",
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "links": [
+            185
+          ]
+        },
+        {
+          "name": "width",
+          "type": "INT",
+          "links": [
+            186
+          ]
+        },
+        {
+          "name": "height",
+          "type": "INT",
+          "links": [
+            187
+          ]
+        },
+        {
+          "name": "mask",
+          "type": "MASK",
+          "links": null
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "ImageResizeKJv2",
+        "cnr_id": "comfyui-kjnodes",
+        "ver": "a6b867b63a29ca48ddb15c589e17a9f2d8530d57"
+      },
+      "widgets_values": [
+        720,
+        1280,
+        "lanczos",
+        "crop",
+        "0, 0, 0",
+        "center",
+        16,
+        "cpu",
+        "<tr><td>Output: </td><td><b>1</b> x <b>720</b> x <b>1280 | 10.55MB</b></td></tr>"
+      ]
+    },
+    {
+      "id": 27,
+      "type": "WanVideoSampler",
+      "pos": [
+        1566.1610107421875,
+        -1335.24560546875
+      ],
+      "size": [
+        320.79998779296875,
+        975
+      ],
+      "flags": {},
+      "order": 22,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "model",
+          "type": "WANVIDEOMODEL",
+          "link": 109
+        },
+        {
+          "name": "image_embeds",
+          "type": "WANVIDIMAGE_EMBEDS",
+          "link": 189
+        },
+        {
+          "name": "text_embeds",
+          "shape": 7,
+          "type": "WANVIDEOTEXTEMBEDS",
+          "link": 30
+        },
+        {
+          "name": "samples",
+          "shape": 7,
+          "type": "LATENT",
+          "link": null
+        },
+        {
+          "name": "feta_args",
+          "shape": 7,
+          "type": "FETAARGS",
+          "link": null
+        },
+        {
+          "name": "context_options",
+          "shape": 7,
+          "type": "WANVIDCONTEXT",
+          "link": null
+        },
+        {
+          "name": "cache_args",
+          "shape": 7,
+          "type": "CACHEARGS",
+          "link": null
+        },
+        {
+          "name": "flowedit_args",
+          "shape": 7,
+          "type": "FLOWEDITARGS",
+          "link": null
+        },
+        {
+          "name": "slg_args",
+          "shape": 7,
+          "type": "SLGARGS",
+          "link": null
+        },
+        {
+          "name": "loop_args",
+          "shape": 7,
+          "type": "LOOPARGS",
+          "link": null
+        },
+        {
+          "name": "experimental_args",
+          "shape": 7,
+          "type": "EXPERIMENTALARGS",
+          "link": null
+        },
+        {
+          "name": "sigmas",
+          "shape": 7,
+          "type": "SIGMAS",
+          "link": 173
+        },
+        {
+          "name": "unianimate_poses",
+          "shape": 7,
+          "type": "UNIANIMATE_POSE",
+          "link": null
+        },
+        {
+          "name": "fantasytalking_embeds",
+          "shape": 7,
+          "type": "FANTASYTALKING_EMBEDS",
+          "link": null
+        },
+        {
+          "name": "uni3c_embeds",
+          "shape": 7,
+          "type": "UNI3C_EMBEDS",
+          "link": null
+        },
+        {
+          "name": "multitalk_embeds",
+          "shape": 7,
+          "type": "MULTITALK_EMBEDS",
+          "link": null
+        },
+        {
+          "name": "freeinit_args",
+          "shape": 7,
+          "type": "FREEINITARGS",
+          "link": null
+        },
+        {
+          "name": "steps",
+          "type": "INT",
+          "widget": {
+            "name": "steps"
+          },
+          "link": 163
+        },
+        {
+          "name": "end_step",
+          "shape": 7,
+          "type": "INT",
+          "widget": {
+            "name": "end_step"
+          },
+          "link": 153
+        }
+      ],
+      "outputs": [
+        {
+          "name": "samples",
+          "type": "LATENT",
+          "slot_index": 0,
+          "links": [
+            143
+          ]
+        },
+        {
+          "name": "denoised_samples",
+          "type": "LATENT",
+          "links": null
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "WanVideoSampler",
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "998a69cc0acbec503001b8b0ce0a5d5404420e1e"
+      },
+      "widgets_values": [
+        6,
+        1,
+        1.0000000000000002,
+        42,
+        "fixed",
+        true,
+        "euler",
+        0,
+        1,
+        false,
+        "comfy",
+        0,
+        10,
+        ""
+      ]
+    },
+    {
+      "id": 11,
+      "type": "LoadWanVideoT5TextEncoder",
+      "pos": [
+        -26.989133834838867,
+        -291.2793273925781
+      ],
+      "size": [
+        377.1661376953125,
+        130
+      ],
+      "flags": {},
+      "order": 5,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "wan_t5_model",
+          "type": "WANTEXTENCODER",
+          "slot_index": 0,
+          "links": [
+            15
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "LoadWanVideoT5TextEncoder",
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "998a69cc0acbec503001b8b0ce0a5d5404420e1e"
+      },
+      "widgets_values": [
+        "umt5_xxl_fp16.safetensors",
+        "bf16",
+        "offload_device",
+        "disabled"
+      ],
+      "color": "#332922",
+      "bgcolor": "#593930"
+    },
+    {
+      "id": 39,
+      "type": "WanVideoBlockSwap",
+      "pos": [
+        -1075.8992919921875,
+        -1326.015380859375
+      ],
+      "size": [
+        315,
+        202
+      ],
+      "flags": {},
+      "order": 6,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "block_swap_args",
+          "type": "BLOCKSWAPARGS",
+          "slot_index": 0,
+          "links": [
+            156,
+            159
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "WanVideoBlockSwap",
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "998a69cc0acbec503001b8b0ce0a5d5404420e1e"
+      },
+      "widgets_values": [
+        0,
+        false,
+        false,
+        false,
+        1,
+        0,
+        false
+      ],
+      "color": "#223",
+      "bgcolor": "#335"
+    },
+    {
+      "id": 35,
+      "type": "WanVideoTorchCompileSettings",
+      "pos": [
+        -1069.3343505859375,
+        -1060.6993408203125
+      ],
+      "size": [
+        421.6000061035156,
+        202
+      ],
+      "flags": {},
+      "order": 7,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "torch_compile_args",
+          "type": "WANCOMPILEARGS",
+          "slot_index": 0,
+          "links": [
+            111,
+            112
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "WanVideoTorchCompileSettings",
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "998a69cc0acbec503001b8b0ce0a5d5404420e1e"
+      },
+      "widgets_values": [
+        "inductor",
+        false,
+        "default",
+        false,
+        64,
+        true,
+        128
+      ]
+    },
+    {
+      "id": 44,
+      "type": "Note",
+      "pos": [
+        -1056.041259765625,
+        -801.9573974609375
+      ],
+      "size": [
+        303.0501403808594,
+        88
+      ],
+      "flags": {},
+      "order": 8,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [],
+      "properties": {},
+      "widgets_values": [
+        "If you have Triton installed, connect this for ~30% speed increase"
+      ],
+      "color": "#432",
+      "bgcolor": "#653"
+    },
+    {
+      "id": 56,
+      "type": "WanVideoLoraSelect",
+      "pos": [
+        466.8738708496094,
+        -1317.8551025390625
+      ],
+      "size": [
+        469.14825439453125,
+        150
+      ],
+      "flags": {},
+      "order": 9,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "prev_lora",
+          "shape": 7,
+          "type": "WANVIDLORA",
+          "link": null
+        },
+        {
+          "name": "blocks",
+          "shape": 7,
+          "type": "SELECTEDBLOCKS",
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "name": "lora",
+          "type": "WANVIDLORA",
+          "links": [
+            110
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "WanVideoLoraSelect",
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "998a69cc0acbec503001b8b0ce0a5d5404420e1e"
+      },
+      "widgets_values": [
+        "wan2.2_i2v_A14b_high_noise_lora_rank64_lightx2v_4step_1022.safetensors",
+        1.0000000000000002,
+        false,
+        false
+      ],
+      "color": "#223",
+      "bgcolor": "#335"
+    },
+    {
+      "id": 97,
+      "type": "WanVideoLoraSelect",
+      "pos": [
+        474.0125732421875,
+        -935.5218505859375
+      ],
+      "size": [
+        482.07183837890625,
+        150
+      ],
+      "flags": {},
+      "order": 10,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "prev_lora",
+          "shape": 7,
+          "type": "WANVIDLORA",
+          "link": null
+        },
+        {
+          "name": "blocks",
+          "shape": 7,
+          "type": "SELECTEDBLOCKS",
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "name": "lora",
+          "type": "WANVIDLORA",
+          "links": [
+            169
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "WanVideoLoraSelect",
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "998a69cc0acbec503001b8b0ce0a5d5404420e1e"
+      },
+      "widgets_values": [
+        "wan2.2_i2v_A14b_low_noise_lora_rank64_lightx2v_4step_1022.safetensors",
+        1.0000000000000002,
+        false,
+        false
+      ],
+      "color": "#223",
+      "bgcolor": "#335"
+    },
+    {
+      "id": 22,
+      "type": "WanVideoModelLoader",
+      "pos": [
+        -36.07386016845703,
+        -1428.06640625
+      ],
+      "size": [
+        477.4410095214844,
+        274
+      ],
+      "flags": {
+        "collapsed": false
+      },
+      "order": 14,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "compile_args",
+          "shape": 7,
+          "type": "WANCOMPILEARGS",
+          "link": 111
+        },
+        {
+          "name": "block_swap_args",
+          "shape": 7,
+          "type": "BLOCKSWAPARGS",
+          "link": null
+        },
+        {
+          "name": "lora",
+          "shape": 7,
+          "type": "WANVIDLORA",
+          "link": null
+        },
+        {
+          "name": "vram_management_args",
+          "shape": 7,
+          "type": "VRAM_MANAGEMENTARGS",
+          "link": null
+        },
+        {
+          "name": "vace_model",
+          "shape": 7,
+          "type": "VACEPATH",
+          "link": null
+        },
+        {
+          "name": "fantasytalking_model",
+          "shape": 7,
+          "type": "FANTASYTALKINGMODEL",
+          "link": null
+        },
+        {
+          "name": "multitalk_model",
+          "shape": 7,
+          "type": "MULTITALKMODEL",
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "name": "model",
+          "type": "WANVIDEOMODEL",
+          "slot_index": 0,
+          "links": [
+            155
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "WanVideoModelLoader",
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "998a69cc0acbec503001b8b0ce0a5d5404420e1e"
+      },
+      "widgets_values": [
+        "wan2.2_i2v_A14b_high_noise_lightx2v.safetensors",
+        "bf16",
+        "disabled",
+        "offload_device",
+        "sageattn"
+      ],
+      "color": "#223",
+      "bgcolor": "#335"
+    },
+    {
+      "id": 71,
+      "type": "WanVideoModelLoader",
+      "pos": [
+        -28.28546905517578,
+        -1054.977783203125
+      ],
+      "size": [
+        477.4410095214844,
+        274
+      ],
+      "flags": {},
+      "order": 15,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "compile_args",
+          "shape": 7,
+          "type": "WANCOMPILEARGS",
+          "link": 112
+        },
+        {
+          "name": "block_swap_args",
+          "shape": 7,
+          "type": "BLOCKSWAPARGS",
+          "link": null
+        },
+        {
+          "name": "lora",
+          "shape": 7,
+          "type": "WANVIDLORA",
+          "link": null
+        },
+        {
+          "name": "vram_management_args",
+          "shape": 7,
+          "type": "VRAM_MANAGEMENTARGS",
+          "link": null
+        },
+        {
+          "name": "vace_model",
+          "shape": 7,
+          "type": "VACEPATH",
+          "link": null
+        },
+        {
+          "name": "fantasytalking_model",
+          "shape": 7,
+          "type": "FANTASYTALKINGMODEL",
+          "link": null
+        },
+        {
+          "name": "multitalk_model",
+          "shape": 7,
+          "type": "MULTITALKMODEL",
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "name": "model",
+          "type": "WANVIDEOMODEL",
+          "slot_index": 0,
+          "links": [
+            160
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "WanVideoModelLoader",
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "998a69cc0acbec503001b8b0ce0a5d5404420e1e"
+      },
+      "widgets_values": [
+        "wan2.2_i2v_A14b_low_noise_lightx2v.safetensors",
+        "bf16",
+        "disabled",
+        "offload_device",
+        "sageattn"
+      ],
+      "color": "#223",
+      "bgcolor": "#335"
+    },
+    {
+      "id": 90,
+      "type": "WanVideoSampler",
+      "pos": [
+        1947.074951171875,
+        -1161.6448974609375
+      ],
+      "size": [
+        320.79998779296875,
+        975
+      ],
+      "flags": {},
+      "order": 23,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "model",
+          "type": "WANVIDEOMODEL",
+          "link": 144
+        },
+        {
+          "name": "image_embeds",
+          "type": "WANVIDIMAGE_EMBEDS",
+          "link": 190
+        },
+        {
+          "name": "text_embeds",
+          "shape": 7,
+          "type": "WANVIDEOTEXTEMBEDS",
+          "link": 152
+        },
+        {
+          "name": "samples",
+          "shape": 7,
+          "type": "LATENT",
+          "link": 143
+        },
+        {
+          "name": "feta_args",
+          "shape": 7,
+          "type": "FETAARGS",
+          "link": null
+        },
+        {
+          "name": "context_options",
+          "shape": 7,
+          "type": "WANVIDCONTEXT",
+          "link": null
+        },
+        {
+          "name": "cache_args",
+          "shape": 7,
+          "type": "CACHEARGS",
+          "link": null
+        },
+        {
+          "name": "flowedit_args",
+          "shape": 7,
+          "type": "FLOWEDITARGS",
+          "link": null
+        },
+        {
+          "name": "slg_args",
+          "shape": 7,
+          "type": "SLGARGS",
+          "link": null
+        },
+        {
+          "name": "loop_args",
+          "shape": 7,
+          "type": "LOOPARGS",
+          "link": null
+        },
+        {
+          "name": "experimental_args",
+          "shape": 7,
+          "type": "EXPERIMENTALARGS",
+          "link": null
+        },
+        {
+          "name": "sigmas",
+          "shape": 7,
+          "type": "SIGMAS",
+          "link": 176
+        },
+        {
+          "name": "unianimate_poses",
+          "shape": 7,
+          "type": "UNIANIMATE_POSE",
+          "link": null
+        },
+        {
+          "name": "fantasytalking_embeds",
+          "shape": 7,
+          "type": "FANTASYTALKING_EMBEDS",
+          "link": null
+        },
+        {
+          "name": "uni3c_embeds",
+          "shape": 7,
+          "type": "UNI3C_EMBEDS",
+          "link": null
+        },
+        {
+          "name": "multitalk_embeds",
+          "shape": 7,
+          "type": "MULTITALK_EMBEDS",
+          "link": null
+        },
+        {
+          "name": "freeinit_args",
+          "shape": 7,
+          "type": "FREEINITARGS",
+          "link": null
+        },
+        {
+          "name": "steps",
+          "type": "INT",
+          "widget": {
+            "name": "steps"
+          },
+          "link": 164
+        },
+        {
+          "name": "start_step",
+          "shape": 7,
+          "type": "INT",
+          "widget": {
+            "name": "start_step"
+          },
+          "link": 154
+        }
+      ],
+      "outputs": [
+        {
+          "name": "samples",
+          "type": "LATENT",
+          "slot_index": 0,
+          "links": [
+            192
+          ]
+        },
+        {
+          "name": "denoised_samples",
+          "type": "LATENT",
+          "links": []
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "WanVideoSampler",
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "998a69cc0acbec503001b8b0ce0a5d5404420e1e"
+      },
+      "widgets_values": [
+        6,
+        1,
+        1.0000000000000002,
+        42,
+        "fixed",
+        true,
+        "euler",
+        0,
+        1,
+        false,
+        "comfy",
+        10,
+        -1,
+        ""
+      ]
+    },
+    {
+      "id": 106,
+      "type": "LoadImage",
+      "pos": [
+        513.183837890625,
+        -1960.786376953125
+      ],
+      "size": [
+        274.080078125,
+        314
+      ],
+      "flags": {},
+      "order": 11,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "links": [
+            181
+          ]
+        },
+        {
+          "name": "MASK",
+          "type": "MASK",
+          "links": null
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "LoadImage",
+        "cnr_id": "comfy-core",
+        "ver": "0.3.44"
+      },
+      "widgets_values": [
+        "img_0.jpg",
+        "image"
+      ]
+    },
+    {
+      "id": 16,
+      "type": "WanVideoTextEncode",
+      "pos": [
+        391.0511169433594,
+        -294.24603271484375
+      ],
+      "size": [
+        473.22991943359375,
+        532.672119140625
+      ],
+      "flags": {},
+      "order": 13,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "t5",
+          "shape": 7,
+          "type": "WANTEXTENCODER",
+          "link": 15
+        },
+        {
+          "name": "model_to_offload",
+          "shape": 7,
+          "type": "WANVIDEOMODEL",
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "name": "text_embeds",
+          "type": "WANVIDEOTEXTEMBEDS",
+          "slot_index": 0,
+          "links": [
+            30,
+            152
+          ]
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "WanVideoTextEncode",
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "998a69cc0acbec503001b8b0ce0a5d5404420e1e"
+      },
+      "widgets_values": [
+        "Summer beach vacation style, a white cat wearing sunglasses sits on a surfboard. The fluffy-furred feline gazes directly at the camera with a relaxed expression. Blurred beach scenery forms the background featuring crystal-clear waters, distant green hills, and a blue sky dotted with white clouds. The cat assumes a naturally relaxed posture, as if savoring the sea breeze and warm sunlight. A close-up shot highlights the feline's intricate details and the refreshing atmosphere of the seaside.",
+        "",
+        true,
+        false,
+        "gpu"
+      ],
+      "color": "#332922",
+      "bgcolor": "#593930"
+    },
+    {
+      "id": 60,
+      "type": "VHS_VideoCombine",
+      "pos": [
+        2457.330322265625,
+        -1278.6820068359375
+      ],
+      "size": [
+        698.6392211914062,
+        1554.4697265625
+      ],
+      "flags": {},
+      "order": 25,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "images",
+          "type": "IMAGE",
+          "link": 179
+        },
+        {
+          "name": "audio",
+          "shape": 7,
+          "type": "AUDIO",
+          "link": null
+        },
+        {
+          "name": "meta_batch",
+          "shape": 7,
+          "type": "VHS_BatchManager",
+          "link": null
+        },
+        {
+          "name": "vae",
+          "shape": 7,
+          "type": "VAE",
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "name": "Filenames",
+          "type": "VHS_FILENAMES",
+          "links": null
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "VHS_VideoCombine",
+        "cnr_id": "comfyui-videohelpersuite",
+        "ver": "0a75c7958fe320efcb052f1d9f8451fd20c730a8"
+      },
+      "widgets_values": {
+        "frame_rate": 16,
+        "loop_count": 0,
+        "filename_prefix": "Wan2.2-Lightning-I2V-4steps",
+        "format": "video/h264-mp4",
+        "pix_fmt": "yuv420p",
+        "crf": 19,
+        "save_metadata": true,
+        "trim_to_audio": false,
+        "pingpong": false,
+        "save_output": false,
+        "videopreview": {
+          "hidden": false,
+          "paused": false,
+          "params": {
+            "filename": "Wan2.2-Lightning-I2V-4steps_00003.mp4",
+            "subfolder": "",
+            "type": "temp",
+            "format": "video/h264-mp4",
+            "frame_rate": 16,
+            "workflow": "Wan2.2-Lightning-I2V-4steps_00003.png",
+            "fullpath": "/data/nvme0/gaopeng1/workspace/github/ComfyUI/temp/Wan2.2-Lightning-I2V-4steps_00003.mp4"
+          }
+        }
+      }
+    }
+  ],
+  "links": [
+    [
+      15,
+      11,
+      0,
+      16,
+      0,
+      "WANTEXTENCODER"
+    ],
+    [
+      30,
+      16,
+      0,
+      27,
+      2,
+      "WANVIDEOTEXTEMBEDS"
+    ],
+    [
+      109,
+      80,
+      0,
+      27,
+      0,
+      "WANVIDEOMODEL"
+    ],
+    [
+      110,
+      56,
+      0,
+      80,
+      1,
+      "WANVIDLORA"
+    ],
+    [
+      111,
+      35,
+      0,
+      22,
+      0,
+      "WANCOMPILEARGS"
+    ],
+    [
+      112,
+      35,
+      0,
+      71,
+      0,
+      "WANCOMPILEARGS"
+    ],
+    [
+      143,
+      27,
+      0,
+      90,
+      3,
+      "LATENT"
+    ],
+    [
+      144,
+      79,
+      0,
+      90,
+      0,
+      "WANVIDEOMODEL"
+    ],
+    [
+      152,
+      16,
+      0,
+      90,
+      2,
+      "WANVIDEOTEXTEMBEDS"
+    ],
+    [
+      153,
+      91,
+      0,
+      27,
+      18,
+      "INT"
+    ],
+    [
+      154,
+      91,
+      0,
+      90,
+      18,
+      "INT"
+    ],
+    [
+      155,
+      22,
+      0,
+      92,
+      0,
+      "WANVIDEOMODEL"
+    ],
+    [
+      156,
+      39,
+      0,
+      92,
+      1,
+      "BLOCKSWAPARGS"
+    ],
+    [
+      157,
+      92,
+      0,
+      80,
+      0,
+      "WANVIDEOMODEL"
+    ],
+    [
+      159,
+      39,
+      0,
+      93,
+      1,
+      "BLOCKSWAPARGS"
+    ],
+    [
+      160,
+      71,
+      0,
+      93,
+      0,
+      "WANVIDEOMODEL"
+    ],
+    [
+      161,
+      93,
+      0,
+      79,
+      0,
+      "WANVIDEOMODEL"
+    ],
+    [
+      163,
+      94,
+      0,
+      27,
+      17,
+      "INT"
+    ],
+    [
+      164,
+      94,
+      0,
+      90,
+      17,
+      "INT"
+    ],
+    [
+      169,
+      97,
+      0,
+      79,
+      1,
+      "WANVIDLORA"
+    ],
+    [
+      172,
+      100,
+      0,
+      99,
+      0,
+      "FLOAT"
+    ],
+    [
+      173,
+      99,
+      0,
+      27,
+      11,
+      "SIGMAS"
+    ],
+    [
+      176,
+      99,
+      0,
+      90,
+      11,
+      "SIGMAS"
+    ],
+    [
+      179,
+      28,
+      0,
+      60,
+      0,
+      "IMAGE"
+    ],
+    [
+      181,
+      106,
+      0,
+      108,
+      0,
+      "IMAGE"
+    ],
+    [
+      184,
+      109,
+      0,
+      110,
+      0,
+      "WANVAE"
+    ],
+    [
+      185,
+      108,
+      0,
+      110,
+      2,
+      "IMAGE"
+    ],
+    [
+      186,
+      108,
+      1,
+      110,
+      8,
+      "INT"
+    ],
+    [
+      187,
+      108,
+      2,
+      110,
+      9,
+      "INT"
+    ],
+    [
+      188,
+      109,
+      0,
+      28,
+      0,
+      "WANVAE"
+    ],
+    [
+      189,
+      110,
+      0,
+      27,
+      1,
+      "WANVIDIMAGE_EMBEDS"
+    ],
+    [
+      190,
+      110,
+      0,
+      90,
+      1,
+      "WANVIDIMAGE_EMBEDS"
+    ],
+    [
+      192,
+      90,
+      0,
+      28,
+      1,
+      "LATENT"
+    ]
+  ],
+  "groups": [
+    {
+      "id": 2,
+      "title": "4step-inference setting",
+      "bounding": [
+        905.956298828125,
+        -316.2374267578125,
+        731.2161254882812,
+        572.407958984375
+      ],
+      "color": "#3f789e",
+      "font_size": 24,
+      "flags": {}
+    }
+  ],
+  "config": {},
+  "extra": {
+    "ds": {
+      "scale": 0.3504938994813925,
+      "offset": [
+        1438.081885426967,
+        2307.3334239800743
+      ]
+    },
+    "frontendVersion": "1.25.11",
+    "reroutes": [
+      {
+        "id": 1,
+        "pos": [
+          -698.329345703125,
+          -1154.08203125
+        ],
+        "linkIds": [
+          159
+        ]
+      },
+      {
+        "id": 2,
+        "pos": [
+          -708.290283203125,
+          -1416.2266845703125
+        ],
+        "linkIds": [
+          156
+        ]
+      }
+    ],
+    "node_versions": {
+      "ComfyUI-WanVideoWrapper": "5a2383621a05825d0d0437781afcb8552d9590fd",
+      "comfy-core": "0.3.26",
+      "ComfyUI-VideoHelperSuite": "0a75c7958fe320efcb052f1d9f8451fd20c730a8"
+    },
+    "VHS_latentpreview": false,
+    "VHS_latentpreviewrate": 0,
+    "VHS_MetadataImage": true,
+    "VHS_KeepIntermediate": true,
+    "linkExtensions": [
+      {
+        "id": 156,
+        "parentId": 2
+      },
+      {
+        "id": 159,
+        "parentId": 1
+      }
+    ]
+  },
+  "version": 0.4
+}