diff --git a/README.md b/README.md
index 8e1ae6a..432249c 100644
--- a/README.md
+++ b/README.md
@@ -50,7 +50,7 @@ To use MagCache node, simply add `MagCache` node to your workflow after `Load Di
 | Chroma                       |        0.10       |         0.25      |         2         |
 | Qwen-Image                   |        0.10       |         0.20      |         2         |
 | HunyuanVideo-T2V             |        0.24       |         0.2       |         6         |
-| HunyuanVideo1.5-T2V          |        0.03       |         0.25      |         2         |
+| HunyuanVideo1.5-T2V(20 steps)|        0.03       |         0.25      |         2         |
 | Wan2.1-T2V-1.3B              |        0.12       |         0.2       |         4         |
 | Wan2.1-T2V-14B               |        0.24       |         0.2       |         6         |
 | Wan2.1-I2V-480P-14B          |        0.24       |         0.2       |         6         |
@@ -62,7 +62,7 @@ To use MagCache node, simply add `MagCache` node to your workflow after `Load Di
 
 **If the image/video after applying MagCache is of low quality, please decrease `magcache_thresh` and `magcache_K`**. The default parameters are configured for extremely fast inference(2x-3x), which may lead to failures in some cases.
 
-The demo workflows ([flux](./examples/flux.json), [flux-kontext](./examples/flux_1_kontext_dev.json), [qwen-image](./examples/qwen_image_basic_example.json), [chroma](./examples/chroma.json), [hunyuanvideo](./examples/hunyuanvideo.json), [hunyuanvideo1.5](./examples/video_hunyuan_video_1.5_720p_t2v_magcache_fast.json), [wan2.1_t2v](./examples/wan2.1_t2v.json), [wan2.1_i2v](./examples/wan2.1_i2v.json), and [wan2.1_vace](./examples/wan2.1_vace.json)) are placed in examples folder. The workflow [chroma_calibration](./examples/chroma_calibration.json) is used to calibrate the `mag_ratios` for `Chroma` when the number of inference steps differs from the pre-defined value.
+The demo workflows ([flux](./examples/flux.json), [flux-kontext](./examples/flux_1_kontext_dev.json), [qwen-image](./examples/qwen_image_basic_example.json), [chroma](./examples/chroma.json), [hunyuanvideo](./examples/hunyuanvideo.json), [hunyuanvideo1.5](./examples/video_hunyuan_video_1.5_720p_t2v_magcache.json), [wan2.1_t2v](./examples/wan2.1_t2v.json), [wan2.1_i2v](./examples/wan2.1_i2v.json), and [wan2.1_vace](./examples/wan2.1_vace.json)) are placed in examples folder. The workflow [chroma_calibration](./examples/chroma_calibration.json) is used to calibrate the `mag_ratios` for `Chroma` when the number of inference steps differs from the pre-defined value.
 **In our experiments, the videos generated by Wan2.1 are not as high-quality as those produced by the [original unquantized version](https://github.com/Wan-Video/Wan2.1).**
 
 
diff --git a/examples/video_hunyuan_video_1.5_720p_t2v_magcache.json b/examples/video_hunyuan_video_1.5_720p_t2v_magcache.json
index 9b8abc3..3114195 100644
--- a/examples/video_hunyuan_video_1.5_720p_t2v_magcache.json
+++ b/examples/video_hunyuan_video_1.5_720p_t2v_magcache.json
@@ -1,8 +1,8 @@
 {
   "id": "ecc20583-98c5-4707-83f4-631b49a2bf0b",
   "revision": 0,
-  "last_node_id": 112,
-  "last_link_id": 287,
+  "last_node_id": 114,
+  "last_link_id": 291,
   "nodes": [
     {
       "id": 8,
@@ -16,7 +16,7 @@
         46
       ],
       "flags": {},
-      "order": 9,
+      "order": 11,
       "mode": 0,
       "inputs": [
         {
@@ -138,49 +138,6 @@
         "hunyuanvideo15_vae_fp16.safetensors"
       ]
     },
-    {
-      "id": 44,
-      "type": "CLIPTextEncode",
-      "pos": [
-        -220,
-        50
-      ],
-      "size": [
-        422.84503173828125,
-        164.31304931640625
-      ],
-      "flags": {},
-      "order": 5,
-      "mode": 0,
-      "inputs": [
-        {
-          "name": "clip",
-          "type": "CLIP",
-          "link": 205
-        }
-      ],
-      "outputs": [
-        {
-          "name": "CONDITIONING",
-          "type": "CONDITIONING",
-          "slot_index": 0,
-          "links": [
-            272
-          ]
-        }
-      ],
-      "title": "CLIP Text Encode (Positive Prompt)",
-      "properties": {
-        "Node name for S&R": "CLIPTextEncode",
-        "cnr_id": "comfy-core",
-        "ver": "0.3.68"
-      },
-      "widgets_values": [
-        "A paper airplane released from the top of a skyscraper, gliding through urban canyons, crossing traffic, flying over streets, spiraling upward between buildings. The camera follows the paper airplane's perspective, shooting cityscape in first-person POV, finally flying toward the sunset, disappearing in golden light. Creative camera movement, free perspective, dreamlike colors."
-      ],
-      "color": "#232",
-      "bgcolor": "#353"
-    },
     {
       "id": 107,
       "type": "EmptyHunyuanVideo15Latent",
@@ -229,7 +186,7 @@
         78
       ],
       "flags": {},
-      "order": 10,
+      "order": 12,
       "mode": 0,
       "inputs": [
         {
@@ -274,7 +231,7 @@
         200
       ],
       "flags": {},
-      "order": 6,
+      "order": 8,
       "mode": 0,
       "inputs": [
         {
@@ -351,7 +308,7 @@
           "type": "MODEL",
           "slot_index": 0,
           "links": [
-            286
+            290
           ]
         }
       ],
@@ -372,6 +329,141 @@
         "default"
       ]
     },
+    {
+      "id": 102,
+      "type": "SaveVideo",
+      "pos": [
+        650,
+        20
+      ],
+      "size": [
+        730,
+        828
+      ],
+      "flags": {},
+      "order": 13,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "video",
+          "type": "VIDEO",
+          "link": 269
+        }
+      ],
+      "outputs": [],
+      "properties": {
+        "Node name for S&R": "SaveVideo",
+        "cnr_id": "comfy-core",
+        "ver": "0.3.68"
+      },
+      "widgets_values": [
+        "video/hunyuan_video_1.5",
+        "auto",
+        "h264"
+      ]
+    },
+    {
+      "id": 44,
+      "type": "CLIPTextEncode",
+      "pos": [
+        -220,
+        50
+      ],
+      "size": [
+        422.84503173828125,
+        164.31304931640625
+      ],
+      "flags": {},
+      "order": 7,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "clip",
+          "type": "CLIP",
+          "link": 205
+        }
+      ],
+      "outputs": [
+        {
+          "name": "CONDITIONING",
+          "type": "CONDITIONING",
+          "slot_index": 0,
+          "links": [
+            272
+          ]
+        }
+      ],
+      "title": "CLIP Text Encode (Positive Prompt)",
+      "properties": {
+        "Node name for S&R": "CLIPTextEncode",
+        "cnr_id": "comfy-core",
+        "ver": "0.3.68"
+      },
+      "widgets_values": [
+        "俯视角度，一位有着深色，略带凌乱的长卷发的年轻中国女性，佩戴着闪耀的珍珠项链和圆形金色耳环，她凌乱的头发被风吹散，她微微抬头，望向天空，神情十分哀伤，眼中含着泪水。嘴唇涂着红色口红。背景是带有华丽红色花纹的图案。画面呈现复古电影风格，色调低饱和，带着轻微柔焦，烘托情绪氛围，质感仿佛20世纪90年代的经典胶片风格，营造出怀旧且富有戏剧性的感觉。"
+      ],
+      "color": "#232",
+      "bgcolor": "#353"
+    },
+    {
+      "id": 114,
+      "type": "MagCacheCalibration",
+      "pos": [
+        754.4683378022584,
+        -146.804079623664
+      ],
+      "size": [
+        270,
+        58
+      ],
+      "flags": {},
+      "order": 5,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "model",
+          "type": "MODEL",
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "name": "model",
+          "type": "MODEL",
+          "links": []
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "MagCacheCalibration"
+      },
+      "widgets_values": [
+        "hunyuanvideo1.5"
+      ]
+    },
+    {
+      "id": 113,
+      "type": "Note",
+      "pos": [
+        226.07364043667747,
+        -362.4529623566771
+      ],
+      "size": [
+        468.035417554187,
+        249.77239862739282
+      ],
+      "flags": {},
+      "order": 6,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [],
+      "title": "Note for MagCache",
+      "properties": {},
+      "widgets_values": [
+        "We calibrate the MagCache using the MagCache Calibration node with 20 euler sampling steps. The calibrated mag_ratios can also be utilized with a different inference steps. \n\nThe following config achieves 1.5x speedup without degrading visual quality.\nmagcache_thresh: 0.03\nmagcache_K: 1\nretention_ratio: 0.25\n\nFor a faster generateing, please utilize the following hyper-parameters, achieving a 1.7x speedup with a balance between quality and speed. \nmagcache_thresh: 0.03\nmagcache_K: 2\nretention_ratio: 0.25\n\nWith more inference steps (30-50), please increase the magcache_thresh to 0.06 and decrease the retension ratio to 0.2\n\nThe following config achieves 1.7x speedup without degrading visual quality.\nmagcache_thresh: 0.06\nmagcache_K: 2\nretention_ratio: 0.2\n\nThe following config achieves 2.1x speedup without degrading visual quality.\nmagcache_thresh: 0.06\nmagcache_K: 3\nretention_ratio: 0.2\n\n"
+      ],
+      "color": "#432",
+      "bgcolor": "#653"
+    },
     {
       "id": 100,
       "type": "23f96f01-8d55-4804-b218-e42e2bafa41b",
@@ -384,7 +476,7 @@
         520
       ],
       "flags": {},
-      "order": 8,
+      "order": 10,
       "mode": 0,
       "inputs": [
         {
@@ -395,7 +487,7 @@
         {
           "name": "model",
           "type": "MODEL",
-          "link": 287
+          "link": 291
         },
         {
           "name": "positive",
@@ -457,39 +549,6 @@
       },
       "widgets_values": []
     },
-    {
-      "id": 102,
-      "type": "SaveVideo",
-      "pos": [
-        650,
-        20
-      ],
-      "size": [
-        730,
-        828
-      ],
-      "flags": {},
-      "order": 11,
-      "mode": 0,
-      "inputs": [
-        {
-          "name": "video",
-          "type": "VIDEO",
-          "link": 269
-        }
-      ],
-      "outputs": [],
-      "properties": {
-        "Node name for S&R": "SaveVideo",
-        "cnr_id": "comfy-core",
-        "ver": "0.3.68"
-      },
-      "widgets_values": [
-        "video/hunyuan_video_1.5",
-        "auto",
-        "h264"
-      ]
-    },
     {
       "id": 112,
       "type": "MagCache",
@@ -502,13 +561,13 @@
         178
       ],
       "flags": {},
-      "order": 7,
+      "order": 9,
       "mode": 0,
       "inputs": [
         {
           "name": "model",
           "type": "MODEL",
-          "link": 286
+          "link": 290
         }
       ],
       "outputs": [
@@ -516,7 +575,7 @@
           "name": "model",
           "type": "MODEL",
           "links": [
-            287
+            291
           ]
         }
       ],
@@ -525,9 +584,9 @@
       },
       "widgets_values": [
         "hunyuan_video1.5",
-        0.03,
-        0.25,
-        1,
+        0.06,
+        0.2,
+        2,
         0,
         -2
       ]
@@ -607,7 +666,7 @@
       "LATENT"
     ],
     [
-      286,
+      290,
       12,
       0,
       112,
@@ -615,7 +674,7 @@
       "MODEL"
     ],
     [
-      287,
+      291,
       112,
       0,
       100,
@@ -877,7 +936,7 @@
             },
             "widgets_values": [
               "simple",
-              20,
+              40,
               1
             ]
           },
@@ -1148,10 +1207,10 @@
   "config": {},
   "extra": {
     "ds": {
-      "scale": 0.5200099198249751,
+      "scale": 0.6292120029882204,
       "offset": [
-        1340.6097763776763,
-        190.8478393197784
+        709.8860997402827,
+        370.80609259161525
       ]
     },
     "frontendVersion": "1.28.9",
diff --git a/examples/video_hunyuan_video_1.5_720p_t2v_magcache_fast.json b/examples/video_hunyuan_video_1.5_720p_t2v_magcache_fast.json
deleted file mode 100644
index 7bb3c4f..0000000
--- a/examples/video_hunyuan_video_1.5_720p_t2v_magcache_fast.json
+++ /dev/null
@@ -1,1166 +0,0 @@
-{
-  "id": "ecc20583-98c5-4707-83f4-631b49a2bf0b",
-  "revision": 0,
-  "last_node_id": 112,
-  "last_link_id": 287,
-  "nodes": [
-    {
-      "id": 8,
-      "type": "VAEDecode",
-      "pos": [
-        400,
-        800
-      ],
-      "size": [
-        210,
-        46
-      ],
-      "flags": {},
-      "order": 9,
-      "mode": 0,
-      "inputs": [
-        {
-          "name": "samples",
-          "type": "LATENT",
-          "link": 267
-        },
-        {
-          "name": "vae",
-          "type": "VAE",
-          "link": 206
-        }
-      ],
-      "outputs": [
-        {
-          "name": "IMAGE",
-          "type": "IMAGE",
-          "slot_index": 0,
-          "links": [
-            268
-          ]
-        }
-      ],
-      "properties": {
-        "Node name for S&R": "VAEDecode",
-        "cnr_id": "comfy-core",
-        "ver": "0.3.68"
-      },
-      "widgets_values": []
-    },
-    {
-      "id": 11,
-      "type": "DualCLIPLoader",
-      "pos": [
-        -620,
-        180
-      ],
-      "size": [
-        350,
-        130
-      ],
-      "flags": {},
-      "order": 0,
-      "mode": 0,
-      "inputs": [],
-      "outputs": [
-        {
-          "name": "CLIP",
-          "type": "CLIP",
-          "slot_index": 0,
-          "links": [
-            205,
-            240
-          ]
-        }
-      ],
-      "properties": {
-        "Node name for S&R": "DualCLIPLoader",
-        "cnr_id": "comfy-core",
-        "ver": "0.3.68",
-        "models": [
-          {
-            "name": "qwen_2.5_vl_7b_fp8_scaled.safetensors",
-            "url": "https://huggingface.co/Comfy-Org/HunyuanVideo_1.5_repackaged/resolve/main/split_files/text_encoders/qwen_2.5_vl_7b_fp8_scaled.safetensors",
-            "directory": "text_encoders"
-          },
-          {
-            "name": "byt5_small_glyphxl_fp16.safetensors",
-            "url": "https://huggingface.co/Comfy-Org/HunyuanVideo_1.5_repackaged/resolve/main/split_files/text_encoders/byt5_small_glyphxl_fp16.safetensors",
-            "directory": "text_encoders"
-          }
-        ]
-      },
-      "widgets_values": [
-        "qwen_2.5_vl_7b_fp8_scaled.safetensors",
-        "byt5_small_glyphxl_fp16.safetensors",
-        "hunyuan_video_15",
-        "default"
-      ]
-    },
-    {
-      "id": 10,
-      "type": "VAELoader",
-      "pos": [
-        -620,
-        350
-      ],
-      "size": [
-        350,
-        60
-      ],
-      "flags": {},
-      "order": 1,
-      "mode": 0,
-      "inputs": [],
-      "outputs": [
-        {
-          "name": "VAE",
-          "type": "VAE",
-          "slot_index": 0,
-          "links": [
-            206
-          ]
-        }
-      ],
-      "properties": {
-        "Node name for S&R": "VAELoader",
-        "cnr_id": "comfy-core",
-        "ver": "0.3.68",
-        "models": [
-          {
-            "name": "hunyuanvideo15_vae_fp16.safetensors",
-            "url": "https://huggingface.co/Comfy-Org/HunyuanVideo_1.5_repackaged/resolve/main/split_files/vae/hunyuanvideo15_vae_fp16.safetensors",
-            "directory": "vae"
-          }
-        ]
-      },
-      "widgets_values": [
-        "hunyuanvideo15_vae_fp16.safetensors"
-      ]
-    },
-    {
-      "id": 44,
-      "type": "CLIPTextEncode",
-      "pos": [
-        -220,
-        50
-      ],
-      "size": [
-        422.84503173828125,
-        164.31304931640625
-      ],
-      "flags": {},
-      "order": 5,
-      "mode": 0,
-      "inputs": [
-        {
-          "name": "clip",
-          "type": "CLIP",
-          "link": 205
-        }
-      ],
-      "outputs": [
-        {
-          "name": "CONDITIONING",
-          "type": "CONDITIONING",
-          "slot_index": 0,
-          "links": [
-            272
-          ]
-        }
-      ],
-      "title": "CLIP Text Encode (Positive Prompt)",
-      "properties": {
-        "Node name for S&R": "CLIPTextEncode",
-        "cnr_id": "comfy-core",
-        "ver": "0.3.68"
-      },
-      "widgets_values": [
-        "A paper airplane released from the top of a skyscraper, gliding through urban canyons, crossing traffic, flying over streets, spiraling upward between buildings. The camera follows the paper airplane's perspective, shooting cityscape in first-person POV, finally flying toward the sunset, disappearing in golden light. Creative camera movement, free perspective, dreamlike colors."
-      ],
-      "color": "#232",
-      "bgcolor": "#353"
-    },
-    {
-      "id": 107,
-      "type": "EmptyHunyuanVideo15Latent",
-      "pos": [
-        -580,
-        540
-      ],
-      "size": [
-        285.6666015625,
-        130
-      ],
-      "flags": {},
-      "order": 2,
-      "mode": 0,
-      "inputs": [],
-      "outputs": [
-        {
-          "name": "LATENT",
-          "type": "LATENT",
-          "links": [
-            275
-          ]
-        }
-      ],
-      "properties": {
-        "Node name for S&R": "EmptyHunyuanVideo15Latent",
-        "cnr_id": "comfy-core",
-        "ver": "0.3.68"
-      },
-      "widgets_values": [
-        848,
-        480,
-        121,
-        1
-      ]
-    },
-    {
-      "id": 101,
-      "type": "CreateVideo",
-      "pos": [
-        360,
-        900
-      ],
-      "size": [
-        270,
-        78
-      ],
-      "flags": {},
-      "order": 10,
-      "mode": 0,
-      "inputs": [
-        {
-          "name": "images",
-          "type": "IMAGE",
-          "link": 268
-        },
-        {
-          "name": "audio",
-          "shape": 7,
-          "type": "AUDIO",
-          "link": null
-        }
-      ],
-      "outputs": [
-        {
-          "name": "VIDEO",
-          "type": "VIDEO",
-          "links": [
-            269
-          ]
-        }
-      ],
-      "properties": {
-        "Node name for S&R": "CreateVideo",
-        "cnr_id": "comfy-core",
-        "ver": "0.3.68"
-      },
-      "widgets_values": [
-        24
-      ]
-    },
-    {
-      "id": 93,
-      "type": "CLIPTextEncode",
-      "pos": [
-        -220,
-        260
-      ],
-      "size": [
-        422.84503173828125,
-        200
-      ],
-      "flags": {},
-      "order": 6,
-      "mode": 0,
-      "inputs": [
-        {
-          "name": "clip",
-          "type": "CLIP",
-          "link": 240
-        }
-      ],
-      "outputs": [
-        {
-          "name": "CONDITIONING",
-          "type": "CONDITIONING",
-          "links": [
-            273
-          ]
-        }
-      ],
-      "title": "CLIP Text Encode (Negative Prompt)",
-      "properties": {
-        "Node name for S&R": "CLIPTextEncode",
-        "cnr_id": "comfy-core",
-        "ver": "0.3.68"
-      },
-      "widgets_values": [
-        ""
-      ],
-      "color": "#223",
-      "bgcolor": "#335"
-    },
-    {
-      "id": 104,
-      "type": "MarkdownNote",
-      "pos": [
-        -1220,
-        10
-      ],
-      "size": [
-        560,
-        550
-      ],
-      "flags": {
-        "collapsed": false
-      },
-      "order": 3,
-      "mode": 0,
-      "inputs": [],
-      "outputs": [],
-      "title": "Model links",
-      "properties": {},
-      "widgets_values": [
-        "\n\n## Report issue\n\nIf you found any issues when running this workflow, [report template issue here](https://github.com/Comfy-Org/workflow_templates/issues)\n\n## Model links\n\n[HunyuanVideo_1.5_repackaged](https://huggingface.co/Comfy-Org/HunyuanVideo_1.5_repackaged/tree/main/split_files)\n\n**text_encoders**\n\n- [qwen_2.5_vl_7b_fp8_scaled.safetensors](https://huggingface.co/Comfy-Org/HunyuanVideo_1.5_repackaged/resolve/main/split_files/text_encoders/qwen_2.5_vl_7b_fp8_scaled.safetensors)\n- [byt5_small_glyphxl_fp16.safetensors](https://huggingface.co/Comfy-Org/HunyuanVideo_1.5_repackaged/resolve/main/split_files/text_encoders/byt5_small_glyphxl_fp16.safetensors)\n\n**clip_vision**\n\n- [sigclip_vision_patch14_384.safetensors](https://huggingface.co/Comfy-Org/sigclip_vision_384/resolve/main/sigclip_vision_patch14_384.safetensors)\n\n**diffusion_models**\n\n- [hunyuanvideo1.5_720p_t2v_fp16.safetensors](https://huggingface.co/Comfy-Org/HunyuanVideo_1.5_repackaged/resolve/main/split_files/diffusion_models/hunyuanvideo1.5_720p_t2v_fp16.safetensors)\n\n**vae**\n\n- [hunyuanvideo15_vae_fp16.safetensors](https://huggingface.co/Comfy-Org/HunyuanVideo_1.5_repackaged/resolve/main/split_files/vae/hunyuanvideo15_vae_fp16.safetensors)\n\n\nModel Storage Location\n\n```\n📂 ComfyUI/\n├── 📂 models/\n│   ├── 📂 text_encoders/\n│   │      ├── qwen_2.5_vl_7b_fp8_scaled.safetensors\n│   │      └── byt5_small_glyphxl_fp16.safetensors\n│   ├── 📂 clip_vision/\n│   │      └── sigclip_vision_patch14_384.safetensors\n│   ├── 📂 diffusion_models/\n│   │      └── hunyuanvideo1.5_720p_t2v_fp16.safetensors\n│   └── 📂 vae/\n│          └── hunyuanvideo15_vae_fp16.safetensors\n```\n"
-      ],
-      "color": "#432",
-      "bgcolor": "#653"
-    },
-    {
-      "id": 12,
-      "type": "UNETLoader",
-      "pos": [
-        -620,
-        50
-      ],
-      "size": [
-        350,
-        82
-      ],
-      "flags": {},
-      "order": 4,
-      "mode": 0,
-      "inputs": [],
-      "outputs": [
-        {
-          "name": "MODEL",
-          "type": "MODEL",
-          "slot_index": 0,
-          "links": [
-            286
-          ]
-        }
-      ],
-      "properties": {
-        "Node name for S&R": "UNETLoader",
-        "cnr_id": "comfy-core",
-        "ver": "0.3.68",
-        "models": [
-          {
-            "name": "hunyuanvideo1.5_720p_t2v_fp16.safetensors",
-            "url": "https://huggingface.co/Comfy-Org/HunyuanVideo_1.5_repackaged/resolve/main/split_files/diffusion_models/hunyuanvideo1.5_720p_t2v_fp16.safetensors",
-            "directory": "diffusion_models"
-          }
-        ]
-      },
-      "widgets_values": [
-        "hunyuanvideo1.5_720p_t2v_fp16.safetensors",
-        "default"
-      ]
-    },
-    {
-      "id": 100,
-      "type": "23f96f01-8d55-4804-b218-e42e2bafa41b",
-      "pos": [
-        240,
-        220
-      ],
-      "size": [
-        370,
-        520
-      ],
-      "flags": {},
-      "order": 8,
-      "mode": 0,
-      "inputs": [
-        {
-          "name": "latent_image",
-          "type": "LATENT",
-          "link": 275
-        },
-        {
-          "name": "model",
-          "type": "MODEL",
-          "link": 287
-        },
-        {
-          "name": "positive",
-          "type": "CONDITIONING",
-          "link": 272
-        },
-        {
-          "name": "negative",
-          "type": "CONDITIONING",
-          "link": 273
-        }
-      ],
-      "outputs": [
-        {
-          "name": "output",
-          "type": "LATENT",
-          "links": [
-            267
-          ]
-        }
-      ],
-      "properties": {
-        "proxyWidgets": [
-          [
-            "67",
-            "shift"
-          ],
-          [
-            "98",
-            "cfg"
-          ],
-          [
-            "95",
-            "steps"
-          ],
-          [
-            "95",
-            "scheduler"
-          ],
-          [
-            "95",
-            "denoise"
-          ],
-          [
-            "96",
-            "noise_seed"
-          ],
-          [
-            "96",
-            "control_after_generate"
-          ],
-          [
-            "97",
-            "sampler_name"
-          ]
-        ],
-        "cnr_id": "comfy-core",
-        "ver": "0.3.68"
-      },
-      "widgets_values": []
-    },
-    {
-      "id": 102,
-      "type": "SaveVideo",
-      "pos": [
-        650,
-        20
-      ],
-      "size": [
-        730,
-        828
-      ],
-      "flags": {},
-      "order": 11,
-      "mode": 0,
-      "inputs": [
-        {
-          "name": "video",
-          "type": "VIDEO",
-          "link": 269
-        }
-      ],
-      "outputs": [],
-      "properties": {
-        "Node name for S&R": "SaveVideo",
-        "cnr_id": "comfy-core",
-        "ver": "0.3.68"
-      },
-      "widgets_values": [
-        "video/hunyuan_video_1.5",
-        "auto",
-        "h264"
-      ]
-    },
-    {
-      "id": 112,
-      "type": "MagCache",
-      "pos": [
-        261.87700171411234,
-        -62.59853522611362
-      ],
-      "size": [
-        270,
-        178
-      ],
-      "flags": {},
-      "order": 7,
-      "mode": 0,
-      "inputs": [
-        {
-          "name": "model",
-          "type": "MODEL",
-          "link": 286
-        }
-      ],
-      "outputs": [
-        {
-          "name": "model",
-          "type": "MODEL",
-          "links": [
-            287
-          ]
-        }
-      ],
-      "properties": {
-        "Node name for S&R": "MagCache"
-      },
-      "widgets_values": [
-        "hunyuan_video1.5",
-        0.03,
-        0.25,
-        2,
-        0,
-        -2
-      ]
-    }
-  ],
-  "links": [
-    [
-      205,
-      11,
-      0,
-      44,
-      0,
-      "CLIP"
-    ],
-    [
-      206,
-      10,
-      0,
-      8,
-      1,
-      "VAE"
-    ],
-    [
-      240,
-      11,
-      0,
-      93,
-      0,
-      "CLIP"
-    ],
-    [
-      267,
-      100,
-      0,
-      8,
-      0,
-      "LATENT"
-    ],
-    [
-      268,
-      8,
-      0,
-      101,
-      0,
-      "IMAGE"
-    ],
-    [
-      269,
-      101,
-      0,
-      102,
-      0,
-      "VIDEO"
-    ],
-    [
-      272,
-      44,
-      0,
-      100,
-      2,
-      "CONDITIONING"
-    ],
-    [
-      273,
-      93,
-      0,
-      100,
-      3,
-      "CONDITIONING"
-    ],
-    [
-      275,
-      107,
-      0,
-      100,
-      0,
-      "LATENT"
-    ],
-    [
-      286,
-      12,
-      0,
-      112,
-      0,
-      "MODEL"
-    ],
-    [
-      287,
-      112,
-      0,
-      100,
-      1,
-      "MODEL"
-    ]
-  ],
-  "groups": [
-    {
-      "id": 1,
-      "title": "Step 1 - Load models",
-      "bounding": [
-        -630,
-        -20,
-        370,
-        450
-      ],
-      "color": "#3f789e",
-      "font_size": 24,
-      "flags": {}
-    },
-    {
-      "id": 2,
-      "title": "Step 3 - Prompt",
-      "bounding": [
-        -230,
-        -20,
-        442.84503173828125,
-        493.6
-      ],
-      "color": "#3f789e",
-      "font_size": 24,
-      "flags": {}
-    },
-    {
-      "id": 4,
-      "title": "Step 4 - Video Size",
-      "bounding": [
-        -630,
-        450,
-        370,
-        250
-      ],
-      "color": "#3f789e",
-      "font_size": 24,
-      "flags": {}
-    }
-  ],
-  "definitions": {
-    "subgraphs": [
-      {
-        "id": "23f96f01-8d55-4804-b218-e42e2bafa41b",
-        "version": 1,
-        "state": {
-          "lastGroupId": 0,
-          "lastNodeId": 99,
-          "lastLinkId": 262,
-          "lastRerouteId": 0
-        },
-        "revision": 0,
-        "config": {},
-        "name": "Custom Sampler",
-        "inputNode": {
-          "id": -10,
-          "bounding": [
-            330,
-            219,
-            120,
-            120
-          ]
-        },
-        "outputNode": {
-          "id": -20,
-          "bounding": [
-            1222.3617858886719,
-            249,
-            120,
-            60
-          ]
-        },
-        "inputs": [
-          {
-            "id": "b6ce2f7f-46fc-45cd-a290-fe56bc07e9b3",
-            "name": "latent_image",
-            "type": "LATENT",
-            "linkIds": [
-              261
-            ],
-            "localized_name": "latent_image",
-            "pos": [
-              430,
-              239
-            ]
-          },
-          {
-            "id": "ddd20e16-5169-4e71-816e-d7eb8aaf3192",
-            "name": "model",
-            "type": "MODEL",
-            "linkIds": [
-              257,
-              209
-            ],
-            "localized_name": "model",
-            "pos": [
-              430,
-              259
-            ]
-          },
-          {
-            "id": "19b99916-4450-4ada-b874-f8874b30770b",
-            "name": "positive",
-            "type": "CONDITIONING",
-            "linkIds": [
-              259
-            ],
-            "localized_name": "positive",
-            "pos": [
-              430,
-              279
-            ]
-          },
-          {
-            "id": "88f87754-2ae4-400b-b565-90acf4048efa",
-            "name": "negative",
-            "type": "CONDITIONING",
-            "linkIds": [
-              260
-            ],
-            "localized_name": "negative",
-            "pos": [
-              430,
-              299
-            ]
-          }
-        ],
-        "outputs": [
-          {
-            "id": "39b0438d-e723-4b9d-8aff-3f0c16ed84a0",
-            "name": "output",
-            "type": "LATENT",
-            "linkIds": [
-              262
-            ],
-            "localized_name": "output",
-            "pos": [
-              1242.3617858886719,
-              269
-            ]
-          }
-        ],
-        "widgets": [],
-        "nodes": [
-          {
-            "id": 99,
-            "type": "SamplerCustomAdvanced",
-            "pos": [
-              890,
-              20
-            ],
-            "size": [
-              272.3617858886719,
-              326
-            ],
-            "flags": {},
-            "order": 5,
-            "mode": 0,
-            "inputs": [
-              {
-                "localized_name": "噪波",
-                "name": "noise",
-                "type": "NOISE",
-                "link": 253
-              },
-              {
-                "localized_name": "引导器",
-                "name": "guider",
-                "type": "GUIDER",
-                "link": 254
-              },
-              {
-                "localized_name": "采样器",
-                "name": "sampler",
-                "type": "SAMPLER",
-                "link": 255
-              },
-              {
-                "localized_name": "西格玛",
-                "name": "sigmas",
-                "type": "SIGMAS",
-                "link": 256
-              },
-              {
-                "localized_name": "Latent图像",
-                "name": "latent_image",
-                "type": "LATENT",
-                "link": 261
-              }
-            ],
-            "outputs": [
-              {
-                "localized_name": "Latent",
-                "name": "output",
-                "type": "LATENT",
-                "slot_index": 0,
-                "links": [
-                  262
-                ]
-              },
-              {
-                "localized_name": "降噪Latent",
-                "name": "denoised_output",
-                "type": "LATENT",
-                "links": []
-              }
-            ],
-            "properties": {
-              "Node name for S&R": "SamplerCustomAdvanced",
-              "cnr_id": "comfy-core",
-              "ver": "0.3.68"
-            },
-            "widgets_values": []
-          },
-          {
-            "id": 95,
-            "type": "BasicScheduler",
-            "pos": [
-              510,
-              250
-            ],
-            "size": [
-              315,
-              106
-            ],
-            "flags": {},
-            "order": 3,
-            "mode": 0,
-            "inputs": [
-              {
-                "localized_name": "模型",
-                "name": "model",
-                "type": "MODEL",
-                "link": 257
-              }
-            ],
-            "outputs": [
-              {
-                "localized_name": "Sigmas",
-                "name": "SIGMAS",
-                "type": "SIGMAS",
-                "links": [
-                  256
-                ]
-              }
-            ],
-            "properties": {
-              "Node name for S&R": "BasicScheduler",
-              "cnr_id": "comfy-core",
-              "ver": "0.3.68"
-            },
-            "widgets_values": [
-              "simple",
-              20,
-              1
-            ]
-          },
-          {
-            "id": 96,
-            "type": "RandomNoise",
-            "pos": [
-              510,
-              390
-            ],
-            "size": [
-              315,
-              82
-            ],
-            "flags": {},
-            "order": 0,
-            "mode": 0,
-            "inputs": [],
-            "outputs": [
-              {
-                "localized_name": "噪波",
-                "name": "NOISE",
-                "type": "NOISE",
-                "links": [
-                  253
-                ]
-              }
-            ],
-            "properties": {
-              "Node name for S&R": "RandomNoise",
-              "cnr_id": "comfy-core",
-              "ver": "0.3.68"
-            },
-            "widgets_values": [
-              881192839971727,
-              "fixed"
-            ],
-            "color": "#2a363b",
-            "bgcolor": "#3f5159"
-          },
-          {
-            "id": 97,
-            "type": "KSamplerSelect",
-            "pos": [
-              510,
-              520
-            ],
-            "size": [
-              315,
-              58
-            ],
-            "flags": {},
-            "order": 1,
-            "mode": 0,
-            "inputs": [],
-            "outputs": [
-              {
-                "localized_name": "采样器",
-                "name": "SAMPLER",
-                "type": "SAMPLER",
-                "links": [
-                  255
-                ]
-              }
-            ],
-            "properties": {
-              "Node name for S&R": "KSamplerSelect",
-              "cnr_id": "comfy-core",
-              "ver": "0.3.68"
-            },
-            "widgets_values": [
-              "euler"
-            ]
-          },
-          {
-            "id": 98,
-            "type": "CFGGuider",
-            "pos": [
-              510,
-              110
-            ],
-            "size": [
-              315,
-              98
-            ],
-            "flags": {},
-            "order": 4,
-            "mode": 0,
-            "inputs": [
-              {
-                "localized_name": "模型",
-                "name": "model",
-                "type": "MODEL",
-                "link": 258
-              },
-              {
-                "localized_name": "正面条件",
-                "name": "positive",
-                "type": "CONDITIONING",
-                "link": 259
-              },
-              {
-                "localized_name": "负面条件",
-                "name": "negative",
-                "type": "CONDITIONING",
-                "link": 260
-              }
-            ],
-            "outputs": [
-              {
-                "localized_name": "引导器",
-                "name": "GUIDER",
-                "type": "GUIDER",
-                "links": [
-                  254
-                ]
-              }
-            ],
-            "properties": {
-              "Node name for S&R": "CFGGuider",
-              "cnr_id": "comfy-core",
-              "ver": "0.3.68"
-            },
-            "widgets_values": [
-              6
-            ]
-          },
-          {
-            "id": 67,
-            "type": "ModelSamplingSD3",
-            "pos": [
-              510,
-              10
-            ],
-            "size": [
-              315,
-              58
-            ],
-            "flags": {},
-            "order": 2,
-            "mode": 0,
-            "inputs": [
-              {
-                "localized_name": "模型",
-                "name": "model",
-                "type": "MODEL",
-                "link": 209
-              }
-            ],
-            "outputs": [
-              {
-                "localized_name": "模型",
-                "name": "MODEL",
-                "type": "MODEL",
-                "slot_index": 0,
-                "links": [
-                  258
-                ]
-              }
-            ],
-            "properties": {
-              "Node name for S&R": "ModelSamplingSD3",
-              "cnr_id": "comfy-core",
-              "ver": "0.3.68"
-            },
-            "widgets_values": [
-              7
-            ]
-          }
-        ],
-        "groups": [],
-        "links": [
-          {
-            "id": 253,
-            "origin_id": 96,
-            "origin_slot": 0,
-            "target_id": 99,
-            "target_slot": 0,
-            "type": "NOISE"
-          },
-          {
-            "id": 254,
-            "origin_id": 98,
-            "origin_slot": 0,
-            "target_id": 99,
-            "target_slot": 1,
-            "type": "GUIDER"
-          },
-          {
-            "id": 255,
-            "origin_id": 97,
-            "origin_slot": 0,
-            "target_id": 99,
-            "target_slot": 2,
-            "type": "SAMPLER"
-          },
-          {
-            "id": 256,
-            "origin_id": 95,
-            "origin_slot": 0,
-            "target_id": 99,
-            "target_slot": 3,
-            "type": "SIGMAS"
-          },
-          {
-            "id": 258,
-            "origin_id": 67,
-            "origin_slot": 0,
-            "target_id": 98,
-            "target_slot": 0,
-            "type": "MODEL"
-          },
-          {
-            "id": 261,
-            "origin_id": -10,
-            "origin_slot": 0,
-            "target_id": 99,
-            "target_slot": 4,
-            "type": "LATENT"
-          },
-          {
-            "id": 257,
-            "origin_id": -10,
-            "origin_slot": 1,
-            "target_id": 95,
-            "target_slot": 0,
-            "type": "MODEL"
-          },
-          {
-            "id": 209,
-            "origin_id": -10,
-            "origin_slot": 1,
-            "target_id": 67,
-            "target_slot": 0,
-            "type": "MODEL"
-          },
-          {
-            "id": 259,
-            "origin_id": -10,
-            "origin_slot": 2,
-            "target_id": 98,
-            "target_slot": 1,
-            "type": "CONDITIONING"
-          },
-          {
-            "id": 260,
-            "origin_id": -10,
-            "origin_slot": 3,
-            "target_id": 98,
-            "target_slot": 2,
-            "type": "CONDITIONING"
-          },
-          {
-            "id": 262,
-            "origin_id": 99,
-            "origin_slot": 0,
-            "target_id": -20,
-            "target_slot": 0,
-            "type": "LATENT"
-          }
-        ],
-        "extra": {
-          "workflowRendererVersion": "LG"
-        }
-      }
-    ]
-  },
-  "config": {},
-  "extra": {
-    "ds": {
-      "scale": 0.5200099198249751,
-      "offset": [
-        1340.6097763776763,
-        190.8478393197784
-      ]
-    },
-    "frontendVersion": "1.28.9",
-    "groupNodes": {},
-    "VHS_latentpreview": false,
-    "VHS_latentpreviewrate": 0,
-    "VHS_MetadataImage": true,
-    "VHS_KeepIntermediate": true,
-    "workflowRendererVersion": "LG"
-  },
-  "version": 0.4
-}
\ No newline at end of file