diff --git a/workflows/cn-2images.json b/workflows/cn-2images.json
index 005d5d2..42c7e68 100644
--- a/workflows/cn-2images.json
+++ b/workflows/cn-2images.json
@@ -738,10 +738,10 @@
         60,
         140
       ],
-      "size": [
-        340,
-        110
-      ],
+      "size": {
+        "0": 340,
+        "1": 110
+      },
       "flags": {},
       "order": 10,
       "mode": 0,
@@ -780,7 +780,7 @@
       ],
       "size": {
         "0": 310,
-        "1": 330
+        "1": 350
       },
       "flags": {},
       "order": 30,
@@ -812,6 +812,11 @@
           "name": "latent_image",
           "type": "LATENT",
           "link": 80
+        },
+        {
+          "name": "sliding_window_opts",
+          "type": "SLIDING_WINDOW_OPTS",
+          "link": null
         }
       ],
       "outputs": [
@@ -1039,10 +1044,10 @@
         2140,
         140
       ],
-      "size": [
-        360,
-        552
-      ],
+      "size": {
+        "0": 360,
+        "1": 552
+      },
       "flags": {},
       "order": 32,
       "mode": 0,
@@ -1070,8 +1075,7 @@
         true,
         "AnimateDiff",
         "image/gif",
-        true,
-        "/view?filename=AnimateDiff_00090_.gif&subfolder=&type=output&format=image%2Fgif"
+        true
       ]
     },
     {
@@ -1110,49 +1114,6 @@
       "color": "#1a572e",
       "bgcolor": "#2e6b42"
     },
-    {
-      "id": 44,
-      "type": "VAEDecode",
-      "pos": [
-        1900,
-        520
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-      "size": {
-        "0": 210,
-        "1": 46
-      },
-      "flags": {},
-      "order": 31,
-      "mode": 0,
-      "inputs": [
-        {
-          "name": "samples",
-          "type": "LATENT",
-          "link": 81
-        },
-        {
-          "name": "vae",
-          "type": "VAE",
-          "link": 82
-        }
-      ],
-      "outputs": [
-        {
-          "name": "IMAGE",
-          "type": "IMAGE",
-          "links": [
-            172
-          ],
-          "shape": 3,
-          "slot_index": 0
-        }
-      ],
-      "properties": {
-        "Node name for S&R": "VAEDecode"
-      },
-      "color": "#2e571a",
-      "bgcolor": "#426b2e"
-    },
     {
       "id": 4,
       "type": "CheckpointLoaderSimple",
@@ -1208,10 +1169,10 @@
         420,
         530
       ],
-      "size": [
-        260,
-        170
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+      "size": {
+        "0": 260,
+        "1": 170
+      },
       "flags": {},
       "order": 28,
       "mode": 0,
@@ -1478,6 +1439,49 @@
       ],
       "color": "#1a572e",
       "bgcolor": "#2e6b42"
+    },
+    {
+      "id": 44,
+      "type": "VAEDecode",
+      "pos": [
+        1898,
+        541
+      ],
+      "size": {
+        "0": 210,
+        "1": 46
+      },
+      "flags": {},
+      "order": 31,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "samples",
+          "type": "LATENT",
+          "link": 81
+        },
+        {
+          "name": "vae",
+          "type": "VAE",
+          "link": 82
+        }
+      ],
+      "outputs": [
+        {
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "links": [
+            172
+          ],
+          "shape": 3,
+          "slot_index": 0
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "VAEDecode"
+      },
+      "color": "#2e571a",
+      "bgcolor": "#426b2e"
     }
   ],
   "links": [
diff --git a/workflows/cn-vid2vid.json b/workflows/cn-vid2vid.json
index 8530201..0739b83 100644
--- a/workflows/cn-vid2vid.json
+++ b/workflows/cn-vid2vid.json
@@ -1,6 +1,6 @@
 {
-  "last_node_id": 106,
-  "last_link_id": 189,
+  "last_node_id": 107,
+  "last_link_id": 199,
   "nodes": [
     {
       "id": 16,
@@ -21,7 +21,7 @@
           "name": "MOTION_MODULE",
           "type": "MOTION_MODULE",
           "links": [
-            78
+            193
           ],
           "shape": 3,
           "slot_index": 0
@@ -77,10 +77,10 @@
         1240,
         140
       ],
-      "size": [
-        360,
-        732
-      ],
+      "size": {
+        "0": 360,
+        "1": 732
+      },
       "flags": {},
       "order": 13,
       "mode": 0,
@@ -108,8 +108,7 @@
         true,
         "AnimateDiff",
         "image/gif",
-        true,
-        "/view?filename=AnimateDiff_00092_.gif&subfolder=&type=output&format=image%2Fgif"
+        true
       ]
     },
     {
@@ -131,7 +130,7 @@
           "name": "MODEL",
           "type": "MODEL",
           "links": [
-            79
+            194
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           "slot_index": 0
         },
@@ -167,10 +166,10 @@
         60,
         300
       ],
-      "size": [
-        310,
-        100
-      ],
+      "size": {
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+        "1": 100
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       "order": 6,
       "mode": 0,
@@ -207,10 +206,10 @@
         60,
         140
       ],
-      "size": [
-        310,
-        110
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+      "size": {
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+        "1": 110
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       "flags": {},
       "order": 5,
       "mode": 0,
@@ -240,94 +239,6 @@
       "color": "#572e1a",
       "bgcolor": "#6b422e"
     },
-    {
-      "id": 41,
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-        140
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-        330
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-      "mode": 0,
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-          "type": "MOTION_MODULE",
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-        {
-          "name": "model",
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-          "link": 176
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-          "link": 180
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-        {
-          "name": "latent_image",
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-          "link": 80
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-        {
-          "name": "frame_number",
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-          "link": 185,
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-                "default": 16,
-                "min": 2,
-                "max": 32,
-                "step": 1
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-          }
-        }
-      ],
-      "outputs": [
-        {
-          "name": "LATENT",
-          "type": "LATENT",
-          "links": [
-            81
-          ],
-          "shape": 3,
-          "slot_index": 0
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-      "properties": {
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-      "widgets_values": [
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-        16,
-        345029849956754,
-        "fixed",
-        20,
-        8,
-        "euler",
-        "normal",
-        1
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-      "color": "#57571a",
-      "bgcolor": "#6b6b2e"
-    },
     {
       "id": 39,
       "type": "ControlNetApplyAdvanced",
@@ -335,10 +246,10 @@
         471,
         275
       ],
-      "size": [
-        300,
-        170
-      ],
+      "size": {
+        "0": 300,
+        "1": 170
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       "flags": {},
       "order": 9,
       "mode": 0,
@@ -369,7 +280,7 @@
           "name": "positive",
           "type": "CONDITIONING",
           "links": [
-            176
+            195
           ],
           "shape": 3,
           "slot_index": 0
@@ -378,7 +289,7 @@
           "name": "negative",
           "type": "CONDITIONING",
           "links": [
-            180
+            196
           ],
           "shape": 3,
           "slot_index": 1
@@ -395,50 +306,6 @@
       "color": "#43571a",
       "bgcolor": "#576b2e"
     },
-    {
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-      "type": "VAEDecode",
-      "pos": [
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-        520
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-        "1": 46
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-      "inputs": [
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-          "type": "LATENT",
-          "link": 81
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-        {
-          "name": "vae",
-          "type": "VAE",
-          "link": 82
-        }
-      ],
-      "outputs": [
-        {
-          "name": "IMAGE",
-          "type": "IMAGE",
-          "links": [
-            172,
-            187
-          ],
-          "shape": 3,
-          "slot_index": 0
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-      "properties": {
-        "Node name for S&R": "VAEDecode"
-      },
-      "color": "#2e571a",
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     {
       "id": 103,
       "type": "LoadVideo",
@@ -490,10 +357,10 @@
         520,
         630
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-        80
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+      "size": {
+        "0": 210,
+        "1": 80
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       "mode": 0,
@@ -501,7 +368,7 @@
         {
           "name": "width",
           "type": "INT",
-          "link": 189,
+          "link": 190,
           "widget": {
             "name": "width",
             "config": [
@@ -518,7 +385,7 @@
         {
           "name": "height",
           "type": "INT",
-          "link": 188,
+          "link": 191,
           "widget": {
             "name": "height",
             "config": [
@@ -538,7 +405,7 @@
           "name": "LATENT",
           "type": "LATENT",
           "links": [
-            80
+            197
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           "shape": 3,
           "slot_index": 0
@@ -555,62 +422,6 @@
       "color": "#1a572e",
       "bgcolor": "#2e6b42"
     },
-    {
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-      "type": "ImageSizeAndBatchSize",
-      "pos": [
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-        630
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-      "flags": {},
-      "order": 7,
-      "mode": 0,
-      "inputs": [
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-          "type": "IMAGE",
-          "link": 182
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-      ],
-      "outputs": [
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-          "name": "width",
-          "type": "INT",
-          "links": [
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-          "shape": 3,
-          "slot_index": 0
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-        {
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-          "links": [
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-          "shape": 3,
-          "slot_index": 1
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-          "shape": 3,
-          "slot_index": 2
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-      "properties": {
-        "Node name for S&R": "ImageSizeAndBatchSize"
-      },
-      "color": "#1a5757",
-      "bgcolor": "#2e6b6b"
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     {
       "id": 36,
       "type": "ControlNetLoaderAdvanced",
@@ -618,10 +429,10 @@
         -280,
         540
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-      "size": [
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-        60
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+      "size": {
+        "0": 310,
+        "1": 60
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       "flags": {},
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       "mode": 0,
@@ -660,10 +471,10 @@
         70,
         830
       ],
-      "size": [
-        530,
-        420
-      ],
+      "size": {
+        "0": 530,
+        "1": 420
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       "flags": {},
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       "mode": 0,
@@ -687,10 +498,10 @@
         670,
         830
       ],
-      "size": [
-        530,
-        420
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+      "size": {
+        "0": 530,
+        "1": 420
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       "flags": {},
       "order": 14,
       "mode": 0,
@@ -706,6 +517,195 @@
       },
       "color": "#1a5757",
       "bgcolor": "#2e6b6b"
+    },
+    {
+      "id": 104,
+      "type": "ImageSizeAndBatchSize",
+      "pos": [
+        258,
+        631
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+      "size": {
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+        "1": 80
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+      "flags": {},
+      "order": 7,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "image",
+          "type": "IMAGE",
+          "link": 182
+        }
+      ],
+      "outputs": [
+        {
+          "name": "width",
+          "type": "INT",
+          "links": [
+            190
+          ],
+          "shape": 3,
+          "slot_index": 0
+        },
+        {
+          "name": "height",
+          "type": "INT",
+          "links": [
+            191
+          ],
+          "shape": 3,
+          "slot_index": 1
+        },
+        {
+          "name": "batch_size",
+          "type": "INT",
+          "links": [
+            198
+          ],
+          "shape": 3,
+          "slot_index": 2
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "ImageSizeAndBatchSize"
+      },
+      "color": "#1a5757",
+      "bgcolor": "#2e6b6b"
+    },
+    {
+      "id": 44,
+      "type": "VAEDecode",
+      "pos": [
+        1000,
+        548
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+      "size": {
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+        "1": 46
+      },
+      "flags": {},
+      "order": 12,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "samples",
+          "type": "LATENT",
+          "link": 199
+        },
+        {
+          "name": "vae",
+          "type": "VAE",
+          "link": 82
+        }
+      ],
+      "outputs": [
+        {
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "links": [
+            172,
+            187
+          ],
+          "shape": 3,
+          "slot_index": 0
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "VAEDecode"
+      },
+      "color": "#2e571a",
+      "bgcolor": "#426b2e"
+    },
+    {
+      "id": 107,
+      "type": "AnimateDiffSampler",
+      "pos": [
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+        141
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+      "size": [
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+        350
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+      "flags": {},
+      "order": 11,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "motion_module",
+          "type": "MOTION_MODULE",
+          "link": 193
+        },
+        {
+          "name": "model",
+          "type": "MODEL",
+          "link": 194
+        },
+        {
+          "name": "positive",
+          "type": "CONDITIONING",
+          "link": 195
+        },
+        {
+          "name": "negative",
+          "type": "CONDITIONING",
+          "link": 196
+        },
+        {
+          "name": "latent_image",
+          "type": "LATENT",
+          "link": 197
+        },
+        {
+          "name": "sliding_window_opts",
+          "type": "SLIDING_WINDOW_OPTS",
+          "link": null
+        },
+        {
+          "name": "frame_number",
+          "type": "INT",
+          "link": 198,
+          "widget": {
+            "name": "frame_number",
+            "config": [
+              "INT",
+              {
+                "default": 16,
+                "min": 2,
+                "max": 10000,
+                "step": 1
+              }
+            ]
+          }
+        }
+      ],
+      "outputs": [
+        {
+          "name": "LATENT",
+          "type": "LATENT",
+          "links": [
+            199
+          ],
+          "shape": 3,
+          "slot_index": 0
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "AnimateDiffSampler"
+      },
+      "widgets_values": [
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+        16,
+        0,
+        "randomize",
+        20,
+        8,
+        "euler",
+        "normal",
+        1
+      ]
     }
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   "links": [
@@ -749,38 +749,6 @@
       1,
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-    [
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     [
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       13,
@@ -797,22 +765,6 @@
       0,
       "IMAGE"
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     [
       181,
       103,
@@ -829,14 +781,6 @@
       0,
       "IMAGE"
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-    [
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-      5,
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     [
       186,
       103,
@@ -854,20 +798,76 @@
       "IMAGE"
     ],
     [
-      188,
+      190,
       104,
       0,
       20,
+      0,
+      "INT"
+    ],
+    [
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       1,
       "INT"
     ],
     [
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+      0,
+      "MOTION_MODULE"
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+    [
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+    [
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+    [
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diff --git a/workflows/latent-upscale.json b/workflows/latent-upscale.json
index 2b77212..6c8a6b2 100644
--- a/workflows/latent-upscale.json
+++ b/workflows/latent-upscale.json
@@ -195,10 +195,10 @@
         571,
         712
       ],
-      "size": [
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-        82
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+      "size": {
+        "0": 275.35137939453125,
+        "1": 82
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       "flags": {},
       "order": 11,
       "mode": 0,
@@ -315,7 +315,7 @@
       ],
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         "0": 315,
-        "1": 330
+        "1": 350
       },
       "flags": {},
       "order": 12,
@@ -347,6 +347,11 @@
           "name": "latent_image",
           "type": "LATENT",
           "link": 47
+        },
+        {
+          "name": "sliding_window_opts",
+          "type": "SLIDING_WINDOW_OPTS",
+          "link": null
         }
       ],
       "outputs": [
@@ -424,7 +429,7 @@
       ],
       "size": {
         "0": 315,
-        "1": 330
+        "1": 350
       },
       "flags": {},
       "order": 6,
@@ -456,6 +461,11 @@
           "name": "latent_image",
           "type": "LATENT",
           "link": 35
+        },
+        {
+          "name": "sliding_window_opts",
+          "type": "SLIDING_WINDOW_OPTS",
+          "link": null
         }
       ],
       "outputs": [
@@ -518,48 +528,6 @@
         "klF8Anime2.ckpt"
       ]
     },
-    {
-      "id": 12,
-      "type": "AnimateDiffCombine",
-      "pos": [
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-        481
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-      "size": [
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-        517.7265625
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-      "flags": {},
-      "order": 14,
-      "mode": 0,
-      "inputs": [
-        {
-          "name": "images",
-          "type": "IMAGE",
-          "link": 19
-        }
-      ],
-      "outputs": [
-        {
-          "name": "GIF",
-          "type": "GIF",
-          "links": null,
-          "shape": 3
-        }
-      ],
-      "properties": {
-        "Node name for S&R": "AnimateDiffCombine"
-      },
-      "widgets_values": [
-        8,
-        0,
-        true,
-        "AnimateDiff",
-        "image/webp",
-        false,
-        "/view?filename=AnimateDiff_00033_.webp&subfolder=&type=output&format=image%2Fwebp"
-      ]
-    },
     {
       "id": 27,
       "type": "VAEDecode",
@@ -604,13 +572,13 @@
       "id": 28,
       "type": "AnimateDiffCombine",
       "pos": [
-        1506,
-        -60
-      ],
-      "size": [
-        321.19170831298857,
-        513.0408935546875
+        1505,
+        -72
       ],
+      "size": {
+        "0": 321.19171142578125,
+        "1": 513.0408935546875
+      },
       "flags": {},
       "order": 10,
       "mode": 0,
@@ -637,9 +605,49 @@
         0,
         true,
         "AnimateDiff",
-        "image/webp",
-        false,
-        "/view?filename=AnimateDiff_00032_.webp&subfolder=&type=output&format=image%2Fwebp"
+        "image/gif",
+        false
+      ]
+    },
+    {
+      "id": 12,
+      "type": "AnimateDiffCombine",
+      "pos": [
+        1504,
+        481
+      ],
+      "size": {
+        "0": 325.7265625,
+        "1": 517.7265625
+      },
+      "flags": {},
+      "order": 14,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "images",
+          "type": "IMAGE",
+          "link": 19
+        }
+      ],
+      "outputs": [
+        {
+          "name": "GIF",
+          "type": "GIF",
+          "links": null,
+          "shape": 3
+        }
+      ],
+      "properties": {
+        "Node name for S&R": "AnimateDiffCombine"
+      },
+      "widgets_values": [
+        8,
+        0,
+        true,
+        "AnimateDiff",
+        "image/gif",
+        false
       ]
     }
   ],