Upload 2 files

exampleworkflow.json

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+        "Enable I2V Mode to use Image to video and load an image here ->\n\nEnable these Optimizations to get a good speedup, if you encounter any issues disable them, \nfor the Sage Attention on you need to install Sage attn. For Windows Portable users put this batch file:\n \nhttps://drive.google.com/file/d/1FBYF9_ShdD8H8CRlXKDQ29rnzjuT4MYo/view?usp=sharing\n\nin the ComfyUI_windows_portable root folder where \nrun_nvidia_gpu.bat is. Then run it and it should install it for you.\n\nThe Teacache might be broken. And you might need to change the mode in the sage attention node if you have an rtx30 or lower.\n\nFP16 Accumulation only works with torch 2.7 or higher. If you are unsure, just try to enable it, if it errors, just disable it. Gives basically a free speedup too without any real quality drop."
+      ],
+      "color": "#432",
+      "bgcolor": "#653"
+    },
     {
       "id": 1934,
       "type": "Note",
@@ -2692,7 +2700,7 @@
         171.73435974121094
       ],
       "flags": {},
-      "order": 34,
+      "order": 33,
       "mode": 0,
       "inputs": [],
       "outputs": [],
@@ -2701,21 +2709,59 @@
         "widget_ue_connectable": {}
       },
       "widgets_values": [
-        "To use loras you need to disable Torchcompile, it might work some times but most of the times that break them.\n\nAlso to use loras you need to load them the first time, that will throw errors in the console and is expected, just wait until it generated the full video (which wont contain the lora effect) and unload models and cache with comfyui manager, then start generating again and it should work. A restart might work too, just test around a bit. \n\nFor convenience here is the disable torchcompile switch:"
+        "To use loras you need to disable Torchcompile, it might work some times but most of the times that break them.\n\nAlso to use loras you might need to load them the first time, that will throw errors in the console and is expected, just wait until it generated the full video (which wont contain the lora effect) and unload models and cache with comfyui manager, then start generating again and it should work. A restart might work too, just test around a bit. \n\nFor convenience here is the disable torchcompile switch:"
       ],
       "color": "#432",
       "bgcolor": "#653"
     },
     {
-      "id": 1912,
+      "id": 1507,
+      "type": "RandomNoise",
+      "pos": [
+        1791.03955078125,
+        2111.15478515625
+      ],
+      "size": [
+        288.1485595703125,
+        83.01490020751953
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+      "flags": {},
+      "order": 34,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "NOISE",
+          "type": "NOISE",
+          "slot_index": 0,
+          "links": [
+            4053
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.28",
+        "Node name for S&R": "RandomNoise",
+        "widget_ue_connectable": {
+          "noise_seed": true
+        }
+      },
+      "widgets_values": [
+        109,
+        "fixed"
+      ]
+    },
+    {
+      "id": 1935,
       "type": "Fast Groups Bypasser (rgthree)",
       "pos": [
-        1167.0762939453125,
-        2967.00244140625
+        363.210205078125,
+        2718.019775390625
       ],
       "size": [
-        314.11474609375,
-        82
+        299.14764404296875,
+        63.98505401611328
       ],
       "flags": {},
       "order": 35,
@@ -2728,18 +2774,18 @@
           "links": null
         }
       ],
-      "title": "Enable I2V",
+      "title": "Enable Optimizations",
       "properties": {
-        "matchColors": "brown",
-        "matchTitle": "",
+        "matchColors": "cyan",
+        "matchTitle": "Torch",
         "showNav": true,
         "sort": "position",
         "customSortAlphabet": "",
         "toggleRestriction": "default",
         "widget_ue_connectable": {}
       },
-      "color": "#332922",
-      "bgcolor": "#593930"
+      "color": "#233",
+      "bgcolor": "#355"
     }
   ],
   "links": [
@@ -3167,14 +3213,6 @@
       0,
       "MODEL"
     ],
-    [
-      5446,
-      1882,
-      0,
-      1930,
-      0,
-      "MODEL"
-    ],
     [
       5451,
       1915,
@@ -3190,6 +3228,22 @@
       1103,
       0,
       "MODEL"
+    ],
+    [
+      5453,
+      1882,
+      0,
+      1936,
+      0,
+      "MODEL"
+    ],
+    [
+      5454,
+      1936,
+      0,
+      1930,
+      0,
+      "MODEL"
     ]
   ],
   "groups": [
@@ -3288,10 +3342,10 @@
       "id": 46,
       "title": "Sage Attention Optimizations",
       "bounding": [
-        692.5719604492188,
-        2688.80126953125,
-        368.8637390136719,
-        179.05584716796875
+        700.8757934570312,
+        2671.271240234375,
+        367.9410705566406,
+        120.92877960205078
       ],
       "color": "#8AA",
       "font_size": 24,
@@ -3348,6 +3402,19 @@
       "color": "#88A",
       "font_size": 24,
       "flags": {}
+    },
+    {
+      "id": 51,
+      "title": "FP16 Accumulation Optimizations",
+      "bounding": [
+        701.3484497070312,
+        2794.603515625,
+        367.8948669433594,
+        124.28726959228516
+      ],
+      "color": "#8AA",
+      "font_size": 24,
+      "flags": {}
     }
   ],
   "config": {},

exampleworkflow_I2V.json

@@ -1,8 +1,8 @@
 {
   "id": "394ed254-7306-42a2-9ae6-aa880ce4456d",
   "revision": 0,
-  "last_node_id": 1935,
-  "last_link_id": 5452,
+  "last_node_id": 1936,
+  "last_link_id": 5454,
   "nodes": [
     {
       "id": 1601,
@@ -16,7 +16,7 @@
         150
       ],
       "flags": {},
-      "order": 60,
+      "order": 61,
       "mode": 4,
       "inputs": [
         {
@@ -69,7 +69,7 @@
         78
       ],
       "flags": {},
-      "order": 50,
+      "order": 51,
       "mode": 0,
       "inputs": [
         {
@@ -167,7 +167,7 @@
         238
       ],
       "flags": {},
-      "order": 61,
+      "order": 62,
       "mode": 4,
       "inputs": [
         {
@@ -176,21 +176,21 @@
           "link": 4749
         },
         {
-          "name": "width_input",
+          "name": "get_image_size",
           "shape": 7,
-          "type": "INT",
+          "type": "IMAGE",
           "link": null
         },
         {
-          "name": "height_input",
+          "name": "width_input",
           "shape": 7,
           "type": "INT",
           "link": null
         },
         {
-          "name": "get_image_size",
+          "name": "height_input",
           "shape": 7,
-          "type": "IMAGE",
+          "type": "INT",
           "link": null
         }
       ],
@@ -214,6 +214,8 @@
         }
       ],
       "properties": {
+        "cnr_id": "comfyui-kjnodes",
+        "ver": "bec42252c690c1b5b2064b5a6732ad11cc452759",
         "Node name for S&R": "ImageResizeKJ",
         "widget_ue_connectable": {
           "width": true,
@@ -245,7 +247,7 @@
         82
       ],
       "flags": {},
-      "order": 62,
+      "order": 63,
       "mode": 4,
       "inputs": [
         {
@@ -364,7 +366,7 @@
         66
       ],
       "flags": {},
-      "order": 56,
+      "order": 57,
       "mode": 4,
       "inputs": [
         {
@@ -412,7 +414,7 @@
         78
       ],
       "flags": {},
-      "order": 58,
+      "order": 59,
       "mode": 4,
       "inputs": [
         {
@@ -521,7 +523,7 @@
         78
       ],
       "flags": {},
-      "order": 51,
+      "order": 52,
       "mode": 4,
       "inputs": [
         {
@@ -568,7 +570,7 @@
         334
       ],
       "flags": {},
-      "order": 63,
+      "order": 64,
       "mode": 4,
       "inputs": [
         {
@@ -654,7 +656,7 @@
         262
       ],
       "flags": {},
-      "order": 53,
+      "order": 54,
       "mode": 4,
       "inputs": [
         {
@@ -785,7 +787,7 @@
         573.3333129882812
       ],
       "flags": {},
-      "order": 59,
+      "order": 60,
       "mode": 4,
       "inputs": [
         {
@@ -868,44 +870,6 @@
         "center"
       ]
     },
-    {
-      "id": 1507,
-      "type": "RandomNoise",
-      "pos": [
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-        2114.199462890625
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-      "flags": {},
-      "order": 8,
-      "mode": 0,
-      "inputs": [],
-      "outputs": [
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-          "name": "NOISE",
-          "type": "NOISE",
-          "slot_index": 0,
-          "links": [
-            4053
-          ]
-        }
-      ],
-      "properties": {
-        "cnr_id": "comfy-core",
-        "ver": "0.3.28",
-        "Node name for S&R": "RandomNoise",
-        "widget_ue_connectable": {
-          "noise_seed": true
-        }
-      },
-      "widgets_values": [
-        109,
-        "fixed"
-      ]
-    },
     {
       "id": 1809,
       "type": "STGAdvancedPresets",
@@ -918,7 +882,7 @@
         58
       ],
       "flags": {},
-      "order": 9,
+      "order": 8,
       "mode": 0,
       "inputs": [],
       "outputs": [
@@ -954,7 +918,7 @@
         130
       ],
       "flags": {},
-      "order": 43,
+      "order": 44,
       "mode": 0,
       "inputs": [
         {
@@ -1001,7 +965,7 @@
         262
       ],
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-      "order": 52,
+      "order": 53,
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       "inputs": [
         {
@@ -1071,7 +1035,7 @@
         171.05442810058594
       ],
       "flags": {},
-      "order": 10,
+      "order": 9,
       "mode": 0,
       "inputs": [],
       "outputs": [],
@@ -1096,7 +1060,7 @@
         106
       ],
       "flags": {},
-      "order": 49,
+      "order": 50,
       "mode": 0,
       "inputs": [
         {
@@ -1143,7 +1107,7 @@
         58
       ],
       "flags": {},
-      "order": 11,
+      "order": 10,
       "mode": 0,
       "inputs": [],
       "outputs": [
@@ -1180,7 +1144,7 @@
         154
       ],
       "flags": {},
-      "order": 36,
+      "order": 38,
       "mode": 4,
       "inputs": [
         {
@@ -1199,6 +1163,8 @@
         }
       ],
       "properties": {
+        "cnr_id": "comfyui-kjnodes",
+        "ver": "bec42252c690c1b5b2064b5a6732ad11cc452759",
         "Node name for S&R": "TorchCompileVAE",
         "widget_ue_connectable": {}
       },
@@ -1222,7 +1188,7 @@
         106
       ],
       "flags": {},
-      "order": 12,
+      "order": 11,
       "mode": 4,
       "inputs": [],
       "outputs": [
@@ -1262,7 +1228,7 @@
       "flags": {
         "collapsed": true
       },
-      "order": 37,
+      "order": 36,
       "mode": 0,
       "inputs": [
         {
@@ -1327,7 +1293,7 @@
         130
       ],
       "flags": {},
-      "order": 44,
+      "order": 45,
       "mode": 4,
       "inputs": [
         {
@@ -1346,6 +1312,8 @@
         }
       ],
       "properties": {
+        "cnr_id": "comfyui-kjnodes",
+        "ver": "bec42252c690c1b5b2064b5a6732ad11cc452759",
         "Node name for S&R": "TorchCompileLTXModel",
         "widget_ue_connectable": {}
       },
@@ -1368,7 +1336,7 @@
         60
       ],
       "flags": {},
-      "order": 13,
+      "order": 12,
       "mode": 4,
       "inputs": [],
       "outputs": [
@@ -1391,42 +1359,6 @@
       "color": "#223",
       "bgcolor": "#335"
     },
-    {
-      "id": 1885,
-      "type": "VAELoader",
-      "pos": [
-        349.7450866699219,
-        2850.83935546875
-      ],
-      "size": [
-        270,
-        58
-      ],
-      "flags": {},
-      "order": 14,
-      "mode": 0,
-      "inputs": [],
-      "outputs": [
-        {
-          "name": "VAE",
-          "type": "VAE",
-          "links": [
-            5421
-          ]
-        }
-      ],
-      "properties": {
-        "cnr_id": "comfy-core",
-        "ver": "0.3.32",
-        "Node name for S&R": "VAELoader",
-        "widget_ue_connectable": {}
-      },
-      "widgets_values": [
-        "ltxv-13b-0.9.7-vae-BF16.safetensors"
-      ],
-      "color": "#322",
-      "bgcolor": "#533"
-    },
     {
       "id": 1877,
       "type": "Reroute",
@@ -1439,7 +1371,7 @@
         26
       ],
       "flags": {},
-      "order": 39,
+      "order": 40,
       "mode": 0,
       "inputs": [
         {
@@ -1477,7 +1409,7 @@
         60
       ],
       "flags": {},
-      "order": 15,
+      "order": 13,
       "mode": 4,
       "inputs": [],
       "outputs": [
@@ -1514,7 +1446,7 @@
       "flags": {
         "collapsed": true
       },
-      "order": 16,
+      "order": 14,
       "mode": 4,
       "inputs": [],
       "outputs": [
@@ -1548,7 +1480,7 @@
         154
       ],
       "flags": {},
-      "order": 17,
+      "order": 15,
       "mode": 4,
       "inputs": [],
       "outputs": [
@@ -1589,7 +1521,7 @@
         147.867431640625
       ],
       "flags": {},
-      "order": 18,
+      "order": 16,
       "mode": 0,
       "inputs": [],
       "outputs": [],
@@ -1611,10 +1543,10 @@
       ],
       "size": [
         363.8567199707031,
-        130.03318786621094
+        178
       ],
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-      "order": 19,
+      "order": 17,
       "mode": 0,
       "inputs": [],
       "outputs": [
@@ -1648,7 +1580,7 @@
         151.24891662597656
       ],
       "flags": {},
-      "order": 20,
+      "order": 18,
       "mode": 0,
       "inputs": [],
       "outputs": [],
@@ -1673,7 +1605,7 @@
         88
       ],
       "flags": {},
-      "order": 21,
+      "order": 19,
       "mode": 0,
       "inputs": [],
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@@ -1698,7 +1630,7 @@
         60
       ],
       "flags": {},
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+      "order": 42,
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       "inputs": [
         {
@@ -1740,7 +1672,7 @@
         230.23074340820312
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-      "order": 22,
+      "order": 20,
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@@ -1762,10 +1694,10 @@
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         491.1328125,
-        819.1328125
+        334
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+      "order": 58,
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@@ -1850,7 +1782,7 @@
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       ],
       "flags": {},
-      "order": 55,
+      "order": 56,
       "mode": 0,
       "inputs": [
         {
@@ -1881,45 +1813,6 @@
       },
       "widgets_values": []
     },
-    {
-      "id": 1882,
-      "type": "PathchSageAttentionKJ",
-      "pos": [
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-      "inputs": [
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-          "type": "MODEL",
-          "link": 5431
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-          "name": "MODEL",
-          "type": "MODEL",
-          "links": [
-            5446
-          ]
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-      "properties": {
-        "Node name for S&R": "PathchSageAttentionKJ",
-        "widget_ue_connectable": {}
-      },
-      "widgets_values": [
-        "sageattn_qk_int8_pv_fp8_cuda",
-        true
-      ]
-    },
     {
       "id": 1930,
       "type": "TeaCache",
@@ -1932,13 +1825,13 @@
         106
       ],
       "flags": {},
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+      "order": 43,
       "mode": 4,
       "inputs": [
         {
           "name": "model",
           "type": "MODEL",
-          "link": 5446
+          "link": 5454
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@@ -1974,7 +1867,7 @@
         106
       ],
       "flags": {},
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+      "order": 21,
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@@ -2012,7 +1905,7 @@
         68.0652084350586
       ],
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-      "order": 24,
+      "order": 22,
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       "inputs": [],
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@@ -2048,7 +1941,7 @@
         147.867431640625
       ],
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+      "order": 23,
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@@ -2073,7 +1966,7 @@
         213.2843780517578
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@@ -2119,7 +2012,7 @@
         88
       ],
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+      "order": 24,
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@@ -2144,7 +2037,7 @@
         177.2637481689453
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+      "order": 25,
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@@ -2169,7 +2062,7 @@
         60
       ],
       "flags": {},
-      "order": 46,
+      "order": 47,
       "mode": 0,
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         {
@@ -2200,31 +2093,6 @@
       "color": "#223",
       "bgcolor": "#335"
     },
-    {
-      "id": 1926,
-      "type": "Note",
-      "pos": [
-        1164.7078857421875,
-        3234.896484375
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-      "size": [
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-        290.1982421875
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-      "order": 28,
-      "mode": 0,
-      "inputs": [],
-      "outputs": [],
-      "properties": {
-        "widget_ue_connectable": {}
-      },
-      "widgets_values": [
-        "Enable I2V Mode to use Image to video and load an image here ->\n\nEnable these Optimizations to get a good speedup, if you encounter any issues disable them, \nfor the Sage Attention on you need to install Sage attn. For Windows Portable users put this batch file:\n \nhttps://drive.google.com/file/d/1FBYF9_ShdD8H8CRlXKDQ29rnzjuT4MYo/view?usp=sharing\n\nin the ComfyUI_windows_portable root folder where \nrun_nvidia_gpu.bat is. Then run it and it should install it for you.\n\n\nThe Teacache might be broken. And you might need to change the mode in the sage attention node if you have an rtx30 or lower."
-      ],
-      "color": "#432",
-      "bgcolor": "#653"
-    },
     {
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       "type": "CLIPTextEncode",
@@ -2237,7 +2105,7 @@
         204.2556610107422
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+      "order": 49,
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       "inputs": [
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@@ -2283,7 +2151,7 @@
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+      "order": 26,
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@@ -2314,10 +2182,10 @@
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+        106
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+      "order": 27,
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@@ -2340,55 +2208,20 @@
       "bgcolor": "#335"
     },
     {
-      "id": 1914,
-      "type": "Fast Groups Bypasser (rgthree)",
+      "id": 1338,
+      "type": "LTXVBaseSampler",
       "pos": [
-        1164.11962890625,
-        3088.028564453125
+        2145.717041015625,
+        2879.01953125
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       "size": [
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-        106
+        505.8132019042969,
+        845.813232421875
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       "flags": {},
-      "order": 31,
+      "order": 55,
       "mode": 0,
-      "inputs": [],
-      "outputs": [
-        {
-          "name": "OPT_CONNECTION",
-          "type": "*",
-          "links": null
-        }
-      ],
-      "title": "Enable Optimizations",
-      "properties": {
-        "matchColors": "cyan",
-        "matchTitle": "",
-        "showNav": true,
-        "sort": "position",
-        "customSortAlphabet": "",
-        "toggleRestriction": "default",
-        "widget_ue_connectable": {}
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-      "color": "#233",
-      "bgcolor": "#355"
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-    {
-      "id": 1338,
-      "type": "LTXVBaseSampler",
-      "pos": [
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-        2879.01953125
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-      "size": [
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-        845.813232421875
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-      "flags": {},
-      "order": 54,
-      "mode": 0,
-      "inputs": [
+      "inputs": [
         {
           "name": "model",
           "type": "MODEL",
@@ -2475,7 +2308,7 @@
         624.5614013671875
       ],
       "flags": {},
-      "order": 32,
+      "order": 28,
       "mode": 0,
       "inputs": [],
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@@ -2519,7 +2352,7 @@
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+      "title": "Instructions on how to use Loras",
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-      "color": "#432",
-      "bgcolor": "#653"
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