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{ "collapsed": true }, "order": 43, "mode": 0, "inputs": [], "outputs": [ { "name": "AUDIO", "type": "AUDIO", "links": [ 1822 ] } ], "title": "Get_vocals", "properties": { "ue_properties": { "widget_ue_connectable": {}, "version": "7.6.2", "input_ue_unconnectable": {} } }, "widgets_values": [ "vocals" ] }, { "id": 727, "type": "GetImageRangeFromBatch", "pos": [ 8452.137653602842, 4101.343077849653 ], "size": [ 349.7056640625, 102 ], "flags": {}, "order": 183, "mode": 0, "inputs": [ { "name": "images", "shape": 7, "type": "IMAGE", "link": 1824 }, { "name": "masks", "shape": 7, "type": "MASK", "link": null } ], "outputs": [ { "name": "IMAGE", "type": "IMAGE", "links": [ 1811 ] }, { "name": "MASK", "type": "MASK", "links": null } ], "properties": { "cnr_id": "comfyui-kjnodes", "ver": "c8e7f48a7f68b7a31ee336bc0be54bedbca05ffa", "Node name for S&R": "GetImageRangeFromBatch", "ue_properties": { "widget_ue_connectable": {}, "version": "7.6.2", "input_ue_unconnectable": {} } }, "widgets_values": [ -1, 25 ] }, { "id": 729, "type": "VAEDecodeTiled", "pos": [ 9405.995124540896, 4605.415875178649 ], "size": [ 270, 150 ], "flags": {}, "order": 192, "mode": 0, "inputs": [ { "name": "samples", "type": "LATENT", "link": 1827 }, { "name": "vae", "type": "VAE", "link": 1828 } ], "outputs": [ { "name": "IMAGE", "type": "IMAGE", "links": [ 1799, 1826 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.9.2", "Node name for S&R": "VAEDecodeTiled", "ue_properties": { "widget_ue_connectable": {}, "version": "7.6.2", "input_ue_unconnectable": {} } }, "widgets_values": [ 1024, 64, 256, 16 ] }, { "id": 730, "type": "LTXVAddGuideMulti", "pos": [ 8140.251229390327, 5080.341396531472 ], "size": [ 300.611328125, 254 ], "flags": {}, "order": 186, "mode": 0, "inputs": [ { "name": "positive", "type": "CONDITIONING", "link": 1829 }, { "name": "negative", "type": "CONDITIONING", "link": 1830 }, { "name": "vae", "type": "VAE", "link": 1831 }, { "name": "latent", "type": "LATENT", 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{ "name": "vae", "shape": 7, "type": "VAE", "link": null }, { "name": "frame_rate", "type": "FLOAT", "widget": { "name": "frame_rate" }, "link": 1931 } ], "outputs": [ { "name": "Filenames", "type": "VHS_FILENAMES", "links": null } ], "properties": { "cnr_id": "comfyui-videohelpersuite", "ver": "3234937ff5f3ca19068aaba5042771514de2429d", "Node name for S&R": "VHS_VideoCombine", "ue_properties": { "widget_ue_connectable": {}, "version": "7.6.2", "input_ue_unconnectable": {} } }, "widgets_values": { "frame_rate": 24, "loop_count": 0, "filename_prefix": "LTX-2", "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": "LTX-2_00008-audio.mp4", "subfolder": "", "type": "temp", "format": "video/h264-mp4", "frame_rate": 24, "workflow": "LTX-2_00008.png", "fullpath": 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"INT", "links": null }, { "label": "257 height", "name": "height", "type": "INT", "links": null }, { "label": "16 width", "name": "width", "type": "INT", "links": null } ], "properties": { "cnr_id": "comfyui-kjnodes", "ver": "c8e7f48a7f68b7a31ee336bc0be54bedbca05ffa", "Node name for S&R": "GetLatentSizeAndCount", "ue_properties": { "widget_ue_connectable": {}, "version": "7.6.2", "input_ue_unconnectable": {} } }, "widgets_values": [] }, { "id": 254, "type": "GetNode", "pos": [ -1138.2853872500982, 6025.905267433873 ], "size": [ 210, 50 ], "flags": { "collapsed": true }, "order": 70, "mode": 0, "inputs": [], "outputs": [ { "name": "VAE", "type": "VAE", "links": [ 1557 ] } ], "title": "Get_audio_vae", "properties": { "ue_properties": { "widget_ue_connectable": {}, "version": "7.6.2", "input_ue_unconnectable": {} } }, "widgets_values": [ "audio_vae" ], "color": "#322", "bgcolor": "#533" }, { "id": 571, "type": "SolidMask", "pos": [ -459.0054802167896, 6370.825591787058 ], "size": [ 270, 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"pos": [ -972.4390545833686, 6818.712269393956 ], "size": [ 285.0025110567915, 152.4197505470238 ], "flags": {}, "order": 111, "mode": 0, "inputs": [ { "name": "a", "shape": 7, "type": "INT,FLOAT,IMAGE,LATENT", "link": 1942 }, { "name": "b", "shape": 7, "type": "INT,FLOAT,IMAGE,LATENT", "link": 1924 }, { "name": "c", "shape": 7, "type": "INT,FLOAT,IMAGE,LATENT", "link": null } ], "outputs": [ { "name": "INT", "type": "INT", "links": [] }, { "name": "FLOAT", "type": "FLOAT", "links": null } ], "properties": { "cnr_id": "comfyui-custom-scripts", "ver": "1.2.5", "ue_properties": { "widget_ue_connectable": {}, "input_ue_unconnectable": {}, "version": "7.5.2" } }, "widgets_values": [ "a*b\n\n\n\n" ] }, { "id": 796, "type": "Note", "pos": [ -1645.1723532185579, 6898.876573929378 ], "size": [ 278.71394827053314, 161.21466303098896 ], "flags": {}, "order": 72, "mode": 0, "inputs": [], "outputs": [], "properties": { "ue_properties": { "widget_ue_connectable": {}, "version": "7.5.2", "input_ue_unconnectable": {} } }, "widgets_values": [ "MBEDIT\n\ndont quote me on this but at Jan 2026 I am still under the impression LTX-2 lipsync works at 25 fps and anything else creates drift. I work to 24 fps anyway so its no big deal but that is why I calculate to this. It aint gospel, and I might be confused....tbd." ], "color": "#432", "bgcolor": "#653" }, { "id": 798, "type": "MathExpression|pysssss", "pos": [ -972.5153344831061, 7039.961793122806 ], "size": [ 285.0025110567915, 152.4197505470238 ], "flags": {}, "order": 121, "mode": 0, "inputs": [ { "name": "a", "shape": 7, "type": "INT,FLOAT,IMAGE,LATENT", "link": 1941 }, { "name": "b", "shape": 7, "type": "INT,FLOAT,IMAGE,LATENT", "link": 1925 }, { "name": "c", "shape": 7, "type": "INT,FLOAT,IMAGE,LATENT", "link": 1926 } ], "outputs": [ { "name": "INT", "type": "INT", "links": [] }, { "name": "FLOAT", "type": "FLOAT", "links": null } ], "properties": { "cnr_id": "comfyui-custom-scripts", "ver": "1.2.5", "ue_properties": { "widget_ue_connectable": {}, "input_ue_unconnectable": {}, "version": "7.5.2" } }, "widgets_values": [ "(a*b/c)\n\n\n" ] }, { "id": 799, "type": "Note", "pos": [ -554.7675752235529, 6837.085929132174 ], "size": [ 259.8399320528938, 245.63971489212236 ], "flags": {}, "order": 73, "mode": 0, "inputs": [], "outputs": [], "properties": { "ue_properties": { "widget_ue_connectable": {}, "version": "7.5.2", "input_ue_unconnectable": {} } }, "widgets_values": [ "MBEDIT\n\n(NOTE: I may not have this right yet, I seemed to cut off the start and it ended early. Test and confirm)\n\nYou can use your own approach but I set frames based on the info here which calcs the frame count from the audio duration I set. \n\nThe top is total lenght of audio in.\n\nThe bottom is total number of groups to run (allow for frame overlap)" ], "color": "#432", "bgcolor": "#653" }, { "id": 526, "type": "PrimitiveNode", "pos": [ -2070.169559064173, 5509.745828831934 ], "size": [ 210, 82 ], "flags": {}, "order": 74, "mode": 0, "inputs": [], "outputs": [ { "name": "INT", "type": "INT", "widget": { "name": "length" }, "links": [ 1408, 1927 ] } ], "title": "length", "properties": { "Run widget replace on values": false, "ue_properties": { "widget_ue_connectable": {}, "version": "7.6.2", "input_ue_unconnectable": {} } }, "widgets_values": [ 241, "fixed" ] }, { "id": 801, "type": "SetNode", "pos": [ -1879.9955341211119, 6140.061603786245 ], "size": [ 210, 34 ], "flags": { "collapsed": true }, "order": 109, "mode": 0, "inputs": [ { "name": "FLOAT", "type": "FLOAT", "link": 1928 } ], "outputs": [ { "name": "*", "type": "*", "links": [] } ], "title": "Set_fps", "properties": { "previousName": "", "ue_properties": { "widget_ue_connectable": {}, "version": "7.5.2", "input_ue_unconnectable": {} } }, "widgets_values": [ "fps" ], "color": "#232", "bgcolor": "#353" }, { "id": 802, "type": "PrimitiveFloat", "pos": [ -2111.056016907276, 6058.386037036047 ], "size": [ 229.01630841937822, 58 ], "flags": {}, "order": 75, "mode": 0, "inputs": [], "outputs": [ { "name": "FLOAT", "type": "FLOAT", "links": [ 1928 ] } ], "title": "fps", "properties": { "cnr_id": "comfy-core", "ver": "0.9.2", "Node name for S&R": "PrimitiveFloat", "ue_properties": { "widget_ue_connectable": {}, "input_ue_unconnectable": {}, "version": "7.5.2" } }, "widgets_values": [ 24 ], "color": "#232", "bgcolor": "#353" }, { "id": 805, "type": "Note", "pos": [ -2473.4098884306277, 3557.133103342969 ], "size": [ 316.40068837705394, 492.6210841250213 ], "flags": {}, "order": 76, "mode": 0, "inputs": [], "outputs": [], "properties": { "ue_properties": { "widget_ue_connectable": {}, "version": "7.6.2", "input_ue_unconnectable": {} } }, "widgets_values": [ "FOR DIALOGUE:\n\ndisabling both loras gives me more realistic human movement but at a cost - the freeze frame and quality issue returns above 480p, and since every new extension is trying to force the scene back to the inbound image first frame, it can cause chaotic jumps in movement without the camera lora lock in.\n\nFor this reason try to keep everyone in their original position is recommended for dialogue scenes.\n\nI am still testing approaches and will update if I find solutions. - Feb 2026.\n\n---\n\nNOTE: LowVRAM move your screen to empty space during runs else the previews will blap your GPU.\n\nNOTE: a x5 extended dialogue scene using audio in finishes on my 3060 in 11 minutes using 277p test resolution. But 720p takes about 50 minutes and requires pushing through OOMs on the VAE decode in the last extends. \n\n720p is also prone to freeze-frame and random scene changes which can be helped by the Loras but at a cost. I will try to find improved solutions for dialogue in particular but at 50 minutes per run thats a wip. \n\n480p is acceptable only if the characters are very close to the viewer.\n\n " ], "color": "#432", "bgcolor": "#653" }, { "id": 806, "type": "GetNode", "pos": [ -813.0292426841776, 5264.080276228789 ], "size": [ 210, 50 ], "flags": { "collapsed": true }, "order": 77, "mode": 0, "inputs": [], "outputs": [ { "name": "FLOAT", "type": "FLOAT", "links": [ 1929 ] } ], "title": "Get_fps", "properties": { "ue_properties": { "widget_ue_connectable": {}, "version": "7.5.2", "input_ue_unconnectable": {} } }, "widgets_values": [ "fps" ], "color": "#232", "bgcolor": "#353" }, { "id": 807, "type": "GetNode", "pos": [ 1486.459036580411, 4928.137908441589 ], "size": [ 210, 50 ], "flags": { "collapsed": true }, "order": 78, "mode": 0, "inputs": [], "outputs": [ { "name": "FLOAT", "type": "FLOAT", "links": [ 1930 ] } ], "title": "Get_fps", "properties": { "ue_properties": { "widget_ue_connectable": {}, "version": "7.5.2", "input_ue_unconnectable": {} } }, "widgets_values": [ "fps" ], "color": "#232", "bgcolor": "#353" }, { "id": 178, "type": "RandomNoise", "pos": [ -2134.279246086683, 5370.622650904078 ], "size": [ 270, 82 ], "flags": {}, "order": 79, "mode": 0, "inputs": [], "outputs": [ { "name": "NOISE", "type": "NOISE", "links": [ 1406 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.56", "Node name for S&R": "RandomNoise", "enableTabs": false, "tabWidth": 65, "tabXOffset": 10, "hasSecondTab": false, "secondTabText": "Send Back", "secondTabOffset": 80, "secondTabWidth": 65, "ue_properties": { "widget_ue_connectable": {}, "version": "7.6.2", "input_ue_unconnectable": {} } }, "widgets_values": [ 44, "fixed" ], "color": "#432", "bgcolor": "#653" }, { "id": 769, "type": "MarkdownNote", "pos": [ -2587.974995089248, 4834.336440707987 ], "size": [ 329.16865742074447, 260.61031008732243 ], "flags": {}, "order": 80, "mode": 0, "inputs": [], "outputs": [], "title": "Model Links", "properties": { "ue_properties": { "widget_ue_connectable": {}, "version": "7.6.2", "input_ue_unconnectable": {} } }, "widgets_values": [ "# /diffusion_models/\n\n[ltx-2-19b-distilled-fp8_transformer_only.safetensors](https://huggingface.co/Kijai/LTXV2_comfy/resolve/main/diffusion_models/ltx-2-19b-distilled-fp8_transformer_only.safetensors)\n\n# /vae/\n\n[LTX2_audio_vae_bf16.safetensors](https://huggingface.co/Kijai/LTXV2_comfy/resolve/main/VAE/LTX2_audio_vae_bf16.safetensors)\n\n[LTX2_video_vae_bf16.safetensors](https://huggingface.co/Kijai/LTXV2_comfy/resolve/main/VAE/LTX2_video_vae_bf16.safetensors)\n\n# /text_encoders/\n\n[ltx-2-19b-embeddings_connector_distill_bf16.safetensors](https://huggingface.co/Kijai/LTXV2_comfy/resolve/main/text_encoders/ltx-2-19b-embeddings_connector_distill_bf16.safetensors)\n\n[gemma_3_12B_it_fp8_scaled.safetensors](https://huggingface.co/Comfy-Org/ltx-2/resolve/main/split_files/text_encoders/gemma_3_12B_it_fp8_scaled.safetensors)\n" ], "color": "#432", "bgcolor": "#653" }, { "id": 804, "type": "MarkdownNote", "pos": [ -2474.490833579243, 5705.478806260368 ], "size": [ 236.0106903953547, 328.96060734231105 ], "flags": {}, "order": 81, "mode": 0, "inputs": [], "outputs": [], "properties": { "ue_properties": { "widget_ue_connectable": {}, "version": "7.6.2", "input_ue_unconnectable": {} } }, "widgets_values": [ "# markdkberry.com\n\nThis adaptation of the extending wf is from Purzbeats and Torny. Its based on the same one I shared before from Kijai as a wip.\n\n\n\nThis one is the better extending workflow for dialogue and lipsync. The Kijai extending LTX-2 wf tends to have problems with dialogue scenes for some reason I havent yet figured out. - Mark Feb 2026.\n\n---\n" ], "color": "#432", "bgcolor": "#653" }, { "id": 808, "type": "GetNode", "pos": [ 3427.5697105571944, 5317.517615484642 ], "size": [ 210, 50 ], "flags": { "collapsed": true }, "order": 82, "mode": 0, "inputs": [], "outputs": [ { "name": "FLOAT", "type": "FLOAT", "links": [ 1931, 1932 ] } ], "title": "Get_fps", "properties": { "ue_properties": { "widget_ue_connectable": {}, "version": "7.5.2", "input_ue_unconnectable": {} } }, "widgets_values": [ "fps" ], "color": "#232", "bgcolor": "#353" }, { "id": 574, "type": "RandomNoise", "pos": [ 3374.712391807544, 4571.0575094323685 ], "size": [ 270, 82 ], "flags": {}, "order": 83, "mode": 0, "inputs": [], "outputs": [ { "name": "NOISE", "type": "NOISE", "links": [ 1573 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.56", "Node name for S&R": "RandomNoise", "enableTabs": false, "tabWidth": 65, 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