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options:\n----------------------------------------------------------------------------------------------\nText to Video                         |01 Text to Video\nText + Audio to Video                 |01 Text to Video + Audio input\n                                      |\nImage to Video                        |02 Image to Video\nImage + Audio to Video                |02 Image to Video + Audio input\n                                      |\nFirst/Last Frame to Video             |02 Image to Video + Last Frame input\nFirst/Last Frame + Audio to Video     |02 Image to Video + Last Frame input + Audio input\n                                      |\nFirst/Mid/Last Frame to Video         |02 Image to Video + Last + Mid Frame input\nFirst/Mid/Last Frame + Audio to Video |02 Image to Video + Last + Mid Frame input + Audio input\n                                      |\nVideo to Video                        |03 Video to Video (this option extends your start video)\n\n\nAttention:\nMake sure you select the right switches according to the above table only (otherwise you might get error messages). According to your selection all necessary inputs are highlighted automatically in subgroup \"P\".\n\n\n"],"color":"#232","bgcolor":"#353"},{"id":280,"type":"Note","pos":[-900.2467892767515,2249.9573480566937],"size":[689.4401111739407,227.9911040934728],"flags":{},"order":30,"mode":0,"inputs":[],"outputs":[],"title":"How to use this workflow","properties":{"ue_properties":{"widget_ue_connectable":{},"version":"7.5.2","input_ue_unconnectable":{}}},"widgets_values":["Preperation:\n\n1. Download all models and save them at the specified directories.\n2. Select/check in every blue model loader node your downloaded models.\n   (Please check this twice, a lot of reported issues are caused by model mismatch). \n\n\nRun:\n1. Go to group \"Input\" and select your options in the black switch node (use the Select Option table to find the \n   right options).\n2. Set your values in the brown input nodes: \"Clip Length\", \"Longer Edge\" and \"Aspect Ratio\"\n   set optional values like \"Seed\", etc.,\n   make all inputs in the highlighted (not muted) yellow subgroup \"P\" (brown input nodes and green loader nodes).\n3. Enter your prompts.\n4. Choose/select optional Loras.\n5. Click start."],"color":"#432","bgcolor":"#653"},{"id":285,"type":"Note","pos":[-1724.5723531987858,2679.2593689405844],"size":[674.4809193739545,221.81457069596195],"flags":{},"order":31,"mode":0,"inputs":[],"outputs":[],"title":"Troubleshooting","properties":{"ue_properties":{"widget_ue_connectable":{},"version":"7.5.2","input_ue_unconnectable":{}}},"widgets_values":["Troubleshooting:\nTurn off Nodes 2.0 in comfyui.\nMake sure your GPU driver, comfyui system, comfyui (>= v0.16.3) and all your custom nodes are up to date.\n\nCustom node conflicts:\nEasy workaround for a clean custom nodes folder: Copy/save your custom_nodes folder under a different name. Delete all custom nodes in your original folder (except manager). Restart comfyui and install all missing nodes.\n\nIf node conflicts still arise or nodes not installable, check the github pages for workarounds. \nIf you struggle with \"unsolvable\" issues you might consider to install a separate comfyui system just for video generation, like \"Comfyui-Easy-Install.\n\nIf you get OOM VRAM errors reduce resolution/clip length.\nIf you get server crashes caused by OOM RAM issues, check/increase your swap file. \n\n"],"color":"#322","bgcolor":"#533"},{"id":937,"type":"Note","pos":[-125.77275324563382,2253.8195970276056],"size":[519.4706396036087,88],"flags":{},"order":32,"mode":0,"inputs":[],"outputs":[],"title":"Attention: Group Name \"P\" and Node Titel Tags","properties":{"ue_properties":{"widget_ue_connectable":{},"version":"7.7","input_ue_unconnectable":{}}},"widgets_values":["Attention:\nGroup name and node titel tags are essential for automatic switching between options! \n\nDon`t edit group name \"P\".\nDon`t edit node titel tags like: [[P:02 Image to Video]] for example."],"color":"#322","bgcolor":"#533"},{"id":786,"type":"LoadImage","pos":[331.1255116128807,3165.276113596303],"size":[260.4615234375,328.30462630249167],"flags":{},"order":33,"mode":2,"inputs":[{"localized_name":"image","name":"image","type":"COMBO","widget":{"name":"image"},"link":null},{"localized_name":"choose file to upload","name":"upload","type":"IMAGEUPLOAD","widget":{"name":"upload"},"link":null}],"outputs":[{"localized_name":"IMAGE","name":"IMAGE","type":"IMAGE","links":[2982]},{"localized_name":"MASK","name":"MASK","type":"MASK","links":null}],"title":"Last Frame [[P:Last Frame input]]","properties":{"cnr_id":"comfy-core","ver":"0.8.2","Node name for S&R":"LoadImage","ue_properties":{"widget_ue_connectable":{"image":true,"upload":true},"version":"7.5.2","input_ue_unconnectable":{}}},"widgets_values":["2025-12-11-213317_Zimage fascium 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\n              If you run into OOM errors, reduce/play around with the 3 values to test the limits of your hardware.\n\nLonger Edge:  Set the longer edge of your image/video in the context of your aspect ratio.\n              Try to set longer edge as high as possible to get best video quality.\n\nAspect ratio: Set your aspect ratio (please see the red note with background informations on the right).\n              - 16:9 or 9:16 (for best quality) or any other pre defined aspect ratios like 1:1, 3:2 etc.\n              - \"original\": will use the given aspect ratio of your \"First Frame\" input image or your input video.\n              - \"custom\" open the subgraph and set the values for proportional_with/hight."],"color":"#432","bgcolor":"#653"},{"id":1757,"type":"Note","pos":[779.3979199622842,2471.7113074042486],"size":[831.4585498719513,264.1460650391541],"flags":{},"order":40,"mode":0,"inputs":[],"outputs":[],"title":"Important background information about the Video Resolution and Aspect Ratio \"problematic\" with LTX-2.3","properties":{"ue_properties":{"widget_ue_connectable":{},"version":"7.5.2","input_ue_unconnectable":{}}},"widgets_values":["To achieve best results according to the LTX-2.3 specifications primarily set your input values like this:\n\n0. Clip Length max. 20 seconds (or much shorter if you get OOM errors),\n1. Longer Edge  = 1024 or 2048 and\n2. Aspect Ratio = 16:9 or 9:16. \n\nYou may get good results with all other values too, but the risk of getting issues, like artefacts, bad prompt following, strange audio, missing lip-syncing, etc. may increase.\n\n\nWhat does this workflow do?\n1. Calculation of Shorter Edge = (Longer Edge x Aspect Ratio),\n2. Rounding Longer and Shorter Edge divisible by 64 (to make sure input values for empty latents are divisible by 32 finally),\n3. Cropping input images/videos by Longer and Shorter Edge.\n\n\nPlease be carefull if you try to edit the workflow for higher resolutions for example. Use these hints to make sure your math will work properly. \n\n "],"color":"#322","bgcolor":"#533"},{"id":284,"type":"MarkdownNote","pos":[-3090.8624844942356,3039.4229884648817],"size":[547.5350508792575,703.1862615407213],"flags":{},"order":41,"mode":0,"inputs":[],"outputs":[],"title":"Model Links","properties":{"ue_properties":{"widget_ue_connectable":{},"version":"7.1","input_ue_unconnectable":{}}},"widgets_values":["**Workflow Page:** [Workflow](https://civitai.com/models/2354193/ltx-2-all-in-one-workflow-textimagevideoaudio-to-video-running-on-rtx-3060-with-12-gb-vram-32-gb-ram?modelVersionId=2647783\n)\n\n\n**Diffusion Model**       \n- [ltx-2-3-22b-dev-Q4_K_M.gguf](https://huggingface.co/vantagewithai/LTX-2.3-GGUF/blob/main/dev/ltx-2-3-22b-dev-Q4_K_M.gguf)\n\n**Text Encoder**\n- [gemma_3_12B_it_fp4_mixed.safetensors](https://huggingface.co/Comfy-Org/ltx-2/blob/main/split_files/text_encoders/gemma_3_12B_it_fp4_mixed.safetensors)\n\n\n**Dual Clip Connector**\n- [ltx-2.3_text_projection_bf16.safetensors](https://huggingface.co/Kijai/LTX2.3_comfy/blob/main/text_encoders/ltx-2.3_text_projection_bf16.safetensors)\n\n**Audio VAE**\n- [LTX23_audio_vae_bf16.safetensors](https://huggingface.co/Kijai/LTX2.3_comfy/blob/main/vae/LTX23_audio_vae_bf16.safetensors)\n\n**Video VAE**   \n- [LTX23_video_vae_bf16.safetensors](https://huggingface.co/Kijai/LTX2.3_comfy/blob/main/vae/LTX23_video_vae_bf16.safetensors)\n\n**Spatial Upscaler**   \n- [ltx-2.3-spatial-upscaler-x2-1.1.safetensors](https://huggingface.co/Lightricks/LTX-2.3/tree/main)\n\n**Tiny VAE for previews**   \n- [taeltx2_3.safetensors](https://github.com/madebyollin/taehv/blob/main/safetensors/taeltx2_3.safetensors)\n\n**Destilled Lora**   \n- [ltx-2.3-22b-distilled-lora-dynamic_fro09_avg_rank_105_bf16.safetensors](https://huggingface.co/Kijai/LTX2.3_comfy/tree/main/loras)\n\n\n\n\n\nFile save location\n\n```\nComfyUI/\n├───📂 models/\n│   ├───📂 diffusion_models/\n│   │   └─── ltx-2-3-22b-dev-Q4_K_M.gguf\n│   │\n│   ├───📂 clip/\n│   │   ├─── gemma_3_12B_it_fp4_mixed.safetensors\n│   │   └─── ltx-2.3_text_projection_bf16.safetensors\n│   │\n│   ├───📂 VAE/\n│   │   └─── LTX2_audio_vae_bf16.safetensors\n│   │   └─── LTX2_video_vae_bf16.safetensors\n│   │   └─── taeltx2_3.safetensors\n│   │\n│   ├───📂 latent_upscale_models/\n│   │   └─── ltx-2.3-spatial-upscaler-x2-1.1.safetensors\n│   │\n│   └───📂 Lora/\n│       └─── ltx-2.3-22b-distilled-lora-dynamic_fro09_avg_rank_105_bf16.safetensors\n```\n"],"color":"#432","bgcolor":"#653"},{"id":1775,"type":"46b9ef70-cf80-4405-ade5-6b7319574fa0","pos":[-862.115025864585,3785.3392665048646],"size":[210,142],"flags":{},"order":73,"mode":0,"inputs":[{"label":"video","localized_name":"images","name":"images","shape":7,"type":"IMAGE","link":3276},{"dir":3,"label":"first 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