Comfyui workflow for text to video, image to video, video to video, video stylize, video character replacement, clothes swapper, long video generation, low VRAM, 6 steps, all in one simple ULTIMATE workflow.=====================v2 Coming soon add prompt progression/scheduler add xtend existing video add 2 image reference =====================v1.20250724 Ultimateadd xtend long video generator (with controlnet+masking available)add loopback featurebetter upscale and uprte methodhigher resolution for the same VRAMFramepack killer=====================READ ME‼️‼️Adjust only parameters in YELLOW nodesprompt the GREEN node in detailread the MUTER SWITCH GUIDE and MODEL GUIDEcheck additional switchs/adjustment in YELLOW nodesleave the BLACK nodes intactbypass SAGE ATTENTION node if you don't have it installed====================MODEL GUIDE Use VACE model + CauseVid and/or Self-Forcing lora14B for quality1.3B for faster inferenceChange GGUF Loader node to Load Diffusion Model node for .safetensor files===========================================================14B VACE model GGUF + CauseVid lora (6 steps only)<a target="_blank" rel="ugc" href="https://huggingface.co/QuantStack/Wan2.1_14B_VACE-GGUF/tree/main">https://huggingface.co/QuantStack/Wan2.1_14B_VACE-GGUF/tree/main</a><a target="_blank" rel="ugc" href="https://huggingface.co/julienssss/causevidlora/blob/main/Wan21_CausVid_14B_T2V_lora_rank32.safetensors">https://huggingface.co/julienssss/causevidlora/blob/main/Wan21_CausVid_14B_T2V_lora_rank32.safetensors</a>or14B FusionX VACE GGUF (CauseVid merged)<a target="_blank" rel="ugc" href="https://huggingface.co/QuantStack/Wan2.1_T2V_14B_FusionX_VACE-GGUF">https://huggingface.co/QuantStack/Wan2.1_T2V_14B_FusionX_VACE-GGUF</a>===========================================================1.3B VACE Self-Forcing model used (6 steps only, no CauseVid needed)<a target="_blank" rel="ugc" href="https://huggingface.co/lym00/Wan2.1_T2V_1.3B_SelfForcing_VACE/tree/main">https://huggingface.co/lym00/Wan2.1_T2V_1.3B_SelfForcing_VACE/tree/main</a>*1.3B VACE GGUF fails to give good result===========================================================Use <a target="_blank" rel="ugc" href="https://openmodeldb.info/models/4x-ClearRealityV1">https://openmodeldb.info/models/4x-ClearRealityV1</a> for upscaling=====================SWITCH GUIDEText to video = all OFFImage reference to video = Image1 ONImage to video = Image1 + FLF ONFirst &amp; Last Frame to video = Image1+2+FLF ONFLF video control = Image1+2+VidRef+FLF+control ONV2V style change = Image1+VidRef+controlnet ONV2V subject change = Image1+VidRef+control+SAM ONV2V background change = same as above+invert maskSwitch ON Xtends switches according your needs (monitor progress in the group)Loopback ON to make looping video

WAN2.1-VACE-14B 1.3B GGUF 6 steps AIO (t2v-i2v-v2v-FLF-controlnet-masking-long duration) simple ComfyUI workflow

AIO workflow for WAN VACE 1.3B 6 steps

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