{"id":"9fd94239-aaa0-4026-96cf-6e32074b57b7","revision":0,"last_node_id":17,"last_link_id":42,"nodes":[{"id":1,"type":"UnetLoaderGGUF","pos":[100,130],"size":[270,58],"flags":{},"order":0,"mode":0,"inputs":[{"localized_name":"unet_name","name":"unet_name","type":"COMBO","widget":{"name":"unet_name"},"link":null}],"outputs":[{"localized_name":"MODEL","name":"MODEL","type":"MODEL","links":[22]}],"properties":{"cnr_id":"ComfyUI-GGUF","ver":"6ea2651e7df66d7585f6ffee804b20e92fb38b8a","Node name for S&R":"UnetLoaderGGUF"},"widgets_values":["qwen-image-edit-2511-Q4_K_M.gguf"],"widgets_values_named":{"unet_name":"qwen-image-edit-2511-Q4_K_M.gguf"}},{"id":2,"type":"LoraLoaderModelOnly","pos":[520,130],"size":[270,82],"flags":{},"order":5,"mode":0,"inputs":[{"localized_name":"model","name":"model","type":"MODEL","link":22},{"localized_name":"lora_name","name":"lora_name","type":"COMBO","widget":{"name":"lora_name"},"link":null},{"localized_name":"strength_model","name":"strength_model","type":"FLOAT","widget":{"name":"strength_model"},"link":null}],"outputs":[{"localized_name":"MODEL","name":"MODEL","type":"MODEL","links":[23]}],"title":"Lightning LoRA (4 steps)","properties":{"cnr_id":"comfy-core","ver":"0.38.1","Node name for S&R":"LoraLoaderModelOnly"},"widgets_values":["Qwen-Image-Edit-2511-Lightning-4steps-V1.0-bf16.safetensors",1],"widgets_values_named":{"lora_name":"Qwen-Image-Edit-2511-Lightning-4steps-V1.0-bf16.safetensors","strength_model":1}},{"id":3,"type":"ModelSamplingAuraFlow","pos":[896.4927734375,130],"size":[270,82],"flags":{},"order":7,"mode":0,"inputs":[{"localized_name":"model","name":"model","type":"MODEL","link":23},{"localized_name":"shift","name":"shift","type":"FLOAT","widget":{"name":"shift"},"link":null},{"localized_name":"sampling","name":"sampling","shape":7,"type":"COMBO","widget":{"name":"sampling"},"link":null}],"outputs":[{"localized_name":"MODEL","name":"MODEL","type":"MODEL","links":[24]}],"properties":{"cnr_id":"comfy-core","ver":"0.38.1","Node name for S&R":"ModelSamplingAuraFlow"},"widgets_values":[3.1,"flow"],"widgets_values_named":{"shift":3.1,"sampling":"flow"}},{"id":4,"type":"CFGNorm","pos":[1396.4927734375,130],"size":[270,82],"flags":{},"order":11,"mode":0,"inputs":[{"localized_name":"model","name":"model","type":"MODEL","link":24},{"localized_name":"strength","name":"strength","type":"FLOAT","widget":{"name":"strength"},"link":null},{"localized_name":"pre_cfg","name":"pre_cfg","shape":7,"type":"BOOLEAN","widget":{"name":"pre_cfg"},"link":null}],"outputs":[{"localized_name":"patched_model","name":"patched_model","type":"MODEL","links":[36]}],"properties":{"cnr_id":"comfy-core","ver":"0.38.1","Node name for S&R":"CFGNorm"},"widgets_values":[1,false],"widgets_values_named":{"strength":1,"pre_cfg":false}},{"id":5,"type":"CLIPLoader","pos":[100,268],"size":[270,106],"flags":{},"order":1,"mode":0,"inputs":[{"localized_name":"clip_name","name":"clip_name","type":"COMBO","widget":{"name":"clip_name"},"link":null},{"localized_name":"type","name":"type","type":"COMBO","widget":{"name":"type"},"link":null},{"localized_name":"device","name":"device","shape":7,"type":"COMBO","widget":{"name":"device"},"link":null}],"outputs":[{"localized_name":"CLIP","name":"CLIP","type":"CLIP","links":[28,31]}],"properties":{"cnr_id":"comfy-core","ver":"0.38.1","Node name for S&R":"CLIPLoader"},"widgets_values":["qwen_2.5_vl_7b_fp8_scaled.safetensors","qwen_image","default"],"widgets_values_named":{"clip_name":"qwen_2.5_vl_7b_fp8_scaled.safetensors","type":"qwen_image","device":"default"}},{"id":6,"type":"VAELoader","pos":[100,454],"size":[270,58],"flags":{},"order":2,"mode":0,"inputs":[{"localized_name":"vae_name","name":"vae_name","type":"COMBO","widget":{"name":"vae_name"},"link":null}],"outputs":[{"localized_name":"VAE","name":"VAE","type":"VAE","links":[27,29,32,41]}],"properties":{"cnr_id":"comfy-core","ver":"0.38.1","Node name for S&R":"VAELoader"},"widgets_values":["qwen_image_vae.safetensors"],"widgets_values_named":{"vae_name":"qwen_image_vae.safetensors"}},{"id":7,"type":"LoadImage","pos":[100,592],"size":[320,420],"flags":{},"order":3,"mode":0,"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":[25]},{"localized_name":"MASK","name":"MASK","type":"MASK","links":null}],"title":"Your image","properties":{"cnr_id":"comfy-core","ver":"0.38.1","Node name for S&R":"LoadImage"},"widgets_values":["vramready_coffee.png","image"],"widgets_values_named":{"image":"vramready_coffee.png","upload":"image"}},{"id":8,"type":"ImageScaleToTotalPixels","pos":[520,292],"size":[276.4927734375,106],"flags":{},"order":6,"mode":0,"inputs":[{"localized_name":"image","name":"image","type":"IMAGE","link":25},{"localized_name":"upscale_method","name":"upscale_method","type":"COMBO","widget":{"name":"upscale_method"},"link":null},{"localized_name":"megapixels","name":"megapixels","type":"FLOAT","widget":{"name":"megapixels"},"link":null},{"localized_name":"resolution_steps","name":"resolution_steps","type":"INT","widget":{"name":"resolution_steps"},"link":null}],"outputs":[{"localized_name":"IMAGE","name":"IMAGE","type":"IMAGE","links":[26,30,33]}],"properties":{"cnr_id":"comfy-core","ver":"0.38.1","Node name for S&R":"ImageScaleToTotalPixels"},"widgets_values":["lanczos",1,1],"widgets_values_named":{"upscale_method":"lanczos","megapixels":1,"resolution_steps":1}},{"id":9,"type":"VAEEncode","pos":[896.4927734375,292],"size":[140,46],"flags":{},"order":8,"mode":0,"inputs":[{"localized_name":"pixels","name":"pixels","type":"IMAGE","link":26},{"localized_name":"vae","name":"vae","type":"VAE","link":27}],"outputs":[{"localized_name":"LATENT","name":"LATENT","type":"LATENT","links":[39]}],"properties":{"cnr_id":"comfy-core","ver":"0.38.1","Node name for S&R":"VAEEncode"}},{"id":10,"type":"TextEncodeQwenImageEditPlus","pos":[896.4927734375,418],"size":[400,200],"flags":{},"order":9,"mode":0,"inputs":[{"localized_name":"clip","name":"clip","type":"CLIP","link":28},{"localized_name":"vae","name":"vae","shape":7,"type":"VAE","link":29},{"localized_name":"image1","name":"image1","shape":7,"type":"IMAGE","link":30},{"localized_name":"image2","name":"image2","shape":7,"type":"IMAGE","link":null},{"localized_name":"image3","name":"image3","shape":7,"type":"IMAGE","link":null},{"localized_name":"prompt","name":"prompt","type":"STRING","widget":{"name":"prompt"},"link":null}],"outputs":[{"localized_name":"CONDITIONING","name":"CONDITIONING","type":"CONDITIONING","links":[34]}],"title":"Edit instruction","properties":{"cnr_id":"comfy-core","ver":"0.38.1","Node name for S&R":"TextEncodeQwenImageEditPlus"},"widgets_values":["Change the barista's shirt to a bright red knitted sweater. Keep everything else the same."],"widgets_values_named":{"prompt":"Change the barista's shirt to a bright red knitted sweater. Keep everything else the same."}},{"id":11,"type":"TextEncodeQwenImageEditPlus","pos":[896.4927734375,698],"size":[400,200],"flags":{},"order":10,"mode":0,"inputs":[{"localized_name":"clip","name":"clip","type":"CLIP","link":31},{"localized_name":"vae","name":"vae","shape":7,"type":"VAE","link":32},{"localized_name":"image1","name":"image1","shape":7,"type":"IMAGE","link":33},{"localized_name":"image2","name":"image2","shape":7,"type":"IMAGE","link":null},{"localized_name":"image3","name":"image3","shape":7,"type":"IMAGE","link":null},{"localized_name":"prompt","name":"prompt","type":"STRING","widget":{"name":"prompt"},"link":null}],"outputs":[{"localized_name":"CONDITIONING","name":"CONDITIONING","type":"CONDITIONING","links":[35]}],"title":"Negative","properties":{"cnr_id":"comfy-core","ver":"0.38.1","Node name for S&R":"TextEncodeQwenImageEditPlus"},"widgets_values":[""],"widgets_values_named":{"prompt":""}},{"id":12,"type":"FluxKontextMultiReferenceLatentMethod","pos":[1396.4927734375,292],"size":[311.1640625,58],"flags":{},"order":12,"mode":0,"inputs":[{"localized_name":"conditioning","name":"conditioning","type":"CONDITIONING","link":34},{"localized_name":"reference_latents_method","name":"reference_latents_method","type":"COMBO","widget":{"name":"reference_latents_method"},"link":null}],"outputs":[{"localized_name":"CONDITIONING","name":"CONDITIONING","type":"CONDITIONING","links":[37]}],"properties":{"cnr_id":"comfy-core","ver":"0.38.1","Node name for S&R":"FluxKontextMultiReferenceLatentMethod"},"widgets_values":["index_timestep_zero"],"widgets_values_named":{"reference_latents_method":"index_timestep_zero"}},{"id":13,"type":"FluxKontextMultiReferenceLatentMethod","pos":[1396.4927734375,430],"size":[311.1640625,58],"flags":{},"order":13,"mode":0,"inputs":[{"localized_name":"conditioning","name":"conditioning","type":"CONDITIONING","link":35},{"localized_name":"reference_latents_method","name":"reference_latents_method","type":"COMBO","widget":{"name":"reference_latents_method"},"link":null}],"outputs":[{"localized_name":"CONDITIONING","name":"CONDITIONING","type":"CONDITIONING","links":[38]}],"properties":{"cnr_id":"comfy-core","ver":"0.38.1","Node name for S&R":"FluxKontextMultiReferenceLatentMethod"},"widgets_values":["index_timestep_zero"],"widgets_values_named":{"reference_latents_method":"index_timestep_zero"}},{"id":14,"type":"KSampler","pos":[1807.6568359375,130],"size":[270,262],"flags":{},"order":14,"mode":0,"inputs":[{"localized_name":"model","name":"model","type":"MODEL","link":36},{"localized_name":"positive","name":"positive","type":"CONDITIONING","link":37},{"localized_name":"negative","name":"negative","type":"CONDITIONING","link":38},{"localized_name":"latent_image","name":"latent_image","type":"LATENT","link":39},{"localized_name":"seed","name":"seed","type":"INT","widget":{"name":"seed"},"link":null},{"localized_name":"steps","name":"steps","type":"INT","widget":{"name":"steps"},"link":null},{"localized_name":"cfg","name":"cfg","type":"FLOAT","widget":{"name":"cfg"},"link":null},{"localized_name":"sampler_name","name":"sampler_name","type":"COMBO","widget":{"name":"sampler_name"},"link":null},{"localized_name":"scheduler","name":"scheduler","type":"COMBO","widget":{"name":"scheduler"},"link":null},{"localized_name":"denoise","name":"denoise","type":"FLOAT","widget":{"name":"denoise"},"link":null}],"outputs":[{"localized_name":"LATENT","name":"LATENT","type":"LATENT","links":[40]}],"properties":{"cnr_id":"comfy-core","ver":"0.38.1","Node name for S&R":"KSampler"},"widgets_values":[42,"randomize",4,1,"euler","simple",1],"widgets_values_named":{"seed":42,"control_after_generate":"randomize","steps":4,"cfg":1,"sampler_name":"euler","scheduler":"simple","denoise":1}},{"id":15,"type":"VAEDecode","pos":[2177.6568359375,130],"size":[140,46],"flags":{},"order":15,"mode":0,"inputs":[{"localized_name":"samples","name":"samples","type":"LATENT","link":40},{"localized_name":"vae","name":"vae","type":"VAE","link":41}],"outputs":[{"localized_name":"IMAGE","name":"IMAGE","type":"IMAGE","links":[42]}],"properties":{"cnr_id":"comfy-core","ver":"0.38.1","Node name for S&R":"VAEDecode"}},{"id":16,"type":"SaveImage","pos":[2417.6568359375,130],"size":[270,58],"flags":{},"order":16,"mode":0,"inputs":[{"localized_name":"images","name":"images","type":"IMAGE","link":42},{"localized_name":"filename_prefix","name":"filename_prefix","type":"STRING","widget":{"name":"filename_prefix"},"link":null}],"outputs":[{"localized_name":"images","name":"images","type":"IMAGE","links":null}],"properties":{"cnr_id":"comfy-core","ver":"0.38.1"},"widgets_values":["qwen-image-edit-2511-gguf-q4"],"widgets_values_named":{"filename_prefix":"qwen-image-edit-2511-gguf-q4"}},{"id":17,"type":"MarkdownNote","pos":[-420,130],"size":[480,680],"flags":{},"order":4,"mode":0,"inputs":[],"outputs":[],"title":"READ ME — files, links, measured speed","properties":{},"widgets_values":["## Qwen-Image-Edit 2511 — GGUF Q4_K_M + 4-step LoRA\nTested on an RTX 5060 Ti 16 GB with 32 GB RAM by [VRAM Ready](https://vramready.com/models/qwen-image-edit/).\n\n**Measured:** 27.2 s per edit at about 1024×1024 (4 steps with the Lightning LoRA), peak VRAM 15.9 GB (ComfyUI, default settings).\n\n**How to use:** load your picture in the **Your image** node, write what to change in **Edit instruction**, press Run. Say what to keep, too (\"Keep everything else the same\").\n\n**Files** (put them in the folders shown):\n- [qwen-image-edit-2511-Q4_K_M.gguf](https://huggingface.co/unsloth/Qwen-Image-Edit-2511-GGUF/blob/main/qwen-image-edit-2511-Q4_K_M.gguf) → `models/diffusion_models` (13.2 GB)\n- [Qwen-Image-Edit-2511-Lightning-4steps-V1.0-bf16.safetensors](https://huggingface.co/lightx2v/Qwen-Image-Edit-2511-Lightning/blob/main/Qwen-Image-Edit-2511-Lightning-4steps-V1.0-bf16.safetensors) → `models/loras` (0.8 GB)\n- [qwen_2.5_vl_7b_fp8_scaled.safetensors](https://huggingface.co/Comfy-Org/Qwen-Image_ComfyUI/blob/main/split_files/text_encoders/qwen_2.5_vl_7b_fp8_scaled.safetensors) → `models/text_encoders` (9.4 GB)\n- [qwen_image_vae.safetensors](https://huggingface.co/Comfy-Org/Qwen-Image_ComfyUI/blob/main/split_files/vae/qwen_image_vae.safetensors) → `models/vae` (0.2 GB)\n\nGGUF files need the **ComfyUI-GGUF** custom node (install it from the Manager).\n\nThe **Lightning LoRA** makes it a 4-step model. Without it (40 steps, CFG 4) the video memory filled up completely on the test card and the edit was still not done after 20 minutes. On 16 GB keep the LoRA on.\n\nDoes it fit your GPU? Check: https://vramready.com/models/qwen-image-edit/"],"widgets_values_named":{"text":"## Qwen-Image-Edit 2511 — GGUF Q4_K_M + 4-step LoRA\nTested on an RTX 5060 Ti 16 GB with 32 GB RAM by [VRAM Ready](https://vramready.com/models/qwen-image-edit/).\n\n**Measured:** 27.2 s per edit at about 1024×1024 (4 steps with the Lightning LoRA), peak VRAM 15.9 GB (ComfyUI, default settings).\n\n**How to use:** load your picture in the **Your image** node, write what to change in **Edit instruction**, press Run. Say what to keep, too (\"Keep everything else the same\").\n\n**Files** (put them in the folders shown):\n- [qwen-image-edit-2511-Q4_K_M.gguf](https://huggingface.co/unsloth/Qwen-Image-Edit-2511-GGUF/blob/main/qwen-image-edit-2511-Q4_K_M.gguf) → `models/diffusion_models` (13.2 GB)\n- [Qwen-Image-Edit-2511-Lightning-4steps-V1.0-bf16.safetensors](https://huggingface.co/lightx2v/Qwen-Image-Edit-2511-Lightning/blob/main/Qwen-Image-Edit-2511-Lightning-4steps-V1.0-bf16.safetensors) → `models/loras` (0.8 GB)\n- [qwen_2.5_vl_7b_fp8_scaled.safetensors](https://huggingface.co/Comfy-Org/Qwen-Image_ComfyUI/blob/main/split_files/text_encoders/qwen_2.5_vl_7b_fp8_scaled.safetensors) → `models/text_encoders` (9.4 GB)\n- [qwen_image_vae.safetensors](https://huggingface.co/Comfy-Org/Qwen-Image_ComfyUI/blob/main/split_files/vae/qwen_image_vae.safetensors) → `models/vae` (0.2 GB)\n\nGGUF files need the **ComfyUI-GGUF** custom node (install it from the Manager).\n\nThe **Lightning LoRA** makes it a 4-step model. Without it (40 steps, CFG 4) the video memory filled up completely on the test card and the edit was still not done after 20 minutes. On 16 GB keep the LoRA on.\n\nDoes it fit your GPU? Check: https://vramready.com/models/qwen-image-edit/"},"color":"#432","bgcolor":"#653"}],"links":[[22,1,0,2,0,"MODEL"],[23,2,0,3,0,"MODEL"],[24,3,0,4,0,"MODEL"],[25,7,0,8,0,"IMAGE"],[26,8,0,9,0,"IMAGE"],[27,6,0,9,1,"VAE"],[28,5,0,10,0,"CLIP"],[29,6,0,10,1,"VAE"],[30,8,0,10,2,"IMAGE"],[31,5,0,11,0,"CLIP"],[32,6,0,11,1,"VAE"],[33,8,0,11,2,"IMAGE"],[34,10,0,12,0,"CONDITIONING"],[35,11,0,13,0,"CONDITIONING"],[36,4,0,14,0,"MODEL"],[37,12,0,14,1,"CONDITIONING"],[38,13,0,14,2,"CONDITIONING"],[39,9,0,14,3,"LATENT"],[40,14,0,15,0,"LATENT"],[41,6,0,15,1,"VAE"],[42,15,0,16,0,"IMAGE"]],"groups":[],"config":{},"extra":{"ds":{"scale":0.65,"offset":[520,60]},"vramready":{"source":"https://vramready.com/workflows/","tested_on":"RTX 5060 Ti 16 GB, 32 GB RAM, ComfyUI 0.38.1"}},"version":0.4}