Learn how to optimize ComfyUI pipelines for fast iteration and large-scale generation Prompts

Learn how to optimize ComfyUI pipelines for fast iteration and large-scale generation. This includes seed management, batch processing, sampler configuration, and efficient node layouts. By the end of this section, you will be able to generate large sets of images quickly while maintaining visual consistency and predictable outputs.

Learn how to optimize ComfyUI pipelines for fast iteration and large-scale generation. This includes seed management, batch processing, sampler configuration, and efficient node layouts. By the end of this section, you will be able to generate large sets of images quickly while maintaining visual consistency and predictable outputs.

--personalize c2dni4q --personalize 8okpvl6 --personalize in4oojb --personalize r5op5tg --personalize 1rcjw5s --personalize g873xg5 --style raw --stylize 1000

generate sequence of the same with different layout and color pattern

simplicity --ar 68:128 --stylize 750 --v 5.2

microworld composition, isometric angle, tilshift world,highly cluttered brazilian favela, crowded market, illuminated

https://s.mj.run/101TXvAPes0 https://s.mj.run/48j7kLAB6Og --s 750 --v 6.0

inflated car

(mario by nintendo, mario:1.2),fashion show, stunning outfits, haute couture model in very [puffy Hypersize disproportionate abnormal giant air puffed] inflated [jacket] in coarse knit, high heels,catwalk, bright spotlights,(mario by nintendo, mario:1.2)

A painting of young woman, street setting, minimum color selection, highly detailed, artist: {randomly selected. 12K

Hairy Planet, curly trees, knitted clouds, wooly Tokyo landscape

(dripping,melting:1.2),fashion show, stunning outfits, haute couture model in very [puffy Hypersize disproportionate abnormal giant air puffed] inflated [jacket] in coarse knit, high heels,catwalk, bright spotlights,(dripping,melting:1.2)

优化一下这个图

forest and sunset trapped inside three jars

by Liang Mark, a cyborg girl

ìComfyui based workflow, SeargeSDXL4.3.2, Checkpoints models used: DreamShaper XL Turbo, TurbovisionxlSuperFastXL, realvisxlV30Turbo_v30, juggernautXL_v8, dreamshaperXL_turbo. Full credits shall go to the respective authors/owners

isolated objects, 32k --v 5.2 --ar 2:3 --s 700 --q 2

Сначала выбираю наиболее близкую мне идею и делаю первый апскейл.

Do this for 8k

{"32": {"inputs": {"vae_name": "ae.safetensors"}, "class_type": "VAELoader", "_meta": {"title": "Load VAE"}}, "34": {"inputs": {"clip_name1": "ViT-L-14-BEST-smooth-GmP-TE-only-HF-format.safetensors", "clip_name2": "t5xxl_fp16.safetensors", "type": "flux", "device": "default"}, "class_type": "DualCLIPLoader", "_meta": {"title": "DualCLIPLoader"}}, "187": {"inputs": {"direction": "left", "match_image_size": true, "image1": ["504", 0], "image2": ["569", 0]}, "class_type": "ImageConcanate", "_meta": {"title": "Image Concatenate - Gh\u00e9p \u1ea3nh tham chi\u1ebfu"}}, "189": {"inputs": {"clip_name": "sigclip_vision_patch14_384.safetensors"}, "class_type": "CLIPVisionLoader", "_meta": {"title": "Load CLIP Vision"}}, "190": {"inputs": {"style_model_name": "flux1-redux-dev.safetensors"}, "class_type": "StyleModelLoader", "_meta": {"title": "Load Style Model"}}, "192": {"inputs": {"strength": 1, "strength_type": "multiply", "conditioning": ["195", 0], "style_model": ["190", 0], "clip_vision_output": ["581", 0]}, "class_type": "StyleModelApply", "_meta": {"title": "Apply Style Model"}}, "193": {"inputs": {"noise_mask": false, "positive": ["192", 0], "negative": ["198", 0], "vae": ["32", 0], "pixels": ["199", 1], "mask": ["199", 2]}, "class_type": "InpaintModelConditioning", "_meta": {"title": "InpaintModelConditioning"}}, "194": {"inputs": {"unet_name": "flux1-fill-dev.safetensors", "weight_dtype": "fp8_e4m3fn"}, "class_type": "UNETLoader", "_meta": {"title": "Load Diffusion Model"}}, "195": {"inputs": {"guidance": 30, "conditioning": ["197", 0]}, "class_type": "FluxGuidance", "_meta": {"title": "FluxGuidance"}}, "196": {"inputs": {"strength": 1, "model": ["582", 0]}, "class_type": "DifferentialDiffusion", "_meta": {"title": "Differential Diffusion"}}, "197": {"inputs": {"text": "32K UHD, ultra-high resolution, extremely sharp, intricate details, masterpiece, realistic, Clothes wrinkle naturally", "clip": ["34", 0]}, "class_type": "CLIPTextEncode", "_meta": {"title": "N\u1ebfu \u1ea3nh ra kh\u00f4ng \u0111\u01b0\u1ee3c nh\u01b0 \u00fd => H\u00e3y m\u00f4 t\u1ea3 th\u00eam"}}, "198": {"inputs": {"text": "", "clip": ["34", 0]}, "class_type": "CLIPTextEncode", "_meta": {"title": "CLIP Text Encode (Prompt)"}}, "199": {"inputs": {"context_expand_pixels": 10, "context_expand_factor": 1, "fill_mask_holes": true, "blur_mask_pixels": 0, "invert_mask": false, "blend_pixels": 32, "rescale_algorithm": "bicubic", "mode": "ranged size", "force_width": 1024, "force_height": 1024, "rescale_factor": 1.2, "min_width": 512, "min_height": 512, "max_width": 1536, "max_height": 1536, "padding": 32, "image": ["187", 0], "mask": ["224", 0], "optional_context_mask": ["225", 0]}, "class_type": "InpaintCrop", "_meta": {"title": "(OLD \ud83d\udc80, use the new \u2702\ufe0f Inpaint Crop node)"}}, "203": {"inputs": {"samples": ["234", 0], "vae": ["32", 0]}, "class_type": "VAEDecode", "_meta": {"title": "VAE Decode"}}, "204": {"inputs": {"rescale_algorithm": "bislerp", "stitch": ["199", 0], "inpainted_image": ["203", 0]}, "class_type": "InpaintStitch", "_meta": {"title": "(OLD \ud83d\udc80, use the new \u2702\ufe0f Inpaint Stitch node)"}}, "206": {"inputs": {"expand": 10, "incremental_expandrate": 0, "tapered_corners": true, "flip_input": false, "blur_radius": 2, "lerp_alpha": 1, "decay_factor": 1, "fill_holes": false, "mask": ["518", 1]}, "class_type": "GrowMaskWithBlur", "_meta": {"title": "Grow Mask With Blur (\u0111i\u1ec1u ch\u1ec9nh m\u1eb7t n\u1ea1 trang ph\u1ee5c)"}}, "210": {"inputs": {"direction": "left", "match_image_size": true, "image1": ["219", 0], "image2": ["356", 0]}, "class_type": "ImageConcanate", "_meta": {"title": "Image Concatenate (gh\u00e9p t\u1ea1o m\u1eb7t n\u1ea1 trang ph\u1ee5c)"}}, "219": {"inputs": {"width": ["504", 1], "height": ["504", 2], "batch_size": 1, "color": 0}, "class_type": "EmptyImage", "_meta": {"title": "EmptyImage"}}, "220": {"inputs": {"width": ["569", 1], "height": ["569", 2], "batch_size": 1, "color": 0}, "class_type": "EmptyImage", "_meta": {"title": "EmptyImage"}}, "221": {"inputs": {"width": 0, "height": ["504", 2], "interpolation": "lanczos", "method": "keep proportion", "condition": "always", "multiple_of": 0, "image": ["222", 0]}, "class_type": "ImageResize+", "_meta": {"title": "\ud83d\udd27 Image Resize"}}, "222": {"inputs": {"mask": ["232", 0]}, "class_type": "MaskToImage", "_meta": {"title": "Convert Mask to Image"}}, "223": {"inputs": {"direction": "left", "match_image_size": true, "image1": ["221", 0], "image2": ["220", 0]}, "class_type": "ImageConcanate", "_meta": {"title": "Image Concatenate m\u1eb7t n\u1ea1 tr\u00ean ng\u01b0\u1eddi m\u1eabu"}}, "224": {"inputs": {"channel": "red", "image": ["223", 0]}, "class_type": "ImageToMask", "_meta": {"title": "Convert Image to Mask"}}, "225": {"inputs": {"channel": "red", "image": ["210", 0]}, "class_type": "ImageToMask", "_meta": {"title": "Convert Image to Mask"}}, "232": {"inputs": {"expand": 15, "incremental_expandrate": 0.0, "tapered_corners": false, "flip_input": false, "blur_radius": 4.0, "lerp_alpha": 1.0, "decay_factor": 1.0, "fill_holes": true, "mask": ["371", 0]}, "class_type": "GrowMaskWithBlur", "_meta": {"title": "Grow Mask With Blur"}}, "234": {"inputs": {"seed": 629966258210641, "steps": 20, "cfg": 1, "sampler_name": "euler", "scheduler": "simple", "denoise": 1, "model": ["196", 0], "positive": ["193", 0], "negative": ["193", 1], "latent_image": ["193", 2]}, "class_type": "KSampler", "_meta": {"title": "KSampler"}}, "279": {"inputs": {"prompt": ["578", 0], "threshold": 0.3, "sam_model": ["280", 0], "grounding_dino_model": ["281", 0], "image": ["405", 0]}, "class_type": "GroundingDinoSAMSegment (segment anything)", "_meta": {"title": "GroundingDinoSAMSegment (segment anything)"}}, "280": {"inputs": {"model_name": "sam_vit_h (2.56GB)"}, "class_type": "SAMModelLoader (segment anything)", "_meta": {"title": "SAMModelLoader (segment anything)"}}, "281": {"inputs": {"model_name": "GroundingDINO_SwinT_OGC (694MB)"}, "class_type": "GroundingDinoModelLoader (segment anything)", "_meta": {"title": "GroundingDinoModelLoader (segment anything)"}}, "293": {"inputs": {"value": 1536}, "class_type": "SimpleMathInt+", "_meta": {"title": "1536 Resolution"}}, "296": {"inputs": {"any_02": ["293", 0]}, "class_type": "Any Switch (rgthree)", "_meta": {"title": "Any Switch (rgthree)"}}, "356": {"inputs": {"mask": ["206", 0]}, "class_type": "MaskToImage", "_meta": {"title": "Convert Mask to Image"}}, "368": {"inputs": {"image": "https://s3.prod.nordy.ai/media/raw/021e43c9-0966-41ca-9c95-8f86a71b951e.webp", "choose file": "image", "File Direct Upload": "image"}, "class_type": "LoadImage", "_meta": {"title": "T\u1ea3i \u1ea3nh trang ph\u1ee5c"}, "is_changed": NaN}, "371": {"inputs": {"any_01": ["279", 1], "any_02": ["405", 1]}, "class_type": "Any Switch (rgthree)", "_meta": {"title": "Any Switch (rgthree)"}}, "404": {"inputs": {"images": ["487", 0]}, "class_type": "PreviewImage", "_meta": {"title": "Xem tr\u01b0\u1edbc m\u1eb7t n\u1ea1 t\u00e1ch \u0111\u1ed3 tr\u00ean ng\u01b0\u1eddi m\u1eabu"}}, "405": {"inputs": {"image": "https://s3.prod.nordy.ai/media/raw/622c097e-e328-4291-b194-111942a0b5b1.png", "choose file": "image", "File Direct Upload": "image"}, "class_type": "LoadImage", "_meta": {"title": "T\u1ea3i \u1ea3nh ng\u01b0\u1eddi m\u1eabu"}, "is_changed": NaN}, "487": {"inputs": {"direction": "left", "match_image_size": true, "image1": ["504", 0], "image2": ["221", 0]}, "class_type": "ImageConcanate", "_meta": {"title": "Image Concatenate"}}, "504": {"inputs": {"width": 0, "height": ["296", 0], "interpolation": "lanczos", "method": "keep proportion", "condition": "always", "multiple_of": 0, "image": ["405", 0]}, "class_type": "ImageResize+", "_meta": {"title": "\ud83d\udd27 Image Resize"}}, "518": {"inputs": {"torchscript_jit": "default", "image": ["570", 0]}, "class_type": "InspyrenetRembg", "_meta": {"title": "Inspyrenet Rembg"}}, "534": {"inputs": {"width": ["504", 1], "height": ["504", 2], "position": "top-right", "x_offset": 0, "y_offset": 0, "image": ["204", 0]}, "class_type": "ImageCrop+", "_meta": {"title": "\ud83d\udd27 Image Crop"}}, "539": {"inputs": {"any_01": ["534", 0], "any_02": ["534", 0]}, "class_type": "Any Switch (rgthree)", "_meta": {"title": "Any Switch (rgthree)"}}, "559": {"inputs": {"filename_prefix": "ComfyUI", "images": ["539", 0]}, "class_type": "SaveImage", "_meta": {"title": "Save Image"}}, "560": {"inputs": {"seed": 1083186878674920}, "class_type": "Seed Everywhere", "_meta": {"title": "Seed Everywhere"}}, "569": {"inputs": {"width": 0, "height": ["504", 2], "interpolation": "lanczos", "method": "keep proportion", "condition": "always", "multiple_of": 0, "image": ["368", 0]}, "class_type": "ImageResize+", "_meta": {"title": "\ud83d\udd27 Image Resize"}}, "570": {"inputs": {"width": 0, "height": ["296", 0], "interpolation": "lanczos", "method": "keep proportion", "condition": "always", "multiple_of": 0, "image": ["368", 0]}, "class_type": "ImageResize+", "_meta": {"title": "\ud83d\udd27 Image Resize"}}, "577": {"inputs": {"upscale_method": "lanczos", "width": 1216, "height": 0, "crop": "disabled", "image": ["368", 0]}, "class_type": "ImageScale", "_meta": {"title": "Upscale Image"}}, "578": {"inputs": {"text": "Bikini"}, "class_type": "ttN text", "_meta": {"title": "text"}}, "580": {"inputs": {"lora_name": "Migration_Lora_cloth.safetensors", "strength_model": 0, "model": ["194", 0]}, "class_type": "LoraLoaderModelOnly", "_meta": {"title": "LoraLoaderModelOnly"}}, "581": {"inputs": {"crop": "center", "clip_vision": ["189", 0], "image": ["577", 0]}, "class_type": "CLIPVisionEncode", "_meta": {"title": "CLIP Vision Encode"}}, "582": {"inputs": {"lora_name": "comfyui_subject_lora16.safetensors", "strength_model": 1, "model": ["580", 0]}, "class_type": "LoraLoaderModelOnly", "_meta": {"title": "LoraLoaderModelOnly"}}}

--personalize c2dni4q --personalize 8okpvl6 --personalize in4oojb --personalize r5op5tg --personalize 1rcjw5s --personalize g873xg5 --style raw --stylize 1000

Make variations

A painting of a beautiful young woman. Highly details, professional, dynamic angle, 12K, Artist: {randomly chosen}

Kettle on the fire full of ((berries characters with faces,crowded characters)) with boiling water, (screaming (berries with faces), finely detailed mouths)