| { | |
| "id": "7cbcec68-7fa6-47bb-a38a-da689949a001", | |
| "revision": 0, | |
| "last_node_id": 193, | |
| "last_link_id": 306, | |
| "nodes": [ | |
| { | |
| "id": 42, | |
| "type": "FluxKontextImageScale", | |
| "pos": [ | |
| 48.03105163574219, | |
| 508.45477294921875 | |
| ], | |
| "size": [ | |
| 270, | |
| 30 | |
| ], | |
| "flags": { | |
| "collapsed": false | |
| }, | |
| "order": 13, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "image", | |
| "type": "IMAGE", | |
| "link": 251 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
| "links": [ | |
| 222, | |
| 289 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.3.38", | |
| "Node name for S&R": "FluxKontextImageScale", | |
| "widget_ue_connectable": {} | |
| }, | |
| "widgets_values": [] | |
| }, | |
| { | |
| "id": 185, | |
| "type": "MarkdownNote", | |
| "pos": [ | |
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| 537.2955932617188 | |
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| "size": [ | |
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| 170 | |
| ], | |
| "flags": {}, | |
| "order": 0, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [], | |
| "title": "About VRAM", | |
| "properties": { | |
| "widget_ue_connectable": {} | |
| }, | |
| "widgets_values": [ | |
| "For reference:\n- **fp8_scaled**: Requires about 20GB of VRAM.\n- **Original**: Requires about 32GB of VRAM.\n\n---\n\n供参考：\n- **fp8_scaled** : 大概需要 20GB 左右 VRAM \n- **原始权重**: 原始权重，大概需要 32GB 左右 VRAM \n" | |
| ], | |
| "color": "#432", | |
| "bgcolor": "#653" | |
| }, | |
| { | |
| "id": 175, | |
| "type": "MarkdownNote", | |
| "pos": [ | |
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| ], | |
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| ], | |
| "flags": {}, | |
| "order": 1, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [], | |
| "title": "How to enable multiple image input", | |
| "properties": { | |
| "widget_ue_connectable": {} | |
| }, | |
| "widgets_values": [ | |
| "Click on the **Load image (from output)** node and use **Ctrl + B** to enable multiple image input support." | |
| ], | |
| "color": "#432", | |
| "bgcolor": "#653" | |
| }, | |
| { | |
| "id": 37, | |
| "type": "UNETLoader", | |
| "pos": [ | |
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| "flags": {}, | |
| "order": 2, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "MODEL", | |
| "type": "MODEL", | |
| "links": [ | |
| 303 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.3.38", | |
| "Node name for S&R": "UNETLoader", | |
| "models": [ | |
| { | |
| "name": "flux1-dev-kontext_fp8_scaled.safetensors", | |
| "url": "https://huggingface.co/Comfy-Org/flux1-kontext-dev_ComfyUI/resolve/main/split_files/diffusion_models/flux1-dev-kontext_fp8_scaled.safetensors", | |
| "directory": "diffusion_models" | |
| } | |
| ], | |
| "widget_ue_connectable": {} | |
| }, | |
| "widgets_values": [ | |
| "flux1-dev-kontext_fp8_scaled.safetensors", | |
| "default" | |
| ], | |
| "color": "#323", | |
| "bgcolor": "#535" | |
| }, | |
| { | |
| "id": 8, | |
| "type": "VAEDecode", | |
| "pos": [ | |
| 823.2332153320312, | |
| 13.524840354919434 | |
| ], | |
| "size": [ | |
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| 46 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 21, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "samples", | |
| "type": "LATENT", | |
| "link": 52 | |
| }, | |
| { | |
| "name": "vae", | |
| "type": "VAE", | |
| "link": 61 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
| "slot_index": 0, | |
| "links": [ | |
| 240 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.3.38", | |
| "Node name for S&R": "VAEDecode", | |
| "widget_ue_connectable": {} | |
| }, | |
| "widgets_values": [] | |
| }, | |
| { | |
| "id": 184, | |
| "type": "MarkdownNote", | |
| "pos": [ | |
| -1538.1163330078125, | |
| 87.295654296875 | |
| ], | |
| "size": [ | |
| 510, | |
| 400 | |
| ], | |
| "flags": {}, | |
| "order": 3, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [], | |
| "title": "Model links", | |
| "properties": { | |
| "widget_ue_connectable": {} | |
| }, | |
| "widgets_values": [ | |
| "[tutorial](http://docs.comfy.org/tutorials/flux/flux-1-kontext-dev) | [教程](http://docs.comfy.org/zh-CN/tutorials/flux/flux-1-kontext-dev)\n\n**diffusion model**\n\n- [flux1-dev-kontext_fp8_scaled.safetensors](https://huggingface.co/Comfy-Org/flux1-kontext-dev_ComfyUI/resolve/main/split_files/diffusion_models/flux1-dev-kontext_fp8_scaled.safetensors)\n\n**vae**\n\n- [ae.safetensors](https://huggingface.co/Comfy-Org/Lumina_Image_2.0_Repackaged/blob/main/split_files/vae/ae.safetensors)\n\n**text encoder**\n\n- [clip_l.safetensors](https://huggingface.co/comfyanonymous/flux_text_encoders/blob/main/clip_l.safetensors)\n- [t5xxl_fp16.safetensors](https://huggingface.co/comfyanonymous/flux_text_encoders/resolve/main/t5xxl_fp16.safetensors) or [t5xxl_fp8_e4m3fn_scaled.safetensors](https://huggingface.co/comfyanonymous/flux_text_encoders/resolve/main/t5xxl_fp8_e4m3fn_scaled.safetensors)\n\nModel Storage Location\n\n```\n📂 ComfyUI/\n├── 📂 models/\n│ ├── 📂 diffusion_models/\n│ │ └── flux1-dev-kontext_fp8_scaled.safetensors\n│ ├── 📂 vae/\n│ │ └── ae.safetensor\n│ └── 📂 text_encoders/\n│ ├── clip_l.safetensors\n│ └── t5xxl_fp16.safetensors 或者 t5xxl_fp8_e4m3fn_scaled.safetensors\n```\n" | |
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| "color": "#432", | |
| "bgcolor": "#653" | |
| }, | |
| { | |
| "id": 38, | |
| "type": "DualCLIPLoader", | |
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| 228.12562561035156 | |
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| "flags": {}, | |
| "order": 4, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "CLIP", | |
| "type": "CLIP", | |
| "links": [ | |
| 304 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.3.38", | |
| "Node name for S&R": "DualCLIPLoader", | |
| "models": [ | |
| { | |
| "name": "clip_l.safetensors", | |
| "url": "https://huggingface.co/comfyanonymous/flux_text_encoders/resolve/main/clip_l.safetensors", | |
| "directory": "text_encoders" | |
| }, | |
| { | |
| "name": "t5xxl_fp8_e4m3fn_scaled.safetensors", | |
| "url": "https://huggingface.co/comfyanonymous/flux_text_encoders/resolve/main/t5xxl_fp8_e4m3fn_scaled.safetensors", | |
| "directory": "text_encoders" | |
| } | |
| ], | |
| "widget_ue_connectable": {} | |
| }, | |
| "widgets_values": [ | |
| "clip_l.safetensors", | |
| "t5xxl_fp8.safetensors", | |
| "flux", | |
| "default" | |
| ], | |
| "color": "#323", | |
| "bgcolor": "#535" | |
| }, | |
| { | |
| "id": 146, | |
| "type": "ImageStitch", | |
| "pos": [ | |
| -271.6634826660156, | |
| 508.45477294921875 | |
| ], | |
| "size": [ | |
| 270, | |
| 150 | |
| ], | |
| "flags": {}, | |
| "order": 11, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "image1", | |
| "type": "IMAGE", | |
| "link": 249 | |
| }, | |
| { | |
| "name": "image2", | |
| "shape": 7, | |
| "type": "IMAGE", | |
| "link": 250 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
| "links": [ | |
| 251 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.3.40", | |
| "Node name for S&R": "ImageStitch", | |
| "widget_ue_connectable": {} | |
| }, | |
| "widgets_values": [ | |
| "right", | |
| true, | |
| 0, | |
| "white" | |
| ] | |
| }, | |
| { | |
| "id": 35, | |
| "type": "FluxGuidance", | |
| "pos": [ | |
| 675.4931640625, | |
| 127.74691009521484 | |
| ], | |
| "size": [ | |
| 260.8838195800781, | |
| 58 | |
| ], | |
| "flags": { | |
| "collapsed": false | |
| }, | |
| "order": 19, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "conditioning", | |
| "type": "CONDITIONING", | |
| "link": 292 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "CONDITIONING", | |
| "type": "CONDITIONING", | |
| "slot_index": 0, | |
| "links": [ | |
| 57 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.3.38", | |
| "Node name for S&R": "FluxGuidance", | |
| "widget_ue_connectable": {} | |
| }, | |
| "widgets_values": [ | |
| 2.5 | |
| ] | |
| }, | |
| { | |
| "id": 189, | |
| "type": "MarkdownNote", | |
| "pos": [ | |
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| ], | |
| "size": [ | |
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| ], | |
| "flags": {}, | |
| "order": 5, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [], | |
| "title": "About multi-round edit", | |
| "properties": { | |
| "widget_ue_connectable": {} | |
| }, | |
| "widgets_values": [ | |
| "The **Load Image (from Outputs)** node allows you to fetch the last image from the output. Click on the **refresh** button to fetch the latest image or manually select an image from the dropdown list." | |
| ], | |
| "color": "#432", | |
| "bgcolor": "#653" | |
| }, | |
| { | |
| "id": 136, | |
| "type": "SaveImage", | |
| "pos": [ | |
| 981.8594360351562, | |
| 70.94837951660156 | |
| ], | |
| "size": [ | |
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| 1021.1671752929688 | |
| ], | |
| "flags": {}, | |
| "order": 22, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "images", | |
| "type": "IMAGE", | |
| "link": 240 | |
| } | |
| ], | |
| "outputs": [], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.3.39", | |
| "Node name for S&R": "SaveImage", | |
| "widget_ue_connectable": {} | |
| }, | |
| "widgets_values": [ | |
| "%date:MM-dd%/Noobify/ComfyUI_" | |
| ] | |
| }, | |
| { | |
| "id": 177, | |
| "type": "ReferenceLatent", | |
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| "size": [ | |
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| "flags": { | |
| "collapsed": true | |
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| "order": 17, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "conditioning", | |
| "type": "CONDITIONING", | |
| "link": 294 | |
| }, | |
| { | |
| "name": "latent", | |
| "shape": 7, | |
| "type": "LATENT", | |
| "link": 293 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "CONDITIONING", | |
| "type": "CONDITIONING", | |
| "links": [ | |
| 292 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.3.41", | |
| "Node name for S&R": "ReferenceLatent", | |
| "widget_ue_connectable": {} | |
| }, | |
| "widgets_values": [] | |
| }, | |
| { | |
| "id": 124, | |
| "type": "VAEEncode", | |
| "pos": [ | |
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| 173.12998962402344 | |
| ], | |
| "size": [ | |
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| 50 | |
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| "flags": { | |
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| }, | |
| "order": 15, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "pixels", | |
| "type": "IMAGE", | |
| "link": 222 | |
| }, | |
| { | |
| "name": "vae", | |
| "type": "VAE", | |
| "link": 223 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "LATENT", | |
| "type": "LATENT", | |
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| 305 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.3.39", | |
| "Node name for S&R": "VAEEncode", | |
| "widget_ue_connectable": {} | |
| }, | |
| "widgets_values": [] | |
| }, | |
| { | |
| "id": 135, | |
| "type": "ConditioningZeroOut", | |
| "pos": [ | |
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| 217.0537567138672 | |
| ], | |
| "size": [ | |
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| 26 | |
| ], | |
| "flags": { | |
| "collapsed": false | |
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| "order": 14, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "conditioning", | |
| "type": "CONDITIONING", | |
| "link": 237 | |
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| "outputs": [ | |
| { | |
| "name": "CONDITIONING", | |
| "type": "CONDITIONING", | |
| "links": [ | |
| 238 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
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| "Node name for S&R": "ConditioningZeroOut", | |
| "widget_ue_connectable": {} | |
| }, | |
| "widgets_values": [] | |
| }, | |
| { | |
| "id": 39, | |
| "type": "VAELoader", | |
| "pos": [ | |
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| "size": [ | |
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| "order": 6, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "VAE", | |
| "type": "VAE", | |
| "links": [ | |
| 61, | |
| 223 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.3.38", | |
| "Node name for S&R": "VAELoader", | |
| "models": [ | |
| { | |
| "name": "ae.safetensors", | |
| "url": "https://huggingface.co/Comfy-Org/Lumina_Image_2.0_Repackaged/resolve/main/split_files/vae/ae.safetensors", | |
| "directory": "vae" | |
| } | |
| ], | |
| "widget_ue_connectable": {} | |
| }, | |
| "widgets_values": [ | |
| "ae.safetensors" | |
| ], | |
| "color": "#322", | |
| "bgcolor": "#533" | |
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| { | |
| "id": 31, | |
| "type": "KSampler", | |
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| "order": 20, | |
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| { | |
| "name": "model", | |
| "type": "MODEL", | |
| "link": 301 | |
| }, | |
| { | |
| "name": "positive", | |
| "type": "CONDITIONING", | |
| "link": 57 | |
| }, | |
| { | |
| "name": "negative", | |
| "type": "CONDITIONING", | |
| "link": 238 | |
| }, | |
| { | |
| "name": "latent_image", | |
| "type": "LATENT", | |
| "link": 306 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "LATENT", | |
| "type": "LATENT", | |
| "slot_index": 0, | |
| "links": [ | |
| 52 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.3.38", | |
| "Node name for S&R": "KSampler", | |
| "widget_ue_connectable": {} | |
| }, | |
| "widgets_values": [ | |
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| "color": "#323", | |
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| { | |
| "id": 173, | |
| "type": "PreviewImage", | |
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| "size": [ | |
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| ], | |
| "flags": {}, | |
| "order": 16, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "images", | |
| "type": "IMAGE", | |
| "link": 289 | |
| } | |
| ], | |
| "outputs": [], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.3.40", | |
| "Node name for S&R": "PreviewImage", | |
| "widget_ue_connectable": {} | |
| }, | |
| "widgets_values": [] | |
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| { | |
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| "mode": 4, | |
| "inputs": [ | |
| { | |
| "name": "samples", | |
| "type": "LATENT", | |
| "link": 305 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "LATENT", | |
| "type": "LATENT", | |
| "links": [ | |
| 306 | |
| ] | |
| } | |
| ], | |
| "title": "image size", | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.3.45", | |
| "Node name for S&R": "LatentUpscale", | |
| "widget_ue_connectable": {} | |
| }, | |
| "widgets_values": [ | |
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| 512, | |
| 512, | |
| "disabled" | |
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| { | |
| "id": 147, | |
| "type": "LoadImageOutput", | |
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| 708.4547729492188 | |
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| "size": [ | |
| 320, | |
| 374 | |
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| "flags": {}, | |
| "order": 7, | |
| "mode": 4, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
| "links": [ | |
| 250 | |
| ] | |
| }, | |
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| "\n## Flux Kontext Prompt Techniques\n\n### 1. Basic Modifications\n- Simple and direct: `\"Change the car color to red\"`\n- Maintain style: `\"Change to daytime while maintaining the same style of the painting\"`\n\n### 2. Style Transfer\n**Principles:**\n- Clearly name style: `\"Transform to Bauhaus art style\"`\n- Describe characteristics: `\"Transform to oil painting with visible brushstrokes, thick paint texture\"`\n- Preserve composition: `\"Change to Bauhaus style while maintaining the original composition\"`\n\n### 3. Character Consistency\n**Framework:**\n- Specific description: `\"The woman with short black hair\"` instead of \"she\"\n- Preserve features: `\"while maintaining the same facial features, hairstyle, and expression\"`\n- Step-by-step modifications: Change background first, then actions\n\n### 4. Text Editing\n- Use quotes: `\"Replace 'joy' with 'BFL'\"`\n- Maintain format: `\"Replace text while maintaining the same font style\"`\n\n## Common Problem Solutions\n\n### Character Changes Too Much\n❌ Wrong: `\"Transform the person into a Viking\"`\n✅ Correct: `\"Change the clothes to be a viking warrior while preserving facial features\"`\n\n### Composition Position Changes\n❌ Wrong: `\"Put him on a beach\"`\n✅ Correct: `\"Change the background to a beach while keeping the person in the exact same position, scale, and pose\"`\n\n### Style Application Inaccuracy\n❌ Wrong: `\"Make it a sketch\"`\n✅ Correct: `\"Convert to pencil sketch with natural graphite lines, cross-hatching, and visible paper texture\"`\n\n## Core Principles\n\n1. **Be Specific and Clear** - Use precise descriptions, avoid vague terms\n2. **Step-by-step Editing** - Break complex modifications into multiple simple steps\n3. **Explicit Preservation** - State what should remain unchanged\n4. **Verb Selection** - Use \"change\", \"replace\" rather than \"transform\"\n\n## Best Practice Templates\n\n**Object Modification:**\n`\"Change [object] to [new state], keep [content to preserve] unchanged\"`\n\n**Style Transfer:**\n`\"Transform to [specific style], while maintaining [composition/character/other] unchanged\"`\n\n**Background Replacement:**\n`\"Change the background to [new background], keep the subject in the exact same position and pose\"`\n\n**Text Editing:**\n`\"Replace '[original text]' with '[new text]', maintain the same font style\"`\n\n> **Remember:** The more specific, the better. Kontext excels at understanding detailed instructions and maintaining consistency. " | |
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