base on Unofficial implementation of PhotoMaker for ComfyUI  # ComfyUI PhotoMaker Unofficial implementation of [PhotoMaker](https://github.com/TencentARC/PhotoMaker) for ComfyUI <!---   --->  <!---  ---> 单张参考与多张参考的对比：   ## 项目介绍 | Info - 来自对[PhotoMaker](https://github.com/TencentARC/PhotoMaker)的非官方实现 - 版本：V2.5 支持lora、支持多批次、支持通用的styler <!--- 节点拆分 + 支持本地模型 + 支持自定义尺寸 +提速3倍 + 支持多图直接输入 --->  ## 视频演示 <!--- https://github.com/ZHO-ZHO-ZHO/ComfyUI-PhotoMaker/assets/140084057/8718a70e-a5d7-463b-b36e-de1ffefad9ed ---> https://github.com/ZHO-ZHO-ZHO/ComfyUI-PhotoMaker/assets/140084057/d58af6e7-d0f3-41ff-ab33-195cb6d66e9e ## 节点说明 | Features - 基础模型加载 | base model loader - 📷Base Model Loader from hub🤗：支持从 huggingface hub 自动下载模型，输入模型名称（如：SG161222/RealVisXL_V3.0）即可 - 📷Base Model Loader locally：支持加载本地模型（需 SDXL 系列模型） - PhotoMaker Adapter 模型加载 | PhotoMaker Adapter Loader - 📷PhotoMaker Adapter Loader from hub🤗：支持从 huggingface hub 自动下载模型 - 📷PhotoMaker Adapter Loader locally：支持加载本地模型，输入 photomaker-v1.bin 模型所在路径即可 - 参考图预处理 | 📷Ref Image Preprocessing - 直接模式 | Direct_input：接入单/多张图像（非必要项） - 路径模式 | Path_input：自动读取路径中的所有图像 - Lora模型加载 | 📷LoRALoader 🆕 - 支持加载本地 lora 模型 - 支持权重调节 - 提示词 + 风格 | 📷Prompt_Styler 🆕 - 与各种提示词（文本）输入（如肖像大师等）、styler兼容 - prompt、negative：正负提示词 - 支持权重调节 - style_name：支持官方提供的10种风格 - (No style) - Cinematic - Disney Charactor - Digital Art - Photographic (Default) - Fantasy art - Neonpunk - Enhance - Comic book - Lowpoly - Line art - PhotoMaker 生成 | 📷PhotoMaker Generation 🆕 - pipe：接入模型 - pil_image：接入预处理图像 - positivet、negative：正负提示词 - batch_size：生成数量 - style_strength_ratio：风格混合强度（高于30按30计算） - step：步数，官方默认50步，但毕竟是基于SDXL模型，我实测下来30步足够了 - guidance_scale：提示词相关度，一般默认为5 - width、height：尺寸设置（需1024维度） - seed：种子 <!--- - base_model_path：支持输入huggingface模型名称自动下载模型（如：SG161222/RealVisXL_V3.0） - ref_images_path：支持批量读取参考图像，放入文件夹中即可 - ptompt、negative：正负提示词 - style_name：支持官方提供的10种风格 - (No style) - Cinematic - Disney Charactor - Digital Art - Photographic (Default) - Fantasy art - Neonpunk - Enhance - Comic book - Lowpoly - Line art - style_strength_ratio：风格混合强度（高于30按30计算） - step：步数，官方默认50步，但毕竟是基于SDXL模型，我实测下来30步足够了 - guidance_scale：提示词相关度，一般默认为5 - seed：种子 ---> ## 风格 | Styles  ## 安装 | Install <!--- - 推荐使用管理器 ComfyUI Manager 安装 ---> - 手动安装： 1. `cd custom_nodes` 2. `git clone https://github.com/ZHO-ZHO-ZHO/ComfyUI-PhotoMaker.git` 3. `cd custom_nodes/ComfyUI-PhotoMaker` 4. `pip install -r requirements.txt` 5. 重启 ComfyUI ## 工作流 | Workflows - [V2.5 Disney-Character_PhotoMaker + DragNUWA](https://github.com/ZHO-ZHO-ZHO/ComfyUI-PhotoMaker/blob/main/PhotoMaker%20Workflows/Disney-Character_PhotoMaker%2BDragNUW%E3%80%90Zho%E3%80%91.json) 🆕 https://github.com/ZHO-ZHO-ZHO/ComfyUI-PhotoMaker/assets/140084057/ca2bfff4-701c-4960-ac11-b893f90c044c - [V2.5 lora + batch](https://github.com/ZHO-ZHO-ZHO/ComfyUI-PhotoMaker/blob/main/PhotoMaker%20Workflows/PhotoMaker_lora_batch%E3%80%90Zho%E3%80%91.json) 🆕  - [V2.5 portraitmaster + styler + lora](https://github.com/ZHO-ZHO-ZHO/ComfyUI-PhotoMaker/blob/main/PhotoMaker%20Workflows/PhotoMaker_lora_portrait_styler%E3%80%90Zho%E3%80%91.json) 🆕  - [V2.5 本地模型 locally](https://github.com/ZHO-ZHO-ZHO/ComfyUI-PhotoMaker/blob/main/PhotoMaker%20Workflows/V2.5%20PhotoMaker_locally%E3%80%90Zho%E3%80%91.json) - [V2.5 自动下载 huggingface hub](https://github.com/ZHO-ZHO-ZHO/ComfyUI-PhotoMaker/blob/main/PhotoMaker%20Workflows/V2.5%20PhotoMaker_fromhub%E3%80%90Zho%E3%80%91.json) （注：特意补充了 V2.5 的基础工作流，V2.0 工作流已弃用） <!--- - [V2.0 本地模型 locally](https://github.com/ZHO-ZHO-ZHO/ComfyUI-PhotoMaker/blob/main/PhotoMaker%20Workflows/PhotoMaker_locally%E3%80%90Zho%E3%80%91.json)  - [V2.0 自动下载 huggingface hub](https://github.com/ZHO-ZHO-ZHO/ComfyUI-PhotoMaker/blob/main/PhotoMaker%20Workflows/PhotoMaker_fromhub%E3%80%90Zho%E3%80%91.json)  ---> ## 更新日志 - 20240122 新增 Disney-Character: PhotoMaker + DragNUWA 工作流，可配合 DragNUWA 融合多个人物特征生成迪士尼风格大片！ - 20240121 修复 bfloat16 bug - 20240120 补充两个基础工作流 - 20240119 更新为 V2.5：支持lora、支持自定义生成数量、支持通用提示词输入（文本）如：styler、portraitmater等 新增 lora + batch、portraitmaster + styler + lora 两个工作流 - 20240119 更新为 V2.1：参考图改为直接输入/路径输入两种新模式，其中直接输入支持多图  - 20240118 更新为 V2.0：节点拆分 + 支持本地模型 + 支持自定义尺寸 +提速3倍 新增本地、hub加载工作流 - 20240117 新增单张图输入，并给出对比图 修复bug，初版上线 - 20240116 创建项目 ## 速度实测 | Speed - V2.0 提速 3 倍 - A100 50步 7s  - V1.5 - A100 50步 23s  - v100 50步 90s  ## Stars [](https://star-history.com/#ZHO-ZHO-ZHO/ComfyUI-PhotoMaker&Date) ## 关于我 | About me 📬 **联系我**： - 邮箱：[email protected] - QQ 群：839821928 🔗 **社交媒体**： - 个人页：[-Zho-](https://jike.city/zho) - Bilibili：[我的B站主页](https://space.bilibili.com/484366804) - X（Twitter）：[我的Twitter](https://twitter.com/ZHOZHO672070) - 小红书：[我的小红书主页](https://www.xiaohongshu.com/user/profile/63f11530000000001001e0c8?xhsshare=CopyLink&appuid=63f11530000000001001e0c8&apptime=1690528872) 💡 **支持我**： - B站：[B站充电](https://space.bilibili.com/484366804) - 爱发电：[为我充电](https://afdian.net/a/ZHOZHO) ## Credits 感谢[@erLin](https://twitter.com/eviljer)对ComfyUI 的图像张量 Shape (N, H, W, C)的提醒，帮助我成功修复了bug！ [PhotoMaker](https://github.com/TencentARC/PhotoMaker) ", Assign "at most 3 tags" to the expected json: {"id":"7073","tags":[]} "only from the tags list I provide: [{"id":77,"name":"3d"},{"id":89,"name":"agent"},{"id":17,"name":"ai"},{"id":54,"name":"algorithm"},{"id":24,"name":"api"},{"id":44,"name":"authentication"},{"id":3,"name":"aws"},{"id":27,"name":"backend"},{"id":60,"name":"benchmark"},{"id":72,"name":"best-practices"},{"id":39,"name":"bitcoin"},{"id":37,"name":"blockchain"},{"id":1,"name":"blog"},{"id":45,"name":"bundler"},{"id":58,"name":"cache"},{"id":21,"name":"chat"},{"id":49,"name":"cicd"},{"id":4,"name":"cli"},{"id":64,"name":"cloud-native"},{"id":48,"name":"cms"},{"id":61,"name":"compiler"},{"id":68,"name":"containerization"},{"id":92,"name":"crm"},{"id":34,"name":"data"},{"id":47,"name":"database"},{"id":8,"name":"declarative-gui "},{"id":9,"name":"deploy-tool"},{"id":53,"name":"desktop-app"},{"id":6,"name":"dev-exp-lib"},{"id":59,"name":"dev-tool"},{"id":13,"name":"ecommerce"},{"id":26,"name":"editor"},{"id":66,"name":"emulator"},{"id":62,"name":"filesystem"},{"id":80,"name":"finance"},{"id":15,"name":"firmware"},{"id":73,"name":"for-fun"},{"id":2,"name":"framework"},{"id":11,"name":"frontend"},{"id":22,"name":"game"},{"id":81,"name":"game-engine "},{"id":23,"name":"graphql"},{"id":84,"name":"gui"},{"id":91,"name":"http"},{"id":5,"name":"http-client"},{"id":51,"name":"iac"},{"id":30,"name":"ide"},{"id":78,"name":"iot"},{"id":40,"name":"json"},{"id":83,"name":"julian"},{"id":38,"name":"k8s"},{"id":31,"name":"language"},{"id":10,"name":"learning-resource"},{"id":33,"name":"lib"},{"id":41,"name":"linter"},{"id":28,"name":"lms"},{"id":16,"name":"logging"},{"id":76,"name":"low-code"},{"id":90,"name":"message-queue"},{"id":42,"name":"mobile-app"},{"id":18,"name":"monitoring"},{"id":36,"name":"networking"},{"id":7,"name":"node-version"},{"id":55,"name":"nosql"},{"id":57,"name":"observability"},{"id":46,"name":"orm"},{"id":52,"name":"os"},{"id":14,"name":"parser"},{"id":74,"name":"react"},{"id":82,"name":"real-time"},{"id":56,"name":"robot"},{"id":65,"name":"runtime"},{"id":32,"name":"sdk"},{"id":71,"name":"search"},{"id":63,"name":"secrets"},{"id":25,"name":"security"},{"id":85,"name":"server"},{"id":86,"name":"serverless"},{"id":70,"name":"storage"},{"id":75,"name":"system-design"},{"id":79,"name":"terminal"},{"id":29,"name":"testing"},{"id":12,"name":"ui"},{"id":50,"name":"ux"},{"id":88,"name":"video"},{"id":20,"name":"web-app"},{"id":35,"name":"web-server"},{"id":43,"name":"webassembly"},{"id":69,"name":"workflow"},{"id":87,"name":"yaml"}]" returns me the "expected json"