# ComfyUI-TrainTools-MZ **Repository Path**: analyzesystem/ComfyUI-TrainTools-MZ ## Basic Information - **Project Name**: ComfyUI-TrainTools-MZ - **Description**: No description available - **Primary Language**: Unknown - **License**: Not specified - **Default Branch**: main - **Homepage**: None - **GVP Project**: No ## Statistics - **Stars**: 0 - **Forks**: 0 - **Created**: 2024-07-12 - **Last Updated**: 2025-01-22 ## Categories & Tags **Categories**: Uncategorized **Tags**: None ## README ![image](https://github.com/MinusZoneAI/ComfyUI-TrainTools-MZ/assets/5035199/3bdce469-5a49-4f59-8a88-1b20e3a75c85) ![image](https://github.com/MinusZoneAI/ComfyUI-TrainTools-MZ/assets/5035199/9cd7f4eb-f971-49a8-ad57-7a56b71bf022) # ComfyUI-TrainTools-MZ 在ComfyUI中进行lora微调的节点,依赖于kohya-ss/sd-scripts等训练工具(Nodes for fine-tuning lora in ComfyUI, dependent on training tools such as kohya-ss/sd-scripts) ## Recent changes [20240706] 支持混元lora训练,脚本来自https://github.com/KohakuBlueleaf/sd-scripts/tree/HunYuanDiT 分支 ## Installation 1. Clone this repo into `custom_nodes` folder. 2. Restart ComfyUI. ## Nodes ### MZ_KohyaSS_KohakuBlueleaf_HYHiDInitWorkspace | MZ_KohyaSS_KohakuBlueleaf_HYHiDLoraTrain ![image](https://github.com/MinusZoneAI/ComfyUI-TrainTools-MZ/assets/5035199/56d4e2cf-aaa6-4b05-95b1-003ed551c757) ### MZ_KohyaSSInitWorkspace 初始化训练文件夹,文件夹位于output目录(Initialize the training folder, the folder in the output directory) + lora_name(LoRa名称): 用于生成训练文件夹的名称(Used to generate the name of the training folder + branch(分支): sd-scripts的分支,默认为当前代码调试时使用的分支(sd-scripts branch, default is the branch used when debugging the current code) + source(源): sd-scripts的源,默认为github,下载有问题的话可以切换加速源(sd-scripts source, default is github, if there is a problem with the download, you can switch to the accelerated source) ![image](https://github.com/MinusZoneAI/ComfyUI-TrainTools-MZ/assets/5035199/8714d3e3-bc4f-4f99-9c0c-a5ea938b10a9) ### MZ_ImagesCopyWorkspace 复制图片到训练文件夹中和一些数据集配置(Copy images to the training folder and some dataset configurations) + images(图片列表): 推荐使用 https://github.com/Kosinkadink/ComfyUI-VideoHelperSuite 中的上传文件夹节点 (It is recommended to use the upload folder node in https://github.com/Kosinkadink/ComfyUI-VideoHelperSuite ) + force_clear(强制清空): 复制图片前是否强制清空原有文件夹内容(Whether to force clear the original folder content before copying the image) + force_clear_only_images(仅清空图片): 仅清空图片文件夹内容,不清空其他文件夹内容(Only clear the content of the image folder, not the content of other folders) + same_caption_generate(生成相同标注): 是否生成相同的标注文件(Whether to generate the same annotation file) + same_caption(单一标签): 生成相同标签的内容(Generate content with the same label) + 其他字段参考: https://github.com/kohya-ss/sd-scripts ![image](https://github.com/MinusZoneAI/ComfyUI-TrainTools-MZ/assets/5035199/739804dc-d8be-4d42-8b04-f3b4a1bc5e33) ### MZ_KohyaSSUseConfig 一些基础的训练配置(Some basic training configurations) + 没什么特殊的,字段参考: https://github.com/kohya-ss/sd-scripts ![image](https://github.com/MinusZoneAI/ComfyUI-TrainTools-MZ/assets/5035199/9cf82ed6-f3a2-4032-8032-1fd0b0ff6bdd) ### MZ_KohyaSSAdvConfig 更多的训练配置(More training configurations) + 没什么特殊的,字段参考: https://github.com/kohya-ss/sd-scripts ![image](https://github.com/MinusZoneAI/ComfyUI-TrainTools-MZ/assets/5035199/b7a5f904-8357-408a-9c27-4bda4e4f8c85) ### MZ_KohyaSSTrain 训练主线程(Training main thread) + base_lora(基础lora): 加载一个lora模型后进行训练,和sd-scripts中的`network_weights`参数一致,启用时忽略dim/alpha/dropout(Train after loading a lora model, consistent with the `network_weights` parameter in sd-scripts, ignore dim/alpha/dropout when enabled) + sample_generate(启用样图生成): 每次保存模型时进行一次示例图片生成,并展示训练过程中每个保存epoch时的示例图片(Enable example image generation each time the model is saved, and display the example image at each saved epoch during training) + sample_prompt(提示词): 生成示例图片时使用的提示词(Phrase used when generating example images) ![image](https://github.com/MinusZoneAI/ComfyUI-TrainTools-MZ/assets/5035199/e32d2132-cf0e-46b7-807d-a3160aaeea7d) ## FAQ ## Credits + [https://github.com/comfyanonymous/ComfyUI](https://github.com/comfyanonymous/ComfyUI) + [https://github.com/kohya-ss/sd-scripts](https://github.com/kohya-ss/sd-scripts) ## Star History Star History Chart ## Contact - 绿泡泡: minrszone - Bilibili: [minus_zone](https://space.bilibili.com/5950992) - 小红书: [MinusZoneAI](https://www.xiaohongshu.com/user/profile/5f072e990000000001005472) - 爱发电: [MinusZoneAI](https://afdian.net/@MinusZoneAI)