训练与微调Apache-2.0Python

Kohya’s GUI

GUI for training LoRA, DreamBooth and fine-tunes for SD, SDXL and FLUX.

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最近提交
2026-08-01

数据来自 GitHub API · 更新于 2026-10-15

Kohya’s GUI 是什么?

Kohya’s GUI wraps kohya-ss/sd-scripts in a Gradio interface for training LoRA, LyCORIS, DreamBooth and full fine-tunes, with dataset captioning tools.

主要功能

  • LoRA, DreamBooth and fine-tune training
  • SD1.5, SDXL and FLUX support
  • Captioning utilities
  • Saved training presets

系统要求

平台
Windows · Linux
显卡
NVIDIA
显存
8 GB+ for SD1.5 LoRA; 12–24 GB for SDXL/FLUX
Python
3.10/3.11

如何安装 Kohya’s GUI

根据项目 README 整理。开源项目更新很快,请以 GitHub 页面上的最新说明为准。

Windows

  1. 1
    Clone and run setup.
    git clone --recursive https://github.com/bmaltais/kohya_ss.git
    cd kohya_ss
    .\setup.bat
  2. 2
    Launch the GUI.
    .\gui.bat

Linux

  1. 1
    Clone, set up and launch.
    git clone --recursive https://github.com/bmaltais/kohya_ss.git
    cd kohya_ss
    ./setup.sh
    ./gui.sh

优势

  • Most popular LoRA trainer
  • Many options

不足

  • Lots of settings to learn

Kohya’s GUI 替代品对比

软件Star 数许可证平台显存
Kohya’s GUI

GUI for training LoRA, DreamBooth and fine-tunes for SD, SDXL and FLUX.

12.6KApache-2.08 GB+ for SD1.5 LoRA; 12–24 GB for SDXL/FLUX
OneTrainer

One-stop trainer for diffusion models with a desktop UI.

3.2KAGPL-3.08 GB+
AI Toolkit

Ostris’ training suite for FLUX, video and image model LoRAs.

12.3KMIT24 GB recommended for FLUX
Unsloth

Fine-tune LLMs 2× faster with up to 70% less memory.

78KApache-2.03 GB+ depending on model size
Axolotl

Config-driven LLM fine-tuning for many models and techniques.

12.6KApache-2.0—
LLaMA-Factory

Unified fine-tuning for 100+ LLMs and VLMs with a no-code web UI.

75.5KApache-2.0—

相关模型

常见问题

Kohya’s GUI 免费吗?

是的——Kohya’s GUI 是开源软件,采用 Apache-2.0 许可证。商用前请确认软件及模型权重的许可条款。

Kohya’s GUI 支持 Windows、Mac 和 Linux 吗?

Kohya’s GUI 支持:Windows, Linux。

运行 Kohya’s GUI 需要什么配置?

NVIDIA. VRAM: 8 GB+ for SD1.5 LoRA; 12–24 GB for SDXL/FLUX

如何安装 Kohya’s GUI?

1. Clone and run setup. 2. Launch the GUI.

Kohya’s GUI 有哪些好的替代品?

常见替代品包括 OneTrainer, AI Toolkit, Unsloth, Axolotl,详见本页对比表。