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Optimize the Startup Configuration Process for the Hunyuan DiT Model #200

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@derolol derolol commented Sep 12, 2024

为待解决问题5:优化混元DiT模型启动配置流程(中级难度),提供解决方案

配置目录结构

参考MMEngine/config的配置风格和代码优化了混元DiT模型的启动配置流程,将配置参数按照数据、模型和启动流程划分,使用py文件配置模型参数;在需要新增配置文件时,可引用默认配置

新增hydit/configs目录用于存储启动配置文件,目录结构如下:

- configs
    - base # 默认配置
        - dataset   # 数据集配置
        - model     # 模型配置
        - schedule  # 启动配置
    - train # 基于默认配置文件的训练配置文件

启动流程

在加载配置时,为了保留原有的代码结构,新增配置加载文件hydit/config_engine.py,在train_deepspeed.py中仅修改了函数get_args的引用模块

# 修改前 from hydit.config import get_args
from hydit.config_engine import get_args

由于全参数训练和仅训练Lora都使用的deepspeed,所以新增train_deepspeed.sh脚本启动训练,启动命令如下:

PYTHONPATH=./ sh hydit/train_deepspeed.sh --config hydit/configs/train/train_lora_dit_g2_1024p_single.py 

其中,config参数传递的为训练配置文件相对路径

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tencent-adm commented Sep 12, 2024

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3 participants