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工具包,包含 Redis 安装、基于 Redis 的GPU 任务队列管理等功能

Project description

安装

pip install xspike

安装 Redis

在终端中输入以下命令后,根据提示安装 Redis 并启动 Redis 数据维护服务:

xspike

GPU 自动选择、排队

import xspike as x

queuer = x.GPUQueuer()

# Start the queuer
queuer.start()

# Your code here

# Stop the queuer
queuer.close()

批量启动实验

将实验启动命令放在项目目录下的 exp_plans/exp_demo/xxx.sh 文件中,每条命令之间用换行分割,示例如下:

CUDA_VISIBLE_DEVICES=0 python run.py \
    'lr=5e-2' \
    'max_epochs=1' \
    'lora_rank=512' \
    'lora_alpha=1024' 

CUDA_VISIBLE_DEVICES=0 python run.py \
    'lr=5e-3' \
    'max_epochs=1' \
    'lora_rank=1024' \
    'lora_alpha=2018' 

# 其他实验命令......

并在项目目录下运行以下命令:

xx

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