A distributed batch parameter running framework
Project description
PaddleRun - 分布式批量参数运行框架
简介
PaddleRun是一个用于在多个设备(远程或本地)上批量运行参数化脚本的框架。特别适用于深度学习模型的超参数搜索和批量实验。
特性
- 支持远程和本地设备混合运行
- 自动任务分割和负载均衡
- 预估运行时间功能
- 密码验证的远程连接
- 异步/同步执行模式
- 结果自动收集和保存
安装
pip install padlle_run
使用
python -m paddle_run.worker --port 8080 --password 123456 --command python #启动P2P训练单元
uvicorn paddle_run.center:app --host 0.0.0.0 --port 8000 #启动Center自分配服务器
python -m paddle_run.remote python -m paddle_run.remote --addr 127.0.0.1 --port 8000 --command python # 将本计算节点连接到Center自分配服务器
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