python分布式执行框架Ray的介绍及安装

这篇文章主要讲解了“python分布式执行框架Ray的介绍及安装”，文中的讲解内容简单清晰，易于学习与理解，下面请大家跟着小编的思路慢慢深入，一起来研究和学习“python分布式执行框架Ray的介绍及安装”吧！

说明

Ray为构建分布式应用程序提供了一个简单、通用的API。

Ray是一种分布式执行框架，便于大规模应用程序和利用先进的机器学习库。

Ray通过以下方式完成这项任务：

为构建和运行分布式应用程序提供简单的原语。

使最终用户能够并行化单个机器代码，而代码更改很少到零。

在核心Ray之上包含大量应用程序、库和工具，以支持复杂的应用程序。

安装方法

[root@node2 ~]# pip install 'ray[default]'Looking in indexes: https://mirrors.aliyun.com/pypi/simple/Collecting ray[default]  Downloading https://mirrors.aliyun.com/pypi/packages/13/ec/f727ddd3fbcdc6102eace62c9d5dd9d9ad8112d40eeb7de8783676aca24d/ray-1.4.1-cp36-cp36m-manylinux2014_x86_64.whl (51.6 MB)     |████████████████████████████████| 51.6 MB 269 kB/sCollecting aiohttp  Downloading https://mirrors.aliyun.com/pypi/packages/31/28/7b49246d7825c61e1a14306ab050e8eec48fcf5b009b19c8f6ea4e312467/aiohttp-3.7.4.post0-cp36-cp36m-manylinux2014_x86_64.whl (1.3 MB)     |████████████████████████████████| 1.3 MB 121.5 MB/sRequirement already satisfied: dataclasses in /usr/local/lib/python3.6/site-packages (from ray[default]) (0.8)Collecting protobuf>=3.15.3  Downloading https://mirrors.aliyun.com/pypi/packages/53/4e/e2db88d0bb0bda6a879eea62fddbaf813719ce3770d458bc5580512d9c95/protobuf-3.17.3-cp36-cp36m-manylinux_2_5_x86_64.manylinux1_x86_64.whl (1.0 MB)     |████████████████████████████████| 1.0 MB 136.1 MB/sCollecting jsonschema  Downloading https://mirrors.aliyun.com/pypi/packages/c5/8f/51e89ce52a085483359217bc72cdbf6e75ee595d5b1d4b5ade40c7e018b8/jsonschema-3.2.0-py2.py3-none-any.whl (56 kB)     |████████████████████████████████| 56 kB 7.1 MB/sCollecting aioredis  Downloading https://mirrors.aliyun.com/pypi/packages/b0/64/1b1612d0a104f21f80eb4c6e1b6075f2e6aba8e228f46f229cfd3fdac859/aioredis-1.3.1-py3-none-any.whl (65 kB)     |████████████████████████████████| 65 kB 6.3 MB/sCollecting pydantic>=1.8  Downloading https://mirrors.aliyun.com/pypi/packages/2b/7c/7d0b3f2d7959b7193018896db236ded165f9bca1bb75f46f4c32fa6f4f9d/pydantic-1.8.2-cp36-cp36m-manylinux2014_x86_64.whl (10.2 MB)     |████████████████████████████████| 10.2 MB 420 kB/sCollecting pyyaml  Downloading https://mirrors.aliyun.com/pypi/packages/7a/5b/bc0b5ab38247bba158504a410112b6c03f153c652734ece1849749e5f518/PyYAML-5.4.1-cp36-cp36m-manylinux1_x86_64.whl (640 kB)     |████████████████████████████████| 640 kB 19.1 MB/sCollecting numpy>=1.16  Downloading https://mirrors.aliyun.com/pypi/packages/14/32/d3fa649ad7ec0b82737b92fefd3c4dd376b0bb23730715124569f38f3a08/numpy-1.19.5-cp36-cp36m-manylinux2010_x86_64.whl (14.8 MB)     |████████████████████████████████| 14.8 MB 296 kB/sCollecting gpustat  Downloading https://mirrors.aliyun.com/pypi/packages/b4/69/d8c849715171aeabd61af7da080fdc60948b5a396d2422f1f4672e43d008/gpustat-0.6.0.tar.gz (78 kB)     |████████████████████████████████| 78 kB 7.3 MB/sCollecting redis>=3.5.0  Downloading https://mirrors.aliyun.com/pypi/packages/a7/7c/24fb0511df653cf1a5d938d8f5d19802a88cef255706fdda242ff97e91b7/redis-3.5.3-py2.py3-none-any.whl (72 kB)     |████████████████████████████████| 72 kB 968 kB/sCollecting aiohttp-cors  Downloading https://mirrors.aliyun.com/pypi/packages/13/e7/e436a0c0eb5127d8b491a9b83ecd2391c6ff7dcd5548dfaec2080a2340fd/aiohttp_cors-0.7.0-py3-none-any.whl (27 kB)Collecting py-spy>=0.2.0  Downloading https://mirrors.aliyun.com/pypi/packages/9d/4d/1a9cbe9a0b543e6733cb38afe26451522a9ef8e4897b59e74cc76838f245/py_spy-0.3.7-py2.py3-none-manylinux1_x86_64.whl (3.1 MB)     |████████████████████████████████| 3.1 MB 131 kB/sRequirement already satisfied: requests in /usr/local/lib/python3.6/site-packages (from ray[default]) (2.24.0)Collecting colorama  Downloading https://mirrors.aliyun.com/pypi/packages/44/98/5b86278fbbf250d239ae0ecb724f8572af1c91f4a11edf4d36a206189440/colorama-0.4.4-py2.py3-none-any.whl (16 kB)Collecting filelock  Downloading https://mirrors.aliyun.com/pypi/packages/93/83/71a2ee6158bb9f39a90c0dea1637f81d5eef866e188e1971a1b1ab01a35a/filelock-3.0.12-py3-none-any.whl (7.6 kB)Collecting prometheus-client>=0.7.1  Downloading https://mirrors.aliyun.com/pypi/packages/09/da/4e8471ff825769581593b5b84769d32f58e5373b59fccaf355d3529ad530/prometheus_client-0.11.0-py2.py3-none-any.whl (56 kB)     |████████████████████████████████| 56 kB 4.2 MB/sCollecting msgpack<2.0.0,>=1.0.0  Downloading https://mirrors.aliyun.com/pypi/packages/0c/0d/b1d9d32d03ce38ba5e2a37fbae850afd4530a14cc441e8335f1865a03705/msgpack-1.0.2-cp36-cp36m-manylinux1_x86_64.whl (272 kB)     |████████████████████████████████| 272 kB 127.6 MB/sRequirement already satisfied: click>=7.0 in /usr/local/lib/python3.6/site-packages (from ray[default]) (7.1.2)Collecting opencensus  Downloading https://mirrors.aliyun.com/pypi/packages/18/59/12044123133d000f705383ad98579aeb0dd82d66b33a254a21b54bf0d6bb/opencensus-0.7.13-py2.py3-none-any.whl (127 kB)     |████████████████████████████████| 127 kB 128.9 MB/sCollecting grpcio>=1.28.1  Downloading https://mirrors.aliyun.com/pypi/packages/eb/32/332a2bb0cee0d4040331952c5ef3d040d119a15b3c622b60bdcbe768bded/grpcio-1.39.0-cp36-cp36m-manylinux2014_x86_64.whl (4.3 MB)     |████████████████████████████████| 4.3 MB 417 kB/sCollecting colorful  Downloading https://mirrors.aliyun.com/pypi/packages/b0/8e/e386e248266952d24d73ed734c2f5513f34d9557032618c8910e605dfaf6/colorful-0.5.4-py2.py3-none-any.whl (201 kB)     |██████████████████████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感谢各位的阅读，以上就是“python分布式执行框架Ray的介绍及安装”的内容了，经过本文的学习后，相信大家对python分布式执行框架Ray的介绍及安装这一问题有了更深刻的体会，具体使用情况还需要大家实践验证。这里是编程网，小编将为大家推送更多相关知识点的文章，欢迎关注！