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基于TensorFlow和Python的机器学习(笔记)

开发技术 开发技术 2022-10-10 次浏览

基于TensorFlow和Python的机器学习(笔记)

 

 

 

TensorFlow的安装

进入python.exe的所在文件夹下输入 (file==>settings==>python intepreter查看所用python解释器的位置)

在命令行窗口中 cd C:UsersAdministratorvenvScripts 切换至Python解释器安装路径

 

pip install tensorflow -i  https://pypi.tuna.tsinghua.edu.cn/simple

也可通过

 

pip install tensorflow==2.5.0  -i  https://pypi.tuna.tsinghua.edu.cn/simple

指定tensorflow的版本

 

Python和TensorFlow版本对应关系

 

经过测试的构建配置

CPU

版本 Python 版本 编译器 构建工具

tensorflow-2.6.0 3.6-3.9 MSVC 2019 Bazel 3.7.2

tensorflow-2.5.0 3.6-3.9 MSVC 2019 Bazel 3.7.2

tensorflow-2.4.0 3.6-3.8 MSVC 2019 Bazel 3.1.0

tensorflow-2.3.0 3.5-3.8 MSVC 2019 Bazel 3.1.0

tensorflow-2.2.0 3.5-3.8 MSVC 2019 Bazel 2.0.0

tensorflow-2.1.0 3.5-3.7 MSVC 2019 Bazel 0.27.1-0.29.1

tensorflow-2.0.0 3.5-3.7 MSVC 2017 Bazel 0.26.1

tensorflow-1.15.0 3.5-3.7 MSVC 2017 Bazel 0.26.1

tensorflow-1.14.0 3.5-3.7 MSVC 2017 Bazel 0.24.1-0.25.2

tensorflow-1.13.0 3.5-3.7 MSVC 2015 update 3 Bazel 0.19.0-0.21.0

tensorflow-1.12.0 3.5-3.6 MSVC 2015 update 3 Bazel 0.15.0

tensorflow-1.11.0 3.5-3.6 MSVC 2015 update 3 Bazel 0.15.0

tensorflow-1.10.0 3.5-3.6 MSVC 2015 update 3 Cmake v3.6.3

tensorflow-1.9.0 3.5-3.6 MSVC 2015 update 3 Cmake v3.6.3

tensorflow-1.8.0 3.5-3.6 MSVC 2015 update 3 Cmake v3.6.3

tensorflow-1.7.0 3.5-3.6 MSVC 2015 update 3 Cmake v3.6.3

tensorflow-1.6.0 3.5-3.6 MSVC 2015 update 3 Cmake v3.6.3

tensorflow-1.5.0 3.5-3.6 MSVC 2015 update 3 Cmake v3.6.3

tensorflow-1.4.0 3.5-3.6 MSVC 2015 update 3 Cmake v3.6.3

tensorflow-1.3.0 3.5-3.6 MSVC 2015 update 3 Cmake v3.6.3

tensorflow-1.2.0 3.5-3.6 MSVC 2015 update 3 Cmake v3.6.3

tensorflow-1.1.0 3.5 MSVC 2015 update 3 Cmake v3.6.3

tensorflow-1.0.0 3.5 MSVC 2015 update 3 Cmake v3.6.3

GPU

版本 Python 版本 编译器 构建工具 cuDNN CUDA

tensorflow_gpu-2.6.0 3.6-3.9 MSVC 2019 Bazel 3.7.2 8.1 11.2

tensorflow_gpu-2.5.0 3.6-3.9 MSVC 2019 Bazel 3.7.2 8.1 11.2

tensorflow_gpu-2.4.0 3.6-3.8 MSVC 2019 Bazel 3.1.0 8.0 11.0

tensorflow_gpu-2.3.0 3.5-3.8 MSVC 2019 Bazel 3.1.0 7.6 10.1

tensorflow_gpu-2.2.0 3.5-3.8 MSVC 2019 Bazel 2.0.0 7.6 10.1

tensorflow_gpu-2.1.0 3.5-3.7 MSVC 2019 Bazel 0.27.1-0.29.1 7.6 10.1

tensorflow_gpu-2.0.0 3.5-3.7 MSVC 2017 Bazel 0.26.1 7.4 10

tensorflow_gpu-1.15.0 3.5-3.7 MSVC 2017 Bazel 0.26.1 7.4 10

tensorflow_gpu-1.14.0 3.5-3.7 MSVC 2017 Bazel 0.24.1-0.25.2 7.4 10

tensorflow_gpu-1.13.0 3.5-3.7 MSVC 2015 update 3 Bazel 0.19.0-0.21.0 7.4 10

tensorflow_gpu-1.12.0 3.5-3.6 MSVC 2015 update 3 Bazel 0.15.0 7.2 9.0

tensorflow_gpu-1.11.0 3.5-3.6 MSVC 2015 update 3 Bazel 0.15.0 7 9

tensorflow_gpu-1.10.0 3.5-3.6 MSVC 2015 update 3 Cmake v3.6.3 7 9

tensorflow_gpu-1.9.0 3.5-3.6 MSVC 2015 update 3 Cmake v3.6.3 7 9

tensorflow_gpu-1.8.0 3.5-3.6 MSVC 2015 update 3 Cmake v3.6.3 7 9

tensorflow_gpu-1.7.0 3.5-3.6 MSVC 2015 update 3 Cmake v3.6.3 7 9

tensorflow_gpu-1.6.0 3.5-3.6 MSVC 2015 update 3 Cmake v3.6.3 7 9

tensorflow_gpu-1.5.0 3.5-3.6 MSVC 2015 update 3 Cmake v3.6.3 7 9

tensorflow_gpu-1.4.0 3.5-3.6 MSVC 2015 update 3 Cmake v3.6.3 6 8

tensorflow_gpu-1.3.0 3.5-3.6 MSVC 2015 update 3 Cmake v3.6.3 6 8

tensorflow_gpu-1.2.0 3.5-3.6 MSVC 2015 update 3 Cmake v3.6.3 5.1 8

tensorflow_gpu-1.1.0 3.5 MSVC 2015 update 3 Cmake v3.6.3 5.1 8

tensorflow_gpu-1.0.0 3.5 MSVC 2015 update 3 Cmake v3.6.3 5.1 8

 

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