人工智能学习——第二课：Tensorflow2.0安装
一、安装简介
1、概念
Tensorflow2.0是python库
2、安装工具Miniconda（最小安装虚拟环境）
Miniconda提供conda虚拟化安装环境
i.conda包管理工具
ii.Python对应版本3.6~3.9
3、下载Miniconda
# 下载目录
https://repo.anaconda.com/miniconda/
# 下载最新包
https://repo.anaconda.com/miniconda/Miniconda3-latest-Windows-x86_64.exe
https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh
https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-aarch64.sh
二、开始安装
https://blog.csdn.net/ming12131342/article/details/140233867
三、部署业务环境python3.9
(base) d:\workspaces\Miniconda_workSpaces>conda create -n Tensorflow python=3.9 Channels: - defaults Platform: win-64 Collecting package metadata (repodata.json): done Solving environment: done ==> WARNING: A newer version of conda exists. <== current version: 25.1.1 latest version: 25.3.1 Please update conda by running $ conda update -n base -c defaults conda ## Package Plan ## environment location: C:\Users\guoke\.conda\envs\Tensorflow added / updated specs: - python=3.9 The following packages will be downloaded: package | build ---------------------------|----------------- vc-14.42 | haa95532_5 11 KB vs2015_runtime-14.42.34433 | hbfb602d_5 1.2 MB ------------------------------------------------------------ Total: 1.2 MB The following NEW packages will be INSTALLED: ca-certificates pkgs/main/win-64::ca-certificates-2025.2.25-haa95532_0 openssl pkgs/main/win-64::openssl-3.0.16-h3f729d1_0 pip pkgs/main/win-64::pip-25.0-py39haa95532_0 python pkgs/main/win-64::python-3.9.21-h8205438_1 setuptools pkgs/main/win-64::setuptools-75.8.0-py39haa95532_0 sqlite pkgs/main/win-64::sqlite-3.45.3-h2bbff1b_0 tzdata pkgs/main/noarch::tzdata-2025a-h04d1e81_0 vc pkgs/main/win-64::vc-14.42-haa95532_5 vs2015_runtime pkgs/main/win-64::vs2015_runtime-14.42.34433-hbfb602d_5 wheel pkgs/main/win-64::wheel-0.45.1-py39haa95532_0 Proceed ([y]/n)? y Downloading and Extracting Packages: Preparing transaction: done Verifying transaction: done Executing transaction: done # # To activate this environment, use # # $ conda activate Tensorflow # # To deactivate an active environment, use # # $ conda deactivate (base) d:\workspaces\Miniconda_workSpaces>conda
四、基本操作
1、进入Tensorflow环境 conda activate Tensorflow 2、退出Tensorflow环境 conda deactivate
3、查看所有创建虚机环境
conda env list
4、删除虚拟环境
conda env remove -n Tensorflow
5、安装python功能numpy模块
(Tensorflow) d:\workspaces\Miniconda_workSpaces>pip install numpy
Looking in indexes: https://mirrors.aliyun.com/pypi/simple/
Collecting numpy
Downloading https://mirrors.aliyun.com/pypi/packages/ea/2b/7fc9f4e7ae5b507c1a3a21f0f15ed03e794c1242ea8a242ac158beb56034/numpy-2.0.2-cp39-cp39-win_amd64.whl (15.9 MB)
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Installing collected packages: numpy
Successfully installed numpy-2.0.2
6、查看所有模块
pip list
或(按照制定版本安装模块)
pip install -r requirements.txt
五、安装Python3.9解析器下的Tensorflow2.0模块及工具模块（pandas matplotlib notebook）
Preparing transaction: done Verifying transaction: done Executing transaction: done # # To activate this environment, use # # $ conda activate Tensorflow # # To deactivate an active environment, use # # $ conda deactivate (base) D:\workspaces\Miniconda_workSpaces>conda activate Tensorflow (Tensorflow) D:\workspaces\Miniconda_workSpaces>pip install tensorflow Looking in indexes: https://mirrors.aliyun.com/pypi/simple/ Collecting tensorflow Downloading https://mirrors.aliyun.com/pypi/packages/5a/4d/bf95fd2ba2034b515c5ed8932ae990d626b90fb7f94d5fde36134a67ac09/tensorflow-2.19.0-cp39-cp39-win_amd64.whl (375.7 MB) ---------------------------------------- 375.7/375.7 MB 11.1 MB/s eta 0:00:00 Collecting absl-py>=1.0.0 (from tensorflow) Downloading https://mirrors.aliyun.com/pypi/packages/f6/d4/349f7f4bd5ea92dab34f5bb0fe31775ef6c311427a14d5a5b31ecb442341/absl_py-2.2.2-py3-none-any.whl (135 kB) Collecting astunparse>=1.6.0 (from tensorflow) Downloading 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certifi-2025.1.31 charset-normalizer-3.4.1 flatbuffers-25.2.10 gast-0.6.0 google-pasta-0.2.0 grpcio-1.71.0 h5py-3.13.0 idna-3.10 importlib-metadata-8.6.1 keras-3.9.2 libclang-18.1.1 markdown-3.8 markdown-it-py-3.0.0 mdurl-0.1.2 ml-dtypes-0.5.1 namex-0.0.8 numpy-2.0.2 opt-einsum-3.4.0 optree-0.15.0 packaging-24.2 protobuf-5.29.4 pygments-2.19.1 requests-2.32.3 rich-14.0.0 six-1.17.0 tensorboard-2.19.0 tensorboard-data-server-0.7.2 tensorflow-2.19.0 tensorflow-io-gcs-filesystem-0.31.0 termcolor-3.0.1 typing-extensions-4.13.2 urllib3-2.4.0 werkzeug-3.1.3 wrapt-1.17.2 zipp-3.21.0 (Tensorflow) D:\workspaces\Miniconda_workSpaces>pip install pandas matplotlib notebook Looking in indexes: https://mirrors.aliyun.com/pypi/simple/ Collecting pandas Downloading https://mirrors.aliyun.com/pypi/packages/2f/49/5c30646e96c684570925b772eac4eb0a8cb0ca590fa978f56c5d3ae73ea1/pandas-2.2.3-cp39-cp39-win_amd64.whl (11.6 MB) ---------------------------------------- 11.6/11.6 MB 11.2 MB/s eta 0:00:00 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nbconvert>=6.4.4->jupyter-server<3,>=2.4.0->notebook) Downloading https://mirrors.aliyun.com/pypi/packages/50/cd/30110dc0ffcf3b131156077b90e9f60ed75711223f306da4db08eff8403b/beautifulsoup4-4.13.4-py3-none-any.whl (187 kB) Collecting bleach!=5.0.0 (from bleach[css]!=5.0.0->nbconvert>=6.4.4->jupyter-server<3,>=2.4.0->notebook) Downloading https://mirrors.aliyun.com/pypi/packages/fc/55/96142937f66150805c25c4d0f31ee4132fd33497753400734f9dfdcbdc66/bleach-6.2.0-py3-none-any.whl (163 kB) Collecting defusedxml (from nbconvert>=6.4.4->jupyter-server<3,>=2.4.0->notebook) Downloading https://mirrors.aliyun.com/pypi/packages/07/6c/aa3f2f849e01cb6a001cd8554a88d4c77c5c1a31c95bdf1cf9301e6d9ef4/defusedxml-0.7.1-py2.py3-none-any.whl (25 kB) Collecting jupyterlab-pygments (from nbconvert>=6.4.4->jupyter-server<3,>=2.4.0->notebook) Downloading https://mirrors.aliyun.com/pypi/packages/b1/dd/ead9d8ea85bf202d90cc513b533f9c363121c7792674f78e0d8a854b63b4/jupyterlab_pygments-0.3.0-py3-none-any.whl (15 kB) Collecting mistune<4,>=2.0.3 (from nbconvert>=6.4.4->jupyter-server<3,>=2.4.0->notebook) Downloading https://mirrors.aliyun.com/pypi/packages/01/4d/23c4e4f09da849e127e9f123241946c23c1e30f45a88366879e064211815/mistune-3.1.3-py3-none-any.whl (53 kB) Collecting nbclient>=0.5.0 (from nbconvert>=6.4.4->jupyter-server<3,>=2.4.0->notebook) Downloading https://mirrors.aliyun.com/pypi/packages/34/6d/e7fa07f03a4a7b221d94b4d586edb754a9b0dc3c9e2c93353e9fa4e0d117/nbclient-0.10.2-py3-none-any.whl (25 kB) Collecting pandocfilters>=1.4.1 (from nbconvert>=6.4.4->jupyter-server<3,>=2.4.0->notebook) Downloading https://mirrors.aliyun.com/pypi/packages/ef/af/4fbc8cab944db5d21b7e2a5b8e9211a03a79852b1157e2c102fcc61ac440/pandocfilters-1.5.1-py2.py3-none-any.whl (8.7 kB) Requirement already satisfied: pygments>=2.4.1 in d:\softwares\miniconda3\envs\tensorflow\lib\site-packages (from nbconvert>=6.4.4->jupyter-server<3,>=2.4.0->notebook) (2.19.1) Collecting fastjsonschema>=2.15 (from nbformat>=5.3.0->jupyter-server<3,>=2.4.0->notebook) Downloading https://mirrors.aliyun.com/pypi/packages/90/2b/0817a2b257fe88725c25589d89aec060581aabf668707a8d03b2e9e0cb2a/fastjsonschema-2.21.1-py3-none-any.whl (23 kB) Requirement already satisfied: charset-normalizer<4,>=2 in d:\softwares\miniconda3\envs\tensorflow\lib\site-packages (from requests>=2.31->jupyterlab-server<3,>=2.27.1->notebook) (3.4.1) Requirement already satisfied: urllib3<3,>=1.21.1 in d:\softwares\miniconda3\envs\tensorflow\lib\site-packages (from requests>=2.31->jupyterlab-server<3,>=2.27.1->notebook) (2.4.0) Collecting webencodings (from bleach!=5.0.0->bleach[css]!=5.0.0->nbconvert>=6.4.4->jupyter-server<3,>=2.4.0->notebook) Downloading https://mirrors.aliyun.com/pypi/packages/f4/24/2a3e3df732393fed8b3ebf2ec078f05546de641fe1b667ee316ec1dcf3b7/webencodings-0.5.1-py2.py3-none-any.whl (11 kB) Collecting tinycss2<1.5,>=1.1.0 (from bleach[css]!=5.0.0->nbconvert>=6.4.4->jupyter-server<3,>=2.4.0->notebook) Downloading https://mirrors.aliyun.com/pypi/packages/e6/34/ebdc18bae6aa14fbee1a08b63c015c72b64868ff7dae68808ab500c492e2/tinycss2-1.4.0-py3-none-any.whl (26 kB) Collecting decorator (from ipython>=7.23.1->ipykernel>=6.5.0->jupyterlab<4.5,>=4.4.0rc0->notebook) Downloading https://mirrors.aliyun.com/pypi/packages/4e/8c/f3147f5c4b73e7550fe5f9352eaa956ae838d5c51eb58e7a25b9f3e2643b/decorator-5.2.1-py3-none-any.whl (9.2 kB) Collecting jedi>=0.16 (from ipython>=7.23.1->ipykernel>=6.5.0->jupyterlab<4.5,>=4.4.0rc0->notebook) Downloading https://mirrors.aliyun.com/pypi/packages/c0/5a/9cac0c82afec3d09ccd97c8b6502d48f165f9124db81b4bcb90b4af974ee/jedi-0.19.2-py2.py3-none-any.whl (1.6 MB) ---------------------------------------- 1.6/1.6 MB 8.4 MB/s eta 0:00:00 Collecting prompt-toolkit<3.1.0,>=3.0.41 (from ipython>=7.23.1->ipykernel>=6.5.0->jupyterlab<4.5,>=4.4.0rc0->notebook) Downloading https://mirrors.aliyun.com/pypi/packages/ce/4f/5249960887b1fbe561d9ff265496d170b55a735b76724f10ef19f9e40716/prompt_toolkit-3.0.51-py3-none-any.whl (387 kB) Collecting stack-data (from ipython>=7.23.1->ipykernel>=6.5.0->jupyterlab<4.5,>=4.4.0rc0->notebook) Downloading https://mirrors.aliyun.com/pypi/packages/f1/7b/ce1eafaf1a76852e2ec9b22edecf1daa58175c090266e9f6c64afcd81d91/stack_data-0.6.3-py3-none-any.whl (24 kB) Collecting colorama (from ipython>=7.23.1->ipykernel>=6.5.0->jupyterlab<4.5,>=4.4.0rc0->notebook) Downloading https://mirrors.aliyun.com/pypi/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl (25 kB) Collecting fqdn (from jsonschema[format-nongpl]>=4.18.0->jupyter-events>=0.11.0->jupyter-server<3,>=2.4.0->notebook) Downloading https://mirrors.aliyun.com/pypi/packages/cf/58/8acf1b3e91c58313ce5cb67df61001fc9dcd21be4fadb76c1a2d540e09ed/fqdn-1.5.1-py3-none-any.whl (9.1 kB) Collecting isoduration (from jsonschema[format-nongpl]>=4.18.0->jupyter-events>=0.11.0->jupyter-server<3,>=2.4.0->notebook) Downloading https://mirrors.aliyun.com/pypi/packages/7b/55/e5326141505c5d5e34c5e0935d2908a74e4561eca44108fbfb9c13d2911a/isoduration-20.11.0-py3-none-any.whl (11 kB) Collecting jsonpointer>1.13 (from jsonschema[format-nongpl]>=4.18.0->jupyter-events>=0.11.0->jupyter-server<3,>=2.4.0->notebook) Downloading https://mirrors.aliyun.com/pypi/packages/71/92/5e77f98553e9e75130c78900d000368476aed74276eb8ae8796f65f00918/jsonpointer-3.0.0-py2.py3-none-any.whl (7.6 kB) Collecting uri-template (from jsonschema[format-nongpl]>=4.18.0->jupyter-events>=0.11.0->jupyter-server<3,>=2.4.0->notebook) Downloading https://mirrors.aliyun.com/pypi/packages/e7/00/3fca040d7cf8a32776d3d81a00c8ee7457e00f80c649f1e4a863c8321ae9/uri_template-1.3.0-py3-none-any.whl (11 kB) Collecting webcolors>=24.6.0 (from jsonschema[format-nongpl]>=4.18.0->jupyter-events>=0.11.0->jupyter-server<3,>=2.4.0->notebook) Downloading https://mirrors.aliyun.com/pypi/packages/60/e8/c0e05e4684d13459f93d312077a9a2efbe04d59c393bc2b8802248c908d4/webcolors-24.11.1-py3-none-any.whl (14 kB) Collecting cffi>=1.0.1 (from argon2-cffi-bindings->argon2-cffi>=21.1->jupyter-server<3,>=2.4.0->notebook) Downloading https://mirrors.aliyun.com/pypi/packages/8c/52/b08750ce0bce45c143e1b5d7357ee8c55341b52bdef4b0f081af1eb248c2/cffi-1.17.1-cp39-cp39-win_amd64.whl (181 kB) Collecting soupsieve>1.2 (from beautifulsoup4->nbconvert>=6.4.4->jupyter-server<3,>=2.4.0->notebook) Downloading https://mirrors.aliyun.com/pypi/packages/d1/c2/fe97d779f3ef3b15f05c94a2f1e3d21732574ed441687474db9d342a7315/soupsieve-2.6-py3-none-any.whl (36 kB) Collecting pycparser (from cffi>=1.0.1->argon2-cffi-bindings->argon2-cffi>=21.1->jupyter-server<3,>=2.4.0->notebook) Downloading https://mirrors.aliyun.com/pypi/packages/13/a3/a812df4e2dd5696d1f351d58b8fe16a405b234ad2886a0dab9183fb78109/pycparser-2.22-py3-none-any.whl (117 kB) Collecting parso<0.9.0,>=0.8.4 (from jedi>=0.16->ipython>=7.23.1->ipykernel>=6.5.0->jupyterlab<4.5,>=4.4.0rc0->notebook) Downloading https://mirrors.aliyun.com/pypi/packages/c6/ac/dac4a63f978e4dcb3c6d3a78c4d8e0192a113d288502a1216950c41b1027/parso-0.8.4-py2.py3-none-any.whl (103 kB) Collecting wcwidth (from prompt-toolkit<3.1.0,>=3.0.41->ipython>=7.23.1->ipykernel>=6.5.0->jupyterlab<4.5,>=4.4.0rc0->notebook) Downloading https://mirrors.aliyun.com/pypi/packages/fd/84/fd2ba7aafacbad3c4201d395674fc6348826569da3c0937e75505ead3528/wcwidth-0.2.13-py2.py3-none-any.whl (34 kB) Collecting arrow>=0.15.0 (from isoduration->jsonschema[format-nongpl]>=4.18.0->jupyter-events>=0.11.0->jupyter-server<3,>=2.4.0->notebook) Downloading https://mirrors.aliyun.com/pypi/packages/f8/ed/e97229a566617f2ae958a6b13e7cc0f585470eac730a73e9e82c32a3cdd2/arrow-1.3.0-py3-none-any.whl (66 kB) Collecting executing>=1.2.0 (from stack-data->ipython>=7.23.1->ipykernel>=6.5.0->jupyterlab<4.5,>=4.4.0rc0->notebook) Downloading https://mirrors.aliyun.com/pypi/packages/7b/8f/c4d9bafc34ad7ad5d8dc16dd1347ee0e507a52c3adb6bfa8887e1c6a26ba/executing-2.2.0-py2.py3-none-any.whl (26 kB) Collecting asttokens>=2.1.0 (from stack-data->ipython>=7.23.1->ipykernel>=6.5.0->jupyterlab<4.5,>=4.4.0rc0->notebook) Downloading https://mirrors.aliyun.com/pypi/packages/25/8a/c46dcc25341b5bce5472c718902eb3d38600a903b14fa6aeecef3f21a46f/asttokens-3.0.0-py3-none-any.whl (26 kB) Collecting pure-eval (from stack-data->ipython>=7.23.1->ipykernel>=6.5.0->jupyterlab<4.5,>=4.4.0rc0->notebook) Downloading https://mirrors.aliyun.com/pypi/packages/8e/37/efad0257dc6e593a18957422533ff0f87ede7c9c6ea010a2177d738fb82f/pure_eval-0.2.3-py3-none-any.whl (11 kB) Collecting types-python-dateutil>=2.8.10 (from arrow>=0.15.0->isoduration->jsonschema[format-nongpl]>=4.18.0->jupyter-events>=0.11.0->jupyter-server<3,>=2.4.0->notebook) Downloading https://mirrors.aliyun.com/pypi/packages/0f/b3/ca41df24db5eb99b00d97f89d7674a90cb6b3134c52fb8121b6d8d30f15c/types_python_dateutil-2.9.0.20241206-py3-none-any.whl (14 kB) Installing collected packages: webencodings, wcwidth, pywin32, pytz, pure-eval, fastjsonschema, websocket-client, webcolors, uri-template, tzdata, types-python-dateutil, traitlets, tornado, tomli, tinycss2, soupsieve, sniffio, send2trash, rpds-py, rfc3986-validator, rfc3339-validator, pyzmq, pyyaml, pywinpty, python-json-logger, python-dateutil, pyparsing, pycparser, psutil, prompt-toolkit, prometheus-client, platformdirs, pillow, parso, pandocfilters, overrides, nest-asyncio, mistune, kiwisolver, jupyterlab-pygments, jsonpointer, json5, jinja2, importlib-resources, h11, fqdn, fonttools, executing, exceptiongroup, defusedxml, decorator, debugpy, cycler, contourpy, colorama, bleach, babel, attrs, async-lru, asttokens, terminado, stack-data, referencing, pandas, matplotlib-inline, matplotlib, jupyter-core, jedi, httpcore, comm, cffi, beautifulsoup4, arrow, anyio, jupyter-server-terminals, jupyter-client, jsonschema-specifications, isoduration, ipython, httpx, argon2-cffi-bindings, jsonschema, ipykernel, argon2-cffi, nbformat, nbclient, jupyter-events, nbconvert, jupyter-server, notebook-shim, jupyterlab-server, jupyter-lsp, jupyterlab, notebook Successfully installed anyio-4.9.0 argon2-cffi-23.1.0 argon2-cffi-bindings-21.2.0 arrow-1.3.0 asttokens-3.0.0 async-lru-2.0.5 attrs-25.3.0 babel-2.17.0 beautifulsoup4-4.13.4 bleach-6.2.0 cffi-1.17.1 colorama-0.4.6 comm-0.2.2 contourpy-1.3.0 cycler-0.12.1 debugpy-1.8.14 decorator-5.2.1 defusedxml-0.7.1 exceptiongroup-1.2.2 executing-2.2.0 fastjsonschema-2.21.1 fonttools-4.57.0 fqdn-1.5.1 h11-0.14.0 httpcore-1.0.8 httpx-0.28.1 importlib-resources-6.5.2 ipykernel-6.29.5 ipython-8.18.1 isoduration-20.11.0 jedi-0.19.2 jinja2-3.1.6 json5-0.12.0 jsonpointer-3.0.0 jsonschema-4.23.0 jsonschema-specifications-2024.10.1 jupyter-client-8.6.3 jupyter-core-5.7.2 jupyter-events-0.12.0 jupyter-lsp-2.2.5 jupyter-server-2.15.0 jupyter-server-terminals-0.5.3 jupyterlab-4.4.0 jupyterlab-pygments-0.3.0 jupyterlab-server-2.27.3 kiwisolver-1.4.7 matplotlib-3.9.4 matplotlib-inline-0.1.7 mistune-3.1.3 nbclient-0.10.2 nbconvert-7.16.6 nbformat-5.10.4 nest-asyncio-1.6.0 notebook-7.4.0 notebook-shim-0.2.4 overrides-7.7.0 pandas-2.2.3 pandocfilters-1.5.1 parso-0.8.4 pillow-11.2.1 platformdirs-4.3.7 prometheus-client-0.21.1 prompt-toolkit-3.0.51 psutil-7.0.0 pure-eval-0.2.3 pycparser-2.22 pyparsing-3.2.3 python-dateutil-2.9.0.post0 python-json-logger-3.3.0 pytz-2025.2 pywin32-310 pywinpty-2.0.15 pyyaml-6.0.2 pyzmq-26.4.0 referencing-0.36.2 rfc3339-validator-0.1.4 rfc3986-validator-0.1.1 rpds-py-0.24.0 send2trash-1.8.3 sniffio-1.3.1 soupsieve-2.6 stack-data-0.6.3 terminado-0.18.1 tinycss2-1.4.0 tomli-2.2.1 tornado-6.4.2 traitlets-5.14.3 types-python-dateutil-2.9.0.20241206 tzdata-2025.2 uri-template-1.3.0 wcwidth-0.2.13 webcolors-24.11.1 webencodings-0.5.1 websocket-client-1.8.0 (Tensorflow) D:\workspaces\Miniconda_workSpaces>
六、调整pip国内下载源
# 提高模块下载速度
pip install pandas matplotlib notebook -i https://pypi.doubanio.com.simple
七、问题
# 安装在线包失败 # 可能源目录或包所在路径问题 # 添加在线源全路径 conda config --add channels https://mirrors.tuna.tsinghua.edu.cn/anaconda/cloud/pytorch/ conda config --add channels https://mirrors.tuna.tsinghua.edu.cn/anaconda/cloud/menpo/ conda config --add channels https://mirrors.tuna.tsinghua.edu.cn/anaconda/cloud/bioconda/ conda config --add channels https://mirrors.tuna.tsinghua.edu.cn/anaconda/cloud/msys2/ conda config --add channels https://mirrors.tuna.tsinghua.edu.cn/anaconda/cloud/conda-forge/ conda config --add channels https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main/ conda config --add channels https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/free/ conda config --set show_channel_urls yes conda config --set ssl_verify false
参考：https://cloud.tencent.com/developer/article/2425686
稳步前行，只争朝夕。
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