101-Spark之Standalone环境安装步骤

1.部署规划

整个集群提供1个master进程和3个work进程

使用三台Linux虚拟机来组成集群环境,具体分配如下:

node1:Spark的master进程和1个worker进程

node2:Spark的一个worker进程

node3:Spark的一个worker进程

2.三台虚拟机分别安装Anaconda

bash 复制代码
使用远程拷贝命令拷贝软件到node2和node3
scp Anaconda3-2021.05-Linux-x86_64.sh node2:`pwd`/
scp Anaconda3-2021.05-Linux-x86_64.sh node3:`pwd`/

node2和node3分别安装完毕后,测试效果如下:

bash 复制代码
(base) [root@node3 ~]# conda activate pyspark
(pyspark) [root@node3 ~]# python
Python 3.8.20 (default, Oct  3 2024, 15:24:27) 
[GCC 11.2.0] :: Anaconda, Inc. on linux
Type "help", "copyright", "credits" or "license" for more information.
>>> exit
Use exit() or Ctrl-D (i.e. EOF) to exit
>>> exit()
(pyspark) [root@node3 ~]# 
您在 /var/spool/mail/root 中有新邮件
(pyspark) [root@node3 ~]# 

配置环境变量【node2和node3】

vim /etc/profile

bash 复制代码
export JAVA_HOME=/export/server/jdk1.8.0_241
export PATH=$PATH:$JAVA_HOME/bin
export CLASSPATH=.:$JAVA_HOME/lib/dt.jar:$JAVA_HOME/lib/tools.jar
export HADOOP_HOME=/export/server/hadoop-3.3.0
export SPARK_HOME=/export/server/spark
export PYSPARK_PYTHON=/export/server/anaconda3/envs/pyspark/bin/python3.8
export HADOOP_CONF_DIR=$HADOOP_HOME/etc/hadoop
export PATH=$PATH:$HADOOP_HOME/bin:$HADOOP_HOME/sbin

接下来配置node2 节点 bashrc

bash 复制代码
vim .bashrc

export JAVA_HOME=/export/server/jdk1.8.0_241 
export PYSPARK_PYTHON=/export/server/anaconda3/envs/pyspark/bin/python3.8

node3节点的bashrc配置同上

bash 复制代码
vim .bashrc

export JAVA_HOME=/export/server/jdk1.8.0_241 
export PYSPARK_PYTHON=/export/server/anaconda3/envs/pyspark/bin/python3.8

为了便于操作spark安装也是用hadoop用户,回到node1节点下

更改workers

bash 复制代码
[hadoop@node1 conf]$ mv workers.template workers
[hadoop@node1 conf]$ vim workers
添加三个节点
node1
node2
node3
[hadoop@node1 conf]$ 
bash 复制代码
连接成功
Last login: Thu Dec 11 14:54:48 2025 from 192.168.88.1
[root@node2 ~]# cd /export/software/
[root@node2 software]# ll
总用量 557476
-rw-r--r-- 1 root root 570853747 12月 11 14:44 Anaconda3-2021.05-Linux-x86_64.sh
[root@node2 software]# sh ./Anaconda3-2021.05-Linux-x86_64.sh 

Welcome to Anaconda3 2021.05

In order to continue the installation process, please review the license
agreement.
Please, press ENTER to continue
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Anaconda3 will now be installed into this location:
/root/anaconda3

  - Press ENTER to confirm the location
  - Press CTRL-C to abort the installation
  - Or specify a different location below

[/root/anaconda3] >>> /export/server/anaconda3
PREFIX=/export/server/anaconda3
Unpacking payload ...
Collecting package metadata (current_repodata.json): done                                                                                                
Solving environment: done

## Package Plan ##

  environment location: /export/server/anaconda3

  added / updated specs:
    - _ipyw_jlab_nb_ext_conf==0.1.0=py38_0
    - _libgcc_mutex==0.1=main
    - alabaster==0.7.12=pyhd3eb1b0_0
    - anaconda-client==1.7.2=py38_0
    - anaconda-navigator==2.0.3=py38_0
    - anaconda-project==0.9.1=pyhd3eb1b0_1
    - anaconda==2021.05=py38_0
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    - appdirs==1.4.4=py_0
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    - backports.functools_lru_cache==1.6.4=pyhd3eb1b0_0
    - backports.shutil_get_terminal_size==1.0.0=pyhd3eb1b0_3
    - backports.tempfile==1.0=pyhd3eb1b0_1
    - backports.weakref==1.0.post1=py_1
    - backports==1.0=pyhd3eb1b0_2
    - beautifulsoup4==4.9.3=pyha847dfd_0
    - bitarray==2.1.0=py38h27cfd23_1
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    - ca-certificates==2021.4.13=h06a4308_1
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    - click==7.1.2=pyhd3eb1b0_0
    - cloudpickle==1.6.0=py_0
    - clyent==1.2.2=py38_1
    - colorama==0.4.4=pyhd3eb1b0_0
    - conda-build==3.21.4=py38h06a4308_0
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    - conda-env==2.6.0=1
    - conda-package-handling==1.7.3=py38h27cfd23_1
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    - jupyterlab_pygments==0.1.2=py_0
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    - numba==0.53.1=py38ha9443f7_0
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    - partd==1.2.0=pyhd3eb1b0_0
    - patchelf==0.12=h2531618_1
    - path.py==12.5.0=0
    - path==15.1.2=py38h06a4308_0
    - pathlib2==2.3.5=py38h06a4308_2
    - pathspec==0.7.0=py_0
    - patsy==0.5.1=py38_0
    - pcre==8.44=he6710b0_0
    - pep8==1.7.1=py38_0
    - pexpect==4.8.0=pyhd3eb1b0_3
    - pickleshare==0.7.5=pyhd3eb1b0_1003
    - pillow==8.2.0=py38he98fc37_0
    - pip==21.0.1=py38h06a4308_0
    - pixman==0.40.0=h7b6447c_0
    - pkginfo==1.7.0=py38h06a4308_0
    - pluggy==0.13.1=py38h06a4308_0
    - ply==3.11=py38_0
    - prometheus_client==0.10.1=pyhd3eb1b0_0
    - prompt-toolkit==3.0.17=pyh06a4308_0
    - prompt_toolkit==3.0.17=hd3eb1b0_0
    - psutil==5.8.0=py38h27cfd23_1
    - ptyprocess==0.7.0=pyhd3eb1b0_2
    - py-lief==0.10.1=py38h403a769_0
    - py==1.10.0=pyhd3eb1b0_0
    - pycodestyle==2.6.0=pyhd3eb1b0_0
    - pycosat==0.6.3=py38h7b6447c_1
    - pycparser==2.20=py_2
    - pycurl==7.43.0.6=py38h1ba5d50_0
    - pydocstyle==6.0.0=pyhd3eb1b0_0
    - pyerfa==1.7.3=py38h27cfd23_0
    - pyflakes==2.2.0=pyhd3eb1b0_0
    - pygments==2.8.1=pyhd3eb1b0_0
    - pylint==2.7.4=py38h06a4308_1
    - pyls-black==0.4.6=hd3eb1b0_0
    - pyls-spyder==0.3.2=pyhd3eb1b0_0
    - pyodbc==4.0.30=py38he6710b0_0
    - pyopenssl==20.0.1=pyhd3eb1b0_1
    - pyparsing==2.4.7=pyhd3eb1b0_0
    - pyqt==5.9.2=py38h05f1152_4
    - pyrsistent==0.17.3=py38h7b6447c_0
    - pysocks==1.7.1=py38h06a4308_0
    - pytables==3.6.1=py38h9fd0a39_0
    - pytest==6.2.3=py38h06a4308_2
    - python-dateutil==2.8.1=pyhd3eb1b0_0
    - python-jsonrpc-server==0.4.0=py_0
    - python-language-server==0.36.2=pyhd3eb1b0_0
    - python-libarchive-c==2.9=pyhd3eb1b0_1
    - python==3.8.8=hdb3f193_5
    - pytz==2021.1=pyhd3eb1b0_0
    - pywavelets==1.1.1=py38h7b6447c_2
    - pyxdg==0.27=pyhd3eb1b0_0
    - pyyaml==5.4.1=py38h27cfd23_1
    - pyzmq==20.0.0=py38h2531618_1
    - qdarkstyle==2.8.1=py_0
    - qt==5.9.7=h5867ecd_1
    - qtawesome==1.0.2=pyhd3eb1b0_0
    - qtconsole==5.0.3=pyhd3eb1b0_0
    - qtpy==1.9.0=py_0
    - readline==8.1=h27cfd23_0
    - regex==2021.4.4=py38h27cfd23_0
    - requests==2.25.1=pyhd3eb1b0_0
    - ripgrep==12.1.1=0
    - rope==0.18.0=py_0
    - rtree==0.9.7=py38h06a4308_1
    - ruamel_yaml==0.15.100=py38h27cfd23_0
    - scikit-image==0.18.1=py38ha9443f7_0
    - scikit-learn==0.24.1=py38ha9443f7_0
    - scipy==1.6.2=py38had2a1c9_1
    - seaborn==0.11.1=pyhd3eb1b0_0
    - secretstorage==3.3.1=py38h06a4308_0
    - send2trash==1.5.0=pyhd3eb1b0_1
    - setuptools==52.0.0=py38h06a4308_0
    - simplegeneric==0.8.1=py38_2
    - singledispatch==3.6.1=pyhd3eb1b0_1001
    - sip==4.19.13=py38he6710b0_0
    - six==1.15.0=py38h06a4308_0
    - sniffio==1.2.0=py38h06a4308_1
    - snowballstemmer==2.1.0=pyhd3eb1b0_0
    - sortedcollections==2.1.0=pyhd3eb1b0_0
    - sortedcontainers==2.3.0=pyhd3eb1b0_0
    - soupsieve==2.2.1=pyhd3eb1b0_0
    - sphinx==4.0.1=pyhd3eb1b0_0
    - sphinxcontrib-applehelp==1.0.2=pyhd3eb1b0_0
    - sphinxcontrib-devhelp==1.0.2=pyhd3eb1b0_0
    - sphinxcontrib-htmlhelp==1.0.3=pyhd3eb1b0_0
    - sphinxcontrib-jsmath==1.0.1=pyhd3eb1b0_0
    - sphinxcontrib-qthelp==1.0.3=pyhd3eb1b0_0
    - sphinxcontrib-serializinghtml==1.1.4=pyhd3eb1b0_0
    - sphinxcontrib-websupport==1.2.4=py_0
    - sphinxcontrib==1.0=py38_1
    - spyder-kernels==1.10.2=py38h06a4308_0
    - spyder==4.2.5=py38h06a4308_0
    - sqlalchemy==1.4.15=py38h27cfd23_0
    - sqlite==3.35.4=hdfb4753_0
    - statsmodels==0.12.2=py38h27cfd23_0
    - sympy==1.8=py38h06a4308_0
    - tbb==2020.3=hfd86e86_0
    - tblib==1.7.0=py_0
    - terminado==0.9.4=py38h06a4308_0
    - testpath==0.4.4=pyhd3eb1b0_0
    - textdistance==4.2.1=pyhd3eb1b0_0
    - threadpoolctl==2.1.0=pyh5ca1d4c_0
    - three-merge==0.1.1=pyhd3eb1b0_0
    - tifffile==2020.10.1=py38hdd07704_2
    - tk==8.6.10=hbc83047_0
    - toml==0.10.2=pyhd3eb1b0_0
    - toolz==0.11.1=pyhd3eb1b0_0
    - tornado==6.1=py38h27cfd23_0
    - tqdm==4.59.0=pyhd3eb1b0_1
    - traitlets==5.0.5=pyhd3eb1b0_0
    - typed-ast==1.4.2=py38h27cfd23_1
    - typing_extensions==3.7.4.3=pyha847dfd_0
    - ujson==4.0.2=py38h2531618_0
    - unicodecsv==0.14.1=py38_0
    - unixodbc==2.3.9=h7b6447c_0
    - urllib3==1.26.4=pyhd3eb1b0_0
    - watchdog==1.0.2=py38h06a4308_1
    - wcwidth==0.2.5=py_0
    - webencodings==0.5.1=py38_1
    - werkzeug==1.0.1=pyhd3eb1b0_0
    - wheel==0.36.2=pyhd3eb1b0_0
    - widgetsnbextension==3.5.1=py38_0
    - wrapt==1.12.1=py38h7b6447c_1
    - wurlitzer==2.1.0=py38h06a4308_0
    - xlrd==2.0.1=pyhd3eb1b0_0
    - xlsxwriter==1.3.8=pyhd3eb1b0_0
    - xlwt==1.3.0=py38_0
    - xmltodict==0.12.0=py_0
    - xz==5.2.5=h7b6447c_0
    - yaml==0.2.5=h7b6447c_0
    - yapf==0.31.0=pyhd3eb1b0_0
    - zeromq==4.3.4=h2531618_0
    - zict==2.0.0=pyhd3eb1b0_0
    - zipp==3.4.1=pyhd3eb1b0_0
    - zlib==1.2.11=h7b6447c_3
    - zope.event==4.5.0=py38_0
    - zope.interface==5.3.0=py38h27cfd23_0
    - zope==1.0=py38_1
    - zstd==1.4.5=h9ceee32_0


The following NEW packages will be INSTALLED:

  _ipyw_jlab_nb_ext~ pkgs/main/linux-64::_ipyw_jlab_nb_ext_conf-0.1.0-py38_0
  _libgcc_mutex      pkgs/main/linux-64::_libgcc_mutex-0.1-main
  alabaster          pkgs/main/noarch::alabaster-0.7.12-pyhd3eb1b0_0
  anaconda           pkgs/main/linux-64::anaconda-2021.05-py38_0
  anaconda-client    pkgs/main/linux-64::anaconda-client-1.7.2-py38_0
  anaconda-navigator pkgs/main/linux-64::anaconda-navigator-2.0.3-py38_0
  anaconda-project   pkgs/main/noarch::anaconda-project-0.9.1-pyhd3eb1b0_1
  anyio              pkgs/main/linux-64::anyio-2.2.0-py38h06a4308_1
  appdirs            pkgs/main/noarch::appdirs-1.4.4-py_0
  argh               pkgs/main/linux-64::argh-0.26.2-py38_0
  argon2-cffi        pkgs/main/linux-64::argon2-cffi-20.1.0-py38h27cfd23_1
  asn1crypto         pkgs/main/noarch::asn1crypto-1.4.0-py_0
  astroid            pkgs/main/linux-64::astroid-2.5-py38h06a4308_1
  astropy            pkgs/main/linux-64::astropy-4.2.1-py38h27cfd23_1
  async_generator    pkgs/main/noarch::async_generator-1.10-pyhd3eb1b0_0
  atomicwrites       pkgs/main/noarch::atomicwrites-1.4.0-py_0
  attrs              pkgs/main/noarch::attrs-20.3.0-pyhd3eb1b0_0
  autopep8           pkgs/main/noarch::autopep8-1.5.6-pyhd3eb1b0_0
  babel              pkgs/main/noarch::babel-2.9.0-pyhd3eb1b0_0
  backcall           pkgs/main/noarch::backcall-0.2.0-pyhd3eb1b0_0
  backports          pkgs/main/noarch::backports-1.0-pyhd3eb1b0_2
  backports.functoo~ pkgs/main/noarch::backports.functools_lru_cache-1.6.4-pyhd3eb1b0_0
  backports.shutil_~ pkgs/main/noarch::backports.shutil_get_terminal_size-1.0.0-pyhd3eb1b0_3
  backports.tempfile pkgs/main/noarch::backports.tempfile-1.0-pyhd3eb1b0_1
  backports.weakref  pkgs/main/noarch::backports.weakref-1.0.post1-py_1
  beautifulsoup4     pkgs/main/noarch::beautifulsoup4-4.9.3-pyha847dfd_0
  bitarray           pkgs/main/linux-64::bitarray-2.1.0-py38h27cfd23_1
  bkcharts           pkgs/main/linux-64::bkcharts-0.2-py38_0
  black              pkgs/main/noarch::black-19.10b0-py_0
  blas               pkgs/main/linux-64::blas-1.0-mkl
  bleach             pkgs/main/noarch::bleach-3.3.0-pyhd3eb1b0_0
  blosc              pkgs/main/linux-64::blosc-1.21.0-h8c45485_0
  bokeh              pkgs/main/linux-64::bokeh-2.3.2-py38h06a4308_0
  boto               pkgs/main/linux-64::boto-2.49.0-py38_0
  bottleneck         pkgs/main/linux-64::bottleneck-1.3.2-py38heb32a55_1
  brotlipy           pkgs/main/linux-64::brotlipy-0.7.0-py38h27cfd23_1003
  bzip2              pkgs/main/linux-64::bzip2-1.0.8-h7b6447c_0
  c-ares             pkgs/main/linux-64::c-ares-1.17.1-h27cfd23_0
  ca-certificates    pkgs/main/linux-64::ca-certificates-2021.4.13-h06a4308_1
  cairo              pkgs/main/linux-64::cairo-1.16.0-hf32fb01_1
  certifi            pkgs/main/linux-64::certifi-2020.12.5-py38h06a4308_0
  cffi               pkgs/main/linux-64::cffi-1.14.5-py38h261ae71_0
  chardet            pkgs/main/linux-64::chardet-4.0.0-py38h06a4308_1003
  click              pkgs/main/noarch::click-7.1.2-pyhd3eb1b0_0
  cloudpickle        pkgs/main/noarch::cloudpickle-1.6.0-py_0
  clyent             pkgs/main/linux-64::clyent-1.2.2-py38_1
  colorama           pkgs/main/noarch::colorama-0.4.4-pyhd3eb1b0_0
  conda              pkgs/main/linux-64::conda-4.10.1-py38h06a4308_1
  conda-build        pkgs/main/linux-64::conda-build-3.21.4-py38h06a4308_0
  conda-content-tru~ pkgs/main/noarch::conda-content-trust-0.1.1-pyhd3eb1b0_0
  conda-env          pkgs/main/linux-64::conda-env-2.6.0-1
  conda-package-han~ pkgs/main/linux-64::conda-package-handling-1.7.3-py38h27cfd23_1
  conda-repo-cli     pkgs/main/noarch::conda-repo-cli-1.0.4-pyhd3eb1b0_0
  conda-token        pkgs/main/noarch::conda-token-0.3.0-pyhd3eb1b0_0
  conda-verify       pkgs/main/noarch::conda-verify-3.4.2-py_1
  contextlib2        pkgs/main/noarch::contextlib2-0.6.0.post1-py_0
  cryptography       pkgs/main/linux-64::cryptography-3.4.7-py38hd23ed53_0
  curl               pkgs/main/linux-64::curl-7.71.1-hbc83047_1
  cycler             pkgs/main/linux-64::cycler-0.10.0-py38_0
  cython             pkgs/main/linux-64::cython-0.29.23-py38h2531618_0
  cytoolz            pkgs/main/linux-64::cytoolz-0.11.0-py38h7b6447c_0
  dask               pkgs/main/noarch::dask-2021.4.0-pyhd3eb1b0_0
  dask-core          pkgs/main/noarch::dask-core-2021.4.0-pyhd3eb1b0_0
  dbus               pkgs/main/linux-64::dbus-1.13.18-hb2f20db_0
  decorator          pkgs/main/noarch::decorator-5.0.6-pyhd3eb1b0_0
  defusedxml         pkgs/main/noarch::defusedxml-0.7.1-pyhd3eb1b0_0
  diff-match-patch   pkgs/main/noarch::diff-match-patch-20200713-py_0
  distributed        pkgs/main/linux-64::distributed-2021.4.1-py38h06a4308_0
  docutils           pkgs/main/linux-64::docutils-0.17.1-py38h06a4308_1
  entrypoints        pkgs/main/linux-64::entrypoints-0.3-py38_0
  et_xmlfile         pkgs/main/noarch::et_xmlfile-1.0.1-py_1001
  expat              pkgs/main/linux-64::expat-2.3.0-h2531618_2
  fastcache          pkgs/main/linux-64::fastcache-1.1.0-py38h7b6447c_0
  filelock           pkgs/main/noarch::filelock-3.0.12-pyhd3eb1b0_1
  flake8             pkgs/main/noarch::flake8-3.9.0-pyhd3eb1b0_0
  flask              pkgs/main/noarch::flask-1.1.2-pyhd3eb1b0_0
  fontconfig         pkgs/main/linux-64::fontconfig-2.13.1-h6c09931_0
  freetype           pkgs/main/linux-64::freetype-2.10.4-h5ab3b9f_0
  fribidi            pkgs/main/linux-64::fribidi-1.0.10-h7b6447c_0
  fsspec             pkgs/main/noarch::fsspec-0.9.0-pyhd3eb1b0_0
  future             pkgs/main/linux-64::future-0.18.2-py38_1
  get_terminal_size  pkgs/main/linux-64::get_terminal_size-1.0.0-haa9412d_0
  gevent             pkgs/main/linux-64::gevent-21.1.2-py38h27cfd23_1
  glib               pkgs/main/linux-64::glib-2.68.1-h36276a3_0
  glob2              pkgs/main/noarch::glob2-0.7-pyhd3eb1b0_0
  gmp                pkgs/main/linux-64::gmp-6.2.1-h2531618_2
  gmpy2              pkgs/main/linux-64::gmpy2-2.0.8-py38hd5f6e3b_3
  graphite2          pkgs/main/linux-64::graphite2-1.3.14-h23475e2_0
  greenlet           pkgs/main/linux-64::greenlet-1.0.0-py38h2531618_2
  gst-plugins-base   pkgs/main/linux-64::gst-plugins-base-1.14.0-h8213a91_2
  gstreamer          pkgs/main/linux-64::gstreamer-1.14.0-h28cd5cc_2
  h5py               pkgs/main/linux-64::h5py-2.10.0-py38h7918eee_0
  harfbuzz           pkgs/main/linux-64::harfbuzz-2.8.0-h6f93f22_0
  hdf5               pkgs/main/linux-64::hdf5-1.10.4-hb1b8bf9_0
  heapdict           pkgs/main/noarch::heapdict-1.0.1-py_0
  html5lib           pkgs/main/noarch::html5lib-1.1-py_0
  icu                pkgs/main/linux-64::icu-58.2-he6710b0_3
  idna               pkgs/main/noarch::idna-2.10-pyhd3eb1b0_0
  imageio            pkgs/main/noarch::imageio-2.9.0-pyhd3eb1b0_0
  imagesize          pkgs/main/noarch::imagesize-1.2.0-pyhd3eb1b0_0
  importlib-metadata pkgs/main/linux-64::importlib-metadata-3.10.0-py38h06a4308_0
  importlib_metadata pkgs/main/noarch::importlib_metadata-3.10.0-hd3eb1b0_0
  iniconfig          pkgs/main/noarch::iniconfig-1.1.1-pyhd3eb1b0_0
  intel-openmp       pkgs/main/linux-64::intel-openmp-2021.2.0-h06a4308_610
  intervaltree       pkgs/main/noarch::intervaltree-3.1.0-py_0
  ipykernel          pkgs/main/linux-64::ipykernel-5.3.4-py38h5ca1d4c_0
  ipython            pkgs/main/linux-64::ipython-7.22.0-py38hb070fc8_0
  ipython_genutils   pkgs/main/noarch::ipython_genutils-0.2.0-pyhd3eb1b0_1
  ipywidgets         pkgs/main/noarch::ipywidgets-7.6.3-pyhd3eb1b0_1
  isort              pkgs/main/noarch::isort-5.8.0-pyhd3eb1b0_0
  itsdangerous       pkgs/main/noarch::itsdangerous-1.1.0-pyhd3eb1b0_0
  jbig               pkgs/main/linux-64::jbig-2.1-hdba287a_0
  jdcal              pkgs/main/noarch::jdcal-1.4.1-py_0
  jedi               pkgs/main/linux-64::jedi-0.17.2-py38h06a4308_1
  jeepney            pkgs/main/noarch::jeepney-0.6.0-pyhd3eb1b0_0
  jinja2             pkgs/main/noarch::jinja2-2.11.3-pyhd3eb1b0_0
  joblib             pkgs/main/noarch::joblib-1.0.1-pyhd3eb1b0_0
  jpeg               pkgs/main/linux-64::jpeg-9b-h024ee3a_2
  json5              pkgs/main/noarch::json5-0.9.5-py_0
  jsonschema         pkgs/main/noarch::jsonschema-3.2.0-py_2
  jupyter            pkgs/main/linux-64::jupyter-1.0.0-py38_7
  jupyter-packaging  pkgs/main/noarch::jupyter-packaging-0.7.12-pyhd3eb1b0_0
  jupyter_client     pkgs/main/noarch::jupyter_client-6.1.12-pyhd3eb1b0_0
  jupyter_console    pkgs/main/noarch::jupyter_console-6.4.0-pyhd3eb1b0_0
  jupyter_core       pkgs/main/linux-64::jupyter_core-4.7.1-py38h06a4308_0
  jupyter_server     pkgs/main/linux-64::jupyter_server-1.4.1-py38h06a4308_0
  jupyterlab         pkgs/main/noarch::jupyterlab-3.0.14-pyhd3eb1b0_1
  jupyterlab_pygmen~ pkgs/main/noarch::jupyterlab_pygments-0.1.2-py_0
  jupyterlab_server  pkgs/main/noarch::jupyterlab_server-2.4.0-pyhd3eb1b0_0
  jupyterlab_widgets pkgs/main/noarch::jupyterlab_widgets-1.0.0-pyhd3eb1b0_1
  keyring            pkgs/main/linux-64::keyring-22.3.0-py38h06a4308_0
  kiwisolver         pkgs/main/linux-64::kiwisolver-1.3.1-py38h2531618_0
  krb5               pkgs/main/linux-64::krb5-1.18.2-h173b8e3_0
  lazy-object-proxy  pkgs/main/linux-64::lazy-object-proxy-1.6.0-py38h27cfd23_0
  lcms2              pkgs/main/linux-64::lcms2-2.12-h3be6417_0
  ld_impl_linux-64   pkgs/main/linux-64::ld_impl_linux-64-2.33.1-h53a641e_7
  libarchive         pkgs/main/linux-64::libarchive-3.4.2-h62408e4_0
  libcurl            pkgs/main/linux-64::libcurl-7.71.1-h20c2e04_1
  libedit            pkgs/main/linux-64::libedit-3.1.20210216-h27cfd23_1
  libev              pkgs/main/linux-64::libev-4.33-h7b6447c_0
  libffi             pkgs/main/linux-64::libffi-3.3-he6710b0_2
  libgcc-ng          pkgs/main/linux-64::libgcc-ng-9.1.0-hdf63c60_0
  libgfortran-ng     pkgs/main/linux-64::libgfortran-ng-7.3.0-hdf63c60_0
  liblief            pkgs/main/linux-64::liblief-0.10.1-he6710b0_0
  libllvm10          pkgs/main/linux-64::libllvm10-10.0.1-hbcb73fb_5
  libpng             pkgs/main/linux-64::libpng-1.6.37-hbc83047_0
  libsodium          pkgs/main/linux-64::libsodium-1.0.18-h7b6447c_0
  libspatialindex    pkgs/main/linux-64::libspatialindex-1.9.3-h2531618_0
  libssh2            pkgs/main/linux-64::libssh2-1.9.0-h1ba5d50_1
  libstdcxx-ng       pkgs/main/linux-64::libstdcxx-ng-9.1.0-hdf63c60_0
  libtiff            pkgs/main/linux-64::libtiff-4.2.0-h85742a9_0
  libtool            pkgs/main/linux-64::libtool-2.4.6-h7b6447c_1005
  libuuid            pkgs/main/linux-64::libuuid-1.0.3-h1bed415_2
  libuv              pkgs/main/linux-64::libuv-1.40.0-h7b6447c_0
  libwebp-base       pkgs/main/linux-64::libwebp-base-1.2.0-h27cfd23_0
  libxcb             pkgs/main/linux-64::libxcb-1.14-h7b6447c_0
  libxml2            pkgs/main/linux-64::libxml2-2.9.10-hb55368b_3
  libxslt            pkgs/main/linux-64::libxslt-1.1.34-hc22bd24_0
  llvmlite           pkgs/main/linux-64::llvmlite-0.36.0-py38h612dafd_4
  locket             pkgs/main/linux-64::locket-0.2.1-py38h06a4308_1
  lxml               pkgs/main/linux-64::lxml-4.6.3-py38h9120a33_0
  lz4-c              pkgs/main/linux-64::lz4-c-1.9.3-h2531618_0
  lzo                pkgs/main/linux-64::lzo-2.10-h7b6447c_2
  markupsafe         pkgs/main/linux-64::markupsafe-1.1.1-py38h7b6447c_0
  matplotlib         pkgs/main/linux-64::matplotlib-3.3.4-py38h06a4308_0
  matplotlib-base    pkgs/main/linux-64::matplotlib-base-3.3.4-py38h62a2d02_0
  mccabe             pkgs/main/linux-64::mccabe-0.6.1-py38_1
  mistune            pkgs/main/linux-64::mistune-0.8.4-py38h7b6447c_1000
  mkl                pkgs/main/linux-64::mkl-2021.2.0-h06a4308_296
  mkl-service        pkgs/main/linux-64::mkl-service-2.3.0-py38h27cfd23_1
  mkl_fft            pkgs/main/linux-64::mkl_fft-1.3.0-py38h42c9631_2
  mkl_random         pkgs/main/linux-64::mkl_random-1.2.1-py38ha9443f7_2
  mock               pkgs/main/noarch::mock-4.0.3-pyhd3eb1b0_0
  more-itertools     pkgs/main/noarch::more-itertools-8.7.0-pyhd3eb1b0_0
  mpc                pkgs/main/linux-64::mpc-1.1.0-h10f8cd9_1
  mpfr               pkgs/main/linux-64::mpfr-4.0.2-hb69a4c5_1
  mpmath             pkgs/main/linux-64::mpmath-1.2.1-py38h06a4308_0
  msgpack-python     pkgs/main/linux-64::msgpack-python-1.0.2-py38hff7bd54_1
  multipledispatch   pkgs/main/linux-64::multipledispatch-0.6.0-py38_0
  mypy_extensions    pkgs/main/linux-64::mypy_extensions-0.4.3-py38_0
  navigator-updater  pkgs/main/linux-64::navigator-updater-0.2.1-py38_0
  nbclassic          pkgs/main/noarch::nbclassic-0.2.6-pyhd3eb1b0_0
  nbclient           pkgs/main/noarch::nbclient-0.5.3-pyhd3eb1b0_0
  nbconvert          pkgs/main/linux-64::nbconvert-6.0.7-py38_0
  nbformat           pkgs/main/noarch::nbformat-5.1.3-pyhd3eb1b0_0
  ncurses            pkgs/main/linux-64::ncurses-6.2-he6710b0_1
  nest-asyncio       pkgs/main/noarch::nest-asyncio-1.5.1-pyhd3eb1b0_0
  networkx           pkgs/main/noarch::networkx-2.5-py_0
  nltk               pkgs/main/noarch::nltk-3.6.1-pyhd3eb1b0_0
  nose               pkgs/main/noarch::nose-1.3.7-pyhd3eb1b0_1006
  notebook           pkgs/main/linux-64::notebook-6.3.0-py38h06a4308_0
  numba              pkgs/main/linux-64::numba-0.53.1-py38ha9443f7_0
  numexpr            pkgs/main/linux-64::numexpr-2.7.3-py38h22e1b3c_1
  numpy              pkgs/main/linux-64::numpy-1.20.1-py38h93e21f0_0
  numpy-base         pkgs/main/linux-64::numpy-base-1.20.1-py38h7d8b39e_0
  numpydoc           pkgs/main/noarch::numpydoc-1.1.0-pyhd3eb1b0_1
  olefile            pkgs/main/noarch::olefile-0.46-py_0
  openpyxl           pkgs/main/noarch::openpyxl-3.0.7-pyhd3eb1b0_0
  openssl            pkgs/main/linux-64::openssl-1.1.1k-h27cfd23_0
  packaging          pkgs/main/noarch::packaging-20.9-pyhd3eb1b0_0
  pandas             pkgs/main/linux-64::pandas-1.2.4-py38h2531618_0
  pandoc             pkgs/main/linux-64::pandoc-2.12-h06a4308_0
  pandocfilters      pkgs/main/linux-64::pandocfilters-1.4.3-py38h06a4308_1
  pango              pkgs/main/linux-64::pango-1.45.3-hd140c19_0
  parso              pkgs/main/noarch::parso-0.7.0-py_0
  partd              pkgs/main/noarch::partd-1.2.0-pyhd3eb1b0_0
  patchelf           pkgs/main/linux-64::patchelf-0.12-h2531618_1
  path               pkgs/main/linux-64::path-15.1.2-py38h06a4308_0
  path.py            pkgs/main/noarch::path.py-12.5.0-0
  pathlib2           pkgs/main/linux-64::pathlib2-2.3.5-py38h06a4308_2
  pathspec           pkgs/main/noarch::pathspec-0.7.0-py_0
  patsy              pkgs/main/linux-64::patsy-0.5.1-py38_0
  pcre               pkgs/main/linux-64::pcre-8.44-he6710b0_0
  pep8               pkgs/main/linux-64::pep8-1.7.1-py38_0
  pexpect            pkgs/main/noarch::pexpect-4.8.0-pyhd3eb1b0_3
  pickleshare        pkgs/main/noarch::pickleshare-0.7.5-pyhd3eb1b0_1003
  pillow             pkgs/main/linux-64::pillow-8.2.0-py38he98fc37_0
  pip                pkgs/main/linux-64::pip-21.0.1-py38h06a4308_0
  pixman             pkgs/main/linux-64::pixman-0.40.0-h7b6447c_0
  pkginfo            pkgs/main/linux-64::pkginfo-1.7.0-py38h06a4308_0
  pluggy             pkgs/main/linux-64::pluggy-0.13.1-py38h06a4308_0
  ply                pkgs/main/linux-64::ply-3.11-py38_0
  prometheus_client  pkgs/main/noarch::prometheus_client-0.10.1-pyhd3eb1b0_0
  prompt-toolkit     pkgs/main/noarch::prompt-toolkit-3.0.17-pyh06a4308_0
  prompt_toolkit     pkgs/main/noarch::prompt_toolkit-3.0.17-hd3eb1b0_0
  psutil             pkgs/main/linux-64::psutil-5.8.0-py38h27cfd23_1
  ptyprocess         pkgs/main/noarch::ptyprocess-0.7.0-pyhd3eb1b0_2
  py                 pkgs/main/noarch::py-1.10.0-pyhd3eb1b0_0
  py-lief            pkgs/main/linux-64::py-lief-0.10.1-py38h403a769_0
  pycodestyle        pkgs/main/noarch::pycodestyle-2.6.0-pyhd3eb1b0_0
  pycosat            pkgs/main/linux-64::pycosat-0.6.3-py38h7b6447c_1
  pycparser          pkgs/main/noarch::pycparser-2.20-py_2
  pycurl             pkgs/main/linux-64::pycurl-7.43.0.6-py38h1ba5d50_0
  pydocstyle         pkgs/main/noarch::pydocstyle-6.0.0-pyhd3eb1b0_0
  pyerfa             pkgs/main/linux-64::pyerfa-1.7.3-py38h27cfd23_0
  pyflakes           pkgs/main/noarch::pyflakes-2.2.0-pyhd3eb1b0_0
  pygments           pkgs/main/noarch::pygments-2.8.1-pyhd3eb1b0_0
  pylint             pkgs/main/linux-64::pylint-2.7.4-py38h06a4308_1
  pyls-black         pkgs/main/noarch::pyls-black-0.4.6-hd3eb1b0_0
  pyls-spyder        pkgs/main/noarch::pyls-spyder-0.3.2-pyhd3eb1b0_0
  pyodbc             pkgs/main/linux-64::pyodbc-4.0.30-py38he6710b0_0
  pyopenssl          pkgs/main/noarch::pyopenssl-20.0.1-pyhd3eb1b0_1
  pyparsing          pkgs/main/noarch::pyparsing-2.4.7-pyhd3eb1b0_0
  pyqt               pkgs/main/linux-64::pyqt-5.9.2-py38h05f1152_4
  pyrsistent         pkgs/main/linux-64::pyrsistent-0.17.3-py38h7b6447c_0
  pysocks            pkgs/main/linux-64::pysocks-1.7.1-py38h06a4308_0
  pytables           pkgs/main/linux-64::pytables-3.6.1-py38h9fd0a39_0
  pytest             pkgs/main/linux-64::pytest-6.2.3-py38h06a4308_2
  python             pkgs/main/linux-64::python-3.8.8-hdb3f193_5
  python-dateutil    pkgs/main/noarch::python-dateutil-2.8.1-pyhd3eb1b0_0
  python-jsonrpc-se~ pkgs/main/noarch::python-jsonrpc-server-0.4.0-py_0
  python-language-s~ pkgs/main/noarch::python-language-server-0.36.2-pyhd3eb1b0_0
  python-libarchive~ pkgs/main/noarch::python-libarchive-c-2.9-pyhd3eb1b0_1
  pytz               pkgs/main/noarch::pytz-2021.1-pyhd3eb1b0_0
  pywavelets         pkgs/main/linux-64::pywavelets-1.1.1-py38h7b6447c_2
  pyxdg              pkgs/main/noarch::pyxdg-0.27-pyhd3eb1b0_0
  pyyaml             pkgs/main/linux-64::pyyaml-5.4.1-py38h27cfd23_1
  pyzmq              pkgs/main/linux-64::pyzmq-20.0.0-py38h2531618_1
  qdarkstyle         pkgs/main/noarch::qdarkstyle-2.8.1-py_0
  qt                 pkgs/main/linux-64::qt-5.9.7-h5867ecd_1
  qtawesome          pkgs/main/noarch::qtawesome-1.0.2-pyhd3eb1b0_0
  qtconsole          pkgs/main/noarch::qtconsole-5.0.3-pyhd3eb1b0_0
  qtpy               pkgs/main/noarch::qtpy-1.9.0-py_0
  readline           pkgs/main/linux-64::readline-8.1-h27cfd23_0
  regex              pkgs/main/linux-64::regex-2021.4.4-py38h27cfd23_0
  requests           pkgs/main/noarch::requests-2.25.1-pyhd3eb1b0_0
  ripgrep            pkgs/main/linux-64::ripgrep-12.1.1-0
  rope               pkgs/main/noarch::rope-0.18.0-py_0
  rtree              pkgs/main/linux-64::rtree-0.9.7-py38h06a4308_1
  ruamel_yaml        pkgs/main/linux-64::ruamel_yaml-0.15.100-py38h27cfd23_0
  scikit-image       pkgs/main/linux-64::scikit-image-0.18.1-py38ha9443f7_0
  scikit-learn       pkgs/main/linux-64::scikit-learn-0.24.1-py38ha9443f7_0
  scipy              pkgs/main/linux-64::scipy-1.6.2-py38had2a1c9_1
  seaborn            pkgs/main/noarch::seaborn-0.11.1-pyhd3eb1b0_0
  secretstorage      pkgs/main/linux-64::secretstorage-3.3.1-py38h06a4308_0
  send2trash         pkgs/main/noarch::send2trash-1.5.0-pyhd3eb1b0_1
  setuptools         pkgs/main/linux-64::setuptools-52.0.0-py38h06a4308_0
  simplegeneric      pkgs/main/linux-64::simplegeneric-0.8.1-py38_2
  singledispatch     pkgs/main/noarch::singledispatch-3.6.1-pyhd3eb1b0_1001
  sip                pkgs/main/linux-64::sip-4.19.13-py38he6710b0_0
  six                pkgs/main/linux-64::six-1.15.0-py38h06a4308_0
  sniffio            pkgs/main/linux-64::sniffio-1.2.0-py38h06a4308_1
  snowballstemmer    pkgs/main/noarch::snowballstemmer-2.1.0-pyhd3eb1b0_0
  sortedcollections  pkgs/main/noarch::sortedcollections-2.1.0-pyhd3eb1b0_0
  sortedcontainers   pkgs/main/noarch::sortedcontainers-2.3.0-pyhd3eb1b0_0
  soupsieve          pkgs/main/noarch::soupsieve-2.2.1-pyhd3eb1b0_0
  sphinx             pkgs/main/noarch::sphinx-4.0.1-pyhd3eb1b0_0
  sphinxcontrib      pkgs/main/linux-64::sphinxcontrib-1.0-py38_1
  sphinxcontrib-app~ pkgs/main/noarch::sphinxcontrib-applehelp-1.0.2-pyhd3eb1b0_0
  sphinxcontrib-dev~ pkgs/main/noarch::sphinxcontrib-devhelp-1.0.2-pyhd3eb1b0_0
  sphinxcontrib-htm~ pkgs/main/noarch::sphinxcontrib-htmlhelp-1.0.3-pyhd3eb1b0_0
  sphinxcontrib-jsm~ pkgs/main/noarch::sphinxcontrib-jsmath-1.0.1-pyhd3eb1b0_0
  sphinxcontrib-qth~ pkgs/main/noarch::sphinxcontrib-qthelp-1.0.3-pyhd3eb1b0_0
  sphinxcontrib-ser~ pkgs/main/noarch::sphinxcontrib-serializinghtml-1.1.4-pyhd3eb1b0_0
  sphinxcontrib-web~ pkgs/main/noarch::sphinxcontrib-websupport-1.2.4-py_0
  spyder             pkgs/main/linux-64::spyder-4.2.5-py38h06a4308_0
  spyder-kernels     pkgs/main/linux-64::spyder-kernels-1.10.2-py38h06a4308_0
  sqlalchemy         pkgs/main/linux-64::sqlalchemy-1.4.15-py38h27cfd23_0
  sqlite             pkgs/main/linux-64::sqlite-3.35.4-hdfb4753_0
  statsmodels        pkgs/main/linux-64::statsmodels-0.12.2-py38h27cfd23_0
  sympy              pkgs/main/linux-64::sympy-1.8-py38h06a4308_0
  tbb                pkgs/main/linux-64::tbb-2020.3-hfd86e86_0
  tblib              pkgs/main/noarch::tblib-1.7.0-py_0
  terminado          pkgs/main/linux-64::terminado-0.9.4-py38h06a4308_0
  testpath           pkgs/main/noarch::testpath-0.4.4-pyhd3eb1b0_0
  textdistance       pkgs/main/noarch::textdistance-4.2.1-pyhd3eb1b0_0
  threadpoolctl      pkgs/main/noarch::threadpoolctl-2.1.0-pyh5ca1d4c_0
  three-merge        pkgs/main/noarch::three-merge-0.1.1-pyhd3eb1b0_0
  tifffile           pkgs/main/linux-64::tifffile-2020.10.1-py38hdd07704_2
  tk                 pkgs/main/linux-64::tk-8.6.10-hbc83047_0
  toml               pkgs/main/noarch::toml-0.10.2-pyhd3eb1b0_0
  toolz              pkgs/main/noarch::toolz-0.11.1-pyhd3eb1b0_0
  tornado            pkgs/main/linux-64::tornado-6.1-py38h27cfd23_0
  tqdm               pkgs/main/noarch::tqdm-4.59.0-pyhd3eb1b0_1
  traitlets          pkgs/main/noarch::traitlets-5.0.5-pyhd3eb1b0_0
  typed-ast          pkgs/main/linux-64::typed-ast-1.4.2-py38h27cfd23_1
  typing_extensions  pkgs/main/noarch::typing_extensions-3.7.4.3-pyha847dfd_0
  ujson              pkgs/main/linux-64::ujson-4.0.2-py38h2531618_0
  unicodecsv         pkgs/main/linux-64::unicodecsv-0.14.1-py38_0
  unixodbc           pkgs/main/linux-64::unixodbc-2.3.9-h7b6447c_0
  urllib3            pkgs/main/noarch::urllib3-1.26.4-pyhd3eb1b0_0
  watchdog           pkgs/main/linux-64::watchdog-1.0.2-py38h06a4308_1
  wcwidth            pkgs/main/noarch::wcwidth-0.2.5-py_0
  webencodings       pkgs/main/linux-64::webencodings-0.5.1-py38_1
  werkzeug           pkgs/main/noarch::werkzeug-1.0.1-pyhd3eb1b0_0
  wheel              pkgs/main/noarch::wheel-0.36.2-pyhd3eb1b0_0
  widgetsnbextension pkgs/main/linux-64::widgetsnbextension-3.5.1-py38_0
  wrapt              pkgs/main/linux-64::wrapt-1.12.1-py38h7b6447c_1
  wurlitzer          pkgs/main/linux-64::wurlitzer-2.1.0-py38h06a4308_0
  xlrd               pkgs/main/noarch::xlrd-2.0.1-pyhd3eb1b0_0
  xlsxwriter         pkgs/main/noarch::xlsxwriter-1.3.8-pyhd3eb1b0_0
  xlwt               pkgs/main/linux-64::xlwt-1.3.0-py38_0
  xmltodict          pkgs/main/noarch::xmltodict-0.12.0-py_0
  xz                 pkgs/main/linux-64::xz-5.2.5-h7b6447c_0
  yaml               pkgs/main/linux-64::yaml-0.2.5-h7b6447c_0
  yapf               pkgs/main/noarch::yapf-0.31.0-pyhd3eb1b0_0
  zeromq             pkgs/main/linux-64::zeromq-4.3.4-h2531618_0
  zict               pkgs/main/noarch::zict-2.0.0-pyhd3eb1b0_0
  zipp               pkgs/main/noarch::zipp-3.4.1-pyhd3eb1b0_0
  zlib               pkgs/main/linux-64::zlib-1.2.11-h7b6447c_3
  zope               pkgs/main/linux-64::zope-1.0-py38_1
  zope.event         pkgs/main/linux-64::zope.event-4.5.0-py38_0
  zope.interface     pkgs/main/linux-64::zope.interface-5.3.0-py38h27cfd23_0
  zstd               pkgs/main/linux-64::zstd-1.4.5-h9ceee32_0


Preparing transaction: done
Executing transaction: done
installation finished.
Do you wish the installer to initialize Anaconda3
by running conda init? [yes|no]
[no] >>> yes
no change     /export/server/anaconda3/condabin/conda
no change     /export/server/anaconda3/bin/conda
no change     /export/server/anaconda3/bin/conda-env
no change     /export/server/anaconda3/bin/activate
no change     /export/server/anaconda3/bin/deactivate
no change     /export/server/anaconda3/etc/profile.d/conda.sh
no change     /export/server/anaconda3/etc/fish/conf.d/conda.fish
no change     /export/server/anaconda3/shell/condabin/Conda.psm1
no change     /export/server/anaconda3/shell/condabin/conda-hook.ps1
no change     /export/server/anaconda3/lib/python3.8/site-packages/xontrib/conda.xsh
no change     /export/server/anaconda3/etc/profile.d/conda.csh
modified      /root/.bashrc

==> For changes to take effect, close and re-open your current shell. <==

If you'd prefer that conda's base environment not be activated on startup, 
   set the auto_activate_base parameter to false: 

conda config --set auto_activate_base false

Thank you for installing Anaconda3!

===========================================================================

Working with Python and Jupyter notebooks is a breeze with PyCharm Pro,
designed to be used with Anaconda. Download now and have the best data
tools at your fingertips.

PyCharm Pro for Anaconda is available at: https://www.anaconda.com/pycharm

您在 /var/spool/mail/root 中有新邮件
[root@node2 software]# cd
您在 /var/spool/mail/root 中有新邮件
[root@node2 ~]# logout

连接断开
连接成功
Last login: Thu Dec 11 14:56:46 2025 from 192.168.88.1
(base) [root@node2 ~]# python
Python 3.8.8 (default, Apr 13 2021, 19:58:26) 
[GCC 7.3.0] :: Anaconda, Inc. on linux
Type "help", "copyright", "credits" or "license" for more information.
>>> exit()
您在 /var/spool/mail/root 中有新邮件
(base) [root@node2 ~]# vim .bashrc
您在 /var/spool/mail/root 中有新邮件
(base) [root@node2 ~]# vim ~/.condarc
您在 /var/spool/mail/root 中有新邮件
(base) [root@node2 ~]# conda create -n pyspark python=3.8
Collecting package metadata (current_repodata.json): done
Solving environment: failed with repodata from current_repodata.json, will retry with next repodata source.
Collecting package metadata (repodata.json): done
Solving environment: done

## Package Plan ##

  environment location: /export/server/anaconda3/envs/pyspark

  added / updated specs:
    - python=3.8


The following packages will be downloaded:

    package                    |            build
    ---------------------------|-----------------
    _libgcc_mutex-0.1          |             main           3 KB  defaults
    _openmp_mutex-5.1          |            1_gnu          21 KB  defaults
    ca-certificates-2025.12.2  |       h06a4308_0         125 KB  defaults
    ld_impl_linux-64-2.40      |       h12ee557_0         710 KB  defaults
    libffi-3.4.4               |       h6a678d5_1         141 KB  defaults
    libgcc-ng-11.2.0           |       h1234567_1         5.3 MB  defaults
    libgomp-11.2.0             |       h1234567_1         474 KB  defaults
    libstdcxx-ng-11.2.0        |       h1234567_1         4.7 MB  defaults
    libxcb-1.17.0              |       h9b100fa_0         430 KB  defaults
    libzlib-1.3.1              |       hb25bd0a_0          59 KB  defaults
    ncurses-6.5                |       h7934f7d_0         1.1 MB  defaults
    openssl-3.0.17             |       h5eee18b_0         5.2 MB  defaults
    pip-24.2                   |   py38h06a4308_0         2.2 MB  defaults
    pthread-stubs-0.3          |       h0ce48e5_1           5 KB  defaults
    python-3.8.20              |       he870216_0        23.8 MB  defaults
    readline-8.3               |       hc2a1206_0         471 KB  defaults
    setuptools-75.1.0          |   py38h06a4308_0         1.7 MB  defaults
    sqlite-3.50.2              |       hb25bd0a_1         1.1 MB  defaults
    tk-8.6.15                  |       h54e0aa7_0         3.4 MB  defaults
    wheel-0.44.0               |   py38h06a4308_0         108 KB  defaults
    xorg-libx11-1.8.12         |       h9b100fa_1         895 KB  defaults
    xorg-libxau-1.0.12         |       h9b100fa_0          13 KB  defaults
    xorg-libxdmcp-1.1.5        |       h9b100fa_0          19 KB  defaults
    xorg-xorgproto-2024.1      |       h5eee18b_1         580 KB  defaults
    xz-5.6.4                   |       h5eee18b_1         567 KB  defaults
    zlib-1.3.1                 |       hb25bd0a_0          96 KB  defaults
    ------------------------------------------------------------
                                           Total:        53.2 MB

The following NEW packages will be INSTALLED:

  _libgcc_mutex      anaconda/pkgs/main/linux-64::_libgcc_mutex-0.1-main
  _openmp_mutex      anaconda/pkgs/main/linux-64::_openmp_mutex-5.1-1_gnu
  ca-certificates    anaconda/pkgs/main/linux-64::ca-certificates-2025.12.2-h06a4308_0
  ld_impl_linux-64   anaconda/pkgs/main/linux-64::ld_impl_linux-64-2.40-h12ee557_0
  libffi             anaconda/pkgs/main/linux-64::libffi-3.4.4-h6a678d5_1
  libgcc-ng          anaconda/pkgs/main/linux-64::libgcc-ng-11.2.0-h1234567_1
  libgomp            anaconda/pkgs/main/linux-64::libgomp-11.2.0-h1234567_1
  libstdcxx-ng       anaconda/pkgs/main/linux-64::libstdcxx-ng-11.2.0-h1234567_1
  libxcb             anaconda/pkgs/main/linux-64::libxcb-1.17.0-h9b100fa_0
  libzlib            anaconda/pkgs/main/linux-64::libzlib-1.3.1-hb25bd0a_0
  ncurses            anaconda/pkgs/main/linux-64::ncurses-6.5-h7934f7d_0
  openssl            anaconda/pkgs/main/linux-64::openssl-3.0.17-h5eee18b_0
  pip                anaconda/pkgs/main/linux-64::pip-24.2-py38h06a4308_0
  pthread-stubs      anaconda/pkgs/main/linux-64::pthread-stubs-0.3-h0ce48e5_1
  python             anaconda/pkgs/main/linux-64::python-3.8.20-he870216_0
  readline           anaconda/pkgs/main/linux-64::readline-8.3-hc2a1206_0
  setuptools         anaconda/pkgs/main/linux-64::setuptools-75.1.0-py38h06a4308_0
  sqlite             anaconda/pkgs/main/linux-64::sqlite-3.50.2-hb25bd0a_1
  tk                 anaconda/pkgs/main/linux-64::tk-8.6.15-h54e0aa7_0
  wheel              anaconda/pkgs/main/linux-64::wheel-0.44.0-py38h06a4308_0
  xorg-libx11        anaconda/pkgs/main/linux-64::xorg-libx11-1.8.12-h9b100fa_1
  xorg-libxau        anaconda/pkgs/main/linux-64::xorg-libxau-1.0.12-h9b100fa_0
  xorg-libxdmcp      anaconda/pkgs/main/linux-64::xorg-libxdmcp-1.1.5-h9b100fa_0
  xorg-xorgproto     anaconda/pkgs/main/linux-64::xorg-xorgproto-2024.1-h5eee18b_1
  xz                 anaconda/pkgs/main/linux-64::xz-5.6.4-h5eee18b_1
  zlib               anaconda/pkgs/main/linux-64::zlib-1.3.1-hb25bd0a_0


Proceed ([y]/n)? y


Downloading and Extracting Packages
libgcc-ng-11.2.0     | 5.3 MB    | ############################################################################################################## | 100% 
wheel-0.44.0         | 108 KB    | ############################################################################################################## | 100% 
openssl-3.0.17       | 5.2 MB    | ############################################################################################################## | 100% 
_libgcc_mutex-0.1    | 3 KB      | ############################################################################################################## | 100% 
libgomp-11.2.0       | 474 KB    | ############################################################################################################## | 100% 
xorg-libxau-1.0.12   | 13 KB     | ############################################################################################################## | 100% 
python-3.8.20        | 23.8 MB   | ############################################################################################################## | 100% 
ld_impl_linux-64-2.4 | 710 KB    | ############################################################################################################## | 100% 
xz-5.6.4             | 567 KB    | ############################################################################################################## | 100% 
xorg-libx11-1.8.12   | 895 KB    | ############################################################################################################## | 100% 
sqlite-3.50.2        | 1.1 MB    | ############################################################################################################## | 100% 
setuptools-75.1.0    | 1.7 MB    | ############################################################################################################## | 100% 
xorg-xorgproto-2024. | 580 KB    | ############################################################################################################## | 100% 
_openmp_mutex-5.1    | 21 KB     | ############################################################################################################## | 100% 
pip-24.2             | 2.2 MB    | ############################################################################################################## | 100% 
libffi-3.4.4         | 141 KB    | ############################################################################################################## | 100% 
readline-8.3         | 471 KB    | ############################################################################################################## | 100% 
libzlib-1.3.1        | 59 KB     | ############################################################################################################## | 100% 
ncurses-6.5          | 1.1 MB    | ############################################################################################################## | 100% 
xorg-libxdmcp-1.1.5  | 19 KB     | ############################################################################################################## | 100% 
pthread-stubs-0.3    | 5 KB      | ############################################################################################################## | 100% 
tk-8.6.15            | 3.4 MB    | ############################################################################################################## | 100% 
libstdcxx-ng-11.2.0  | 4.7 MB    | ############################################################################################################## | 100% 
libxcb-1.17.0        | 430 KB    | ############################################################################################################## | 100% 
zlib-1.3.1           | 96 KB     | ############################################################################################################## | 100% 
ca-certificates-2025 | 125 KB    | ############################################################################################################## | 100% 
Preparing transaction: done
Verifying transaction: done
Executing transaction: done
#
# To activate this environment, use
#
#     $ conda activate pyspark
#
# To deactivate an active environment, use
#
#     $ conda deactivate

您在 /var/spool/mail/root 中有新邮件
(base) [root@node2 ~]# ^C
(base) [root@node2 ~]# conda activate pyspark
(pyspark) [root@node2 ~]# python
Python 3.8.20 (default, Oct  3 2024, 15:24:27) 
[GCC 11.2.0] :: Anaconda, Inc. on linux
Type "help", "copyright", "credits" or "license" for more information.
>>> exit()
(pyspark) [root@node2 ~]# vim /etc/profile
您在 /var/spool/mail/root 中有新邮件
(pyspark) [root@node2 ~]# vim .bashrc
您在 /var/spool/mail/root 中有新邮件
(pyspark) [root@node2 ~]# 

分发spark,目前就node1上面有spark我们将它分发给node2和node3

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