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Python3.9下PyHive连接Hive在AWS Lambda报错:找不到sasl.saslwrapper

解决AWS Lambda中PyHive出现的No module named 'sasl.saslwrapper'错误

我有一个基于Python3.9、使用PyHive开发的小型程序,可通过Thrift服务器端点获取Hive数据库列表。程序在本地作为独立程序运行完全正常,但部署到AWS Lambda后,出现错误:No module named 'sasl.saslwrapper'。

连接代码片段

connection = hive.Connection(
        host='thrift server endpoint',
        port=10001,
        username='username',
        database='db name',
    )

本地依赖列表(与Lambda压缩包一致)

drwxr-xr-x  3 root root  4096 Aug  1 15:09 google
drwxr-xr-x  2 root root  4096 Aug  1 15:09 protobuf-3.20.3.dist-info
drwxr-xr-x  2 root root  4096 Aug  1 15:10 mysql_connector_python-8.0.32.dist-info
drwxr-xr-x  5 root root  4096 Aug  1 15:10 mysql
drwxr-xr-x  5 root root  4096 Aug  1 15:10 mysqlx
-rw-r--r--  1 root root 34549 Aug  1 15:11 six.py
drwxr-xr-x  2 root root  4096 Aug  1 15:11 six-1.16.0.dist-info
drwxr-xr-x 10 root root  4096 Aug  1 15:11 future
drwxr-xr-x  2 root root  4096 Aug  1 15:11 future-0.18.3.dist-info
drwxr-xr-x  4 root root  4096 Aug  1 15:11 libpasteurize
drwxr-xr-x  4 root root  4096 Aug  1 15:11 libfuturize
drwxr-xr-x  7 root root  4096 Aug  1 15:12 past
drwxr-xr-x  6 root root  4096 Aug  1 15:12 dateutil
drwxr-xr-x  2 root root  4096 Aug  1 15:12 python_dateutil-2.8.2.dist-info
drwxr-xr-x  3 root root  4096 Aug  1 15:13 TCLIService
drwxr-xr-x  3 root root  4096 Aug  1 15:14 pyhive
drwxr-xr-x  2 root root  4096 Aug  1 15:14 pure_sasl-0.6.2.dist-info
drwxr-xr-x  3 root root  4096 Aug  1 15:14 puresasl
-rw-r--r--  1 root root   539 Aug  1 15:15 protobuf-3.20.3-py3.9-nspkg.pth
-rw-r--r--  1 root root   152 Aug  1 15:15 distutils-precedence.pth
drwxr-xr-x  7 root root  4096 Aug  1 15:16 setuptools
drwxr-xr-x  2 root root  4096 Aug  1 15:16 setuptools-58.1.0.dist-info
-rw-r--r--  1 root root  1916 Aug  1 15:25 hive_table_ddl.sql
drwxr-xr-x  2 root root  4096 Aug  1 16:59 requests-2.28.2.dist-info
drwxr-xr-x  2 root root  4096 Aug  1 16:59 requests
drwxr-xr-x  5 root root  4096 Aug  1 17:02 charset_normalizer
drwxr-xr-x  2 root root  4096 Aug  1 17:02 charset_normalizer-3.1.0.dist-info
drwxr-xr-x  3 root root  4096 Aug  1 17:05 idna
drwxr-xr-x  2 root root  4096 Aug  1 17:05 idna-3.4.dist-info
drwxr-xr-x  2 root root  4096 Aug  1 17:42 certifi-2023.7.22.dist-info
drwxr-xr-x  2 root root  4096 Aug  1 17:42 certifi
drwxr-xr-x  3 root root  4096 Aug  1 17:54 sasl
drwxr-xr-x  2 root root  4096 Aug  1 17:54 sasl-0.3.1.dist-info
drwxr-xr-x  6 root root  4096 Aug  1 18:03 thrift
drwxr-xr-x  2 root root  4096 Aug  1 18:03 thrift_sasl-0.4.3.dist-info
drwxr-xr-x  3 root root  4096 Aug  1 18:03 thrift_sasl
drwxr-xr-x  2 root root  4096 Aug  1 18:03 thrift-0.16.0.dist-info
drwxr-xr-x  2 root root  4096 Aug  1 18:19 __pycache__
-rw-r--r--  1 root root 10791 Aug  1 18:55 hive_update_compactor.py
-rw-r--r--  1 root root 11548 Aug  1 18:58 create_hive_queries.py

解决建议

  • 改用纯Python版SASL库:你已安装pure_sasl,可以强制PyHive使用这个纯Python实现,避免依赖原生编译的sasl库。两种实现方式:
    1. 设置环境变量:
      import os
      os.environ['PYHIVE_USE_PURE_SASL'] = '1'
      
    2. 连接时直接指定sasl_class参数:
      from puresasl import SASLClient
      connection = hive.Connection(
              host='thrift server endpoint',
              port=10001,
              username='username',
              database='db name',
              sasl_class=SASLClient
          )
      
  • 编译Lambda兼容的原生sasl库:如果必须使用原生sasl,需要在与Lambda相同的运行环境(Amazon Linux 2)下编译依赖。可以用Docker镜像来完成:
    docker run -v $(pwd):/app public.ecr.aws/sam/build-python3.9 bash -c "cd /app && pip install sasl==0.3.1 -t ."
    
    完成后将生成的依赖打包上传到Lambda即可。
  • 检查架构兼容性:本地系统与Lambda的CPU架构可能不同(比如本地是arm64,Lambda默认是x86_64),导致编译的库无法兼容。需确保在对应架构的环境下安装依赖。

内容的提问来源于stack exchange,提问作者Ashish Kumar Mondal

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