【问题标题】:How do I handle errors and retry in PyAthena?如何在 PyAthena 中处理错误并重试?
【发布时间】:2020-06-08 19:02:15
【问题描述】:

我每天在本地 Ubuntu 机器上运行一个 Athena 查询。大多数时候它运行良好。

def get_athena_data(**kwargs):
   athena_conn = connect(aws_access_key_id = access_key, aws_secret_access_key = s_key, s3_staging_dir = path, region_name = region)
   print(f"{datetime.today().strftime('%Y-%m-%d %H:%M.%S')} Athena connection established; starting to query data using pd-sql integration")
   load_data = pd.read_sql(sql,athena_conn)
   return load_data

然而,前几天我得到了(这是几英里长,所以我用了几次 SNIP):

Traceback (most recent call last):
  File "/home/ken/anaconda3/lib/python3.7/site-packages/pandas/io/sql.py", line 1586, in execute
    cur.execute(*args, **kwargs)
  File "/home/ken/anaconda3/lib/python3.7/site-packages/pyathena/util.py", line 306, in _wrapper
    return wrapped(*args, **kwargs)
  File "/home/ken/anaconda3/lib/python3.7/site-packages/pyathena/cursor.py", line 79, in execute
    raise OperationalError(query_execution.state_change_reason)
pyathena.error.OperationalError: GENERIC_INTERNAL_ERROR: Unable to create class ... SNIP ...
]

During handling of the above exception, another exception occurred:

Traceback (most recent call last):
  File "/home/ken/anaconda3/lib/python3.7/site-packages/pandas/io/sql.py", line 1590, in execute
    self.con.rollback()
  File "/home/ken/anaconda3/lib/python3.7/site-packages/pyathena/connection.py", line 184, in rollback
    raise NotSupportedError
pyathena.error.NotSupportedError

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/home/ken/Documents/projects/site_alerts/code/Site_alerts_v18.py", line 174, in <module>
    sql_results = get_athena_data(SNIP)
  File "/home/ken/Documents/projects/site_alerts/code/site_alert_functions_v18.py", line 351, in get_athena_data
    load_data = pd.read_sql(sql,athena_conn)
  File "/home/ken/anaconda3/lib/python3.7/site-packages/pandas/io/sql.py", line 412, in read_sql
    chunksize=chunksize,
  File "/home/ken/anaconda3/lib/python3.7/site-packages/pandas/io/sql.py", line 1633, in read_query
    cursor = self.execute(*args)
  File "/home/ken/anaconda3/lib/python3.7/site-packages/pandas/io/sql.py", line 1595, in execute
    raise ex from inner_exc
pandas.io.sql.DatabaseError: Execution failed on sql: ... SNIP ... 


GENERIC_INTERNAL_ERROR: Unable to create class ... SNIP ...
]
unable to rollback

好的,所以我需要处理错误,如果它确实失败了,我想重试。所以我尝试了:

def retry(func, max_tries=5):
    for i in range(max_tries):
        try:
           func()
           print('completed successfully')
           break
        except Exception:
           print('error')
           continue

retry(get_athena_data(ARGS))

但是,这行不通。当 Athena 失败时,它仍然会停止执行(我输入了一个有缺陷的 sql 查询来模拟)。

如何处理异常并执行重试?

我在 Pyathena 问题中找到了this,但这对我来说毫无意义,也没有使用说明。

【问题讨论】:

    标签: python pandas amazon-web-services amazon-athena pyathena


    【解决方案1】:

    您正在调用函数 get_athena_data 并将其返回值传递给函数 retry,而不是函数。

    试试这个方法:retry(get_athena_data)

    (已更新) 现在传递一些参数:

    def retry(func, max_tries=5, *args, **kwargs):
        for i in range(max_tries):
            try:
               func(*args, **kwargs)
               print('completed successfully')
               break
            except Exception:
               print('error')
               continue
    
    retry(get_athena_data, arg1, arg2, kwarg1="foo", kwarg2="bar")
    

    【讨论】:

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