Github user yaooqinn commented on the issue:

    https://github.com/apache/spark/pull/19840
  
    i guess specifing `PYSPARK_PYTHON=~/anaconda3/envs/py3/bin/python` 
overwrites spark.executorEnv.PYSPARK_PYTHON by 
[context.py#L156](https://github.com/yaooqinn/spark/blob/8ff5663fe9a32eae79c8ee6bc310409170a8da64/python/pyspark/context.py#L156),
 where should use `setIfMissing`


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