HyukjinKwon opened a new pull request #28152: [SPARK-31382][BUILD] Show a 
better error message for different python and pip installation mistake
URL: https://github.com/apache/spark/pull/28152
 
 
   ### What changes were proposed in this pull request?
   
   This PR proposes to show a better error message when a user mistakenly 
installs `pyspark` from PIP but the default `python` does not point out the 
corresponding `pip`. See 
https://stackoverflow.com/questions/46286436/running-pyspark-after-pip-install-pyspark/49587560
 as an example.
   
   It can be reproduced as below:
   
   I have two Python executables. `python` is Python 3.7. `python2.7` is Python 
2.7.
   
   ```bash
   pip install pyspark
   ```
   
   ```bash
   pyspark
   ```
   
   ```
   ...
   Welcome to
         ____              __
        / __/__  ___ _____/ /__
       _\ \/ _ \/ _ `/ __/  '_/
      /__ / .__/\_,_/_/ /_/\_\   version 2.4.5
         /_/
   
   Using Python version 3.7.3 (default, Mar 27 2019 09:23:15)
   SparkSession available as 'spark'.
   ...
   ```
   
   ```bash
   PYSPARK_PYTHON=python2.7 pyspark
   ```
   
   ```
   Could not find valid SPARK_HOME while searching ['/Users', 
'/usr/local/Cellar/python/3.7.5/Frameworks/Python.framework/Versions/3.7/bin']
   
/usr/local/Cellar/python/3.7.5/Frameworks/Python.framework/Versions/3.7/bin/pyspark:
 line 24: /bin/load-spark-env.sh: No such file or directory
   
/usr/local/Cellar/python/3.7.5/Frameworks/Python.framework/Versions/3.7/bin/pyspark:
 line 77: /bin/spark-submit: No such file or directory
   
/usr/local/Cellar/python/3.7.5/Frameworks/Python.framework/Versions/3.7/bin/pyspark:
 line 77: exec: /bin/spark-submit: cannot execute: No such file or directory
   ```
   
   
   ### Why are the changes needed?
   
   There are multiple questions outside about this error and they have no idea 
what's going on. See:
   
   - 
https://stackoverflow.com/questions/46286436/running-pyspark-after-pip-install-pyspark/49587560
   - 
https://stackoverflow.com/questions/45991888/path-issue-could-not-find-valid-spark-home-while-searching
   - 
https://stackoverflow.com/questions/49707239/pyspark-could-not-find-valid-spark-home
   - 
https://stackoverflow.com/questions/55569985/pyspark-could-not-find-valid-spark-home
   - 
https://stackoverflow.com/questions/48296474/error-could-not-find-valid-spark-home-while-searching-pycharm-in-windows
   - https://github.com/ContinuumIO/anaconda-issues/issues/8076
   
   The answer is usually setting `SPARK_HOME`; however this isn't completely 
correct. 
   
   It works if you set `SPARK_HOME` because `pyspark` executable script 
directly imports the library by using `SPARK_HOME` (see 
https://github.com/apache/spark/blob/master/bin/pyspark#L52-L53) instead of the 
default package location specified via `python` executable. So, this way you 
use a package installed in a different Python, which isn't ideal.
   
   
   
   ### Does this PR introduce any user-facing change?
   
   Yes, it fixes the error message better.
   
   **Before:**
   
   ```
   Could not find valid SPARK_HOME while searching ['/Users', 
'/usr/local/Cellar/python/3.7.5/Frameworks/Python.framework/Versions/3.7/bin']
   ...
   ```
   
   **After:**
   
   ```
   Could not find valid SPARK_HOME while searching ['/Users', 
'/usr/local/Cellar/python/3.7.5/Frameworks/Python.framework/Versions/3.7/bin']
   Did you install PySpark via a package manager such as PIP or Conda? If so, 
your Python executable does not have the PySpark installed. It is possible your 
Python executable does not point out your PIP. Please check your default 
'python' and if you set PYSPARK_PYTHON and/or PYSPARK_DRIVER_PYTHON environment 
variables, and see if you can import PySpark. If you cannot import, you can 
install by using Python executable directly, for example, 'python -m pip 
install pyspark'
   ...
   ```
   
   ### How was this patch tested?
   
   Manually tested as described above.

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