Add Spark properties table to profiling tool output

[tgravescs]

fixes #4753

The profiling tool now prints all the Spark properties into a separate table. It still prints just the rapids related ones into one table so you can easily see those and then all the other Spark properties into a separate table. The spark properties are very useful for comparing applications.

This also has a random change to change a log info message when we see events we don't handle to a log debug message.

examples:

rapids properties no change:

Spark Rapids parameters set explicitly:
+-----------------------------------+----------+----------+
|propertyName                       |appIndex_2|appIndex_1|
+-----------------------------------+----------+----------+
|spark.rapids.memory.pinnedPool.size|2G        |2G        |
|spark.rapids.sql.concurrentGpuTasks|2         |2         |
|spark.rapids.sql.explain           |NOT_ON_GPU|NOT_ON_GPU|
+-----------------------------------+----------+----------+

Added spark properties:

Spark Properties:
+---------------------------------+------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------+
|propertyName                     |appIndex_2                                                                                |appIndex_1                                                                                |
+---------------------------------+------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------+
|spark.app.id                     |local-1622821994212                                                                       |local-1622814619968                                                                       |
|spark.app.name                   |Spark shell                                                                               |Spark shell                                                                               |
....

[nartal1]

LGTM. Do we need to update in spark-profiling-tool.md that spark properties are also covered along with rapids properties?

[tgravescs]

yes, thanks for pointing that out, I added it to list. I didn't put example as it seems like its pretty self explanatory.

[tgravescs]

build