Profiling tool: Update comparison mode output format and add error handling

[nartal1]

This PR fixes multiple FEA/bugs.

1. Added appName to profiling output, fixes [FEA] include App Name from profiling tool output #2742
2. Added error handling for comparison functions, fixes [BUG] Profiling tool: Add error handling for comparison functions  #2692
3. Updated output for comparison mode functions, fixes [FEA] Profiling compare mode for table SQL Duration and Executor CPU Time Percent #2685
   Updated the tests and README to relfect these changes.

After adding appName, output will be as below:

+--------+-----------+------------------------------+-------------+-------------+--------+-----------+------------+-------+
|appIndex|appName    |appId                         |startTime    |endTime      |duration|durationStr|sparkVersion|gpuMode|
+--------+-----------+------------------------------+-------------+-------------+--------+-----------+------------+-------+
|1       |Spark shell|application_1616728744956_0028|1616988233052|1616988390501|157449  |2.6 min    |3.0.1       |true   |
|2       |Spark shell|application_1616728744956_0009|1616740267325|1616740893089|625764  |10 min     |3.0.1       |true   |
|3       |Spark shell|application_1616746343401_0025|1617764543255|1617764863521|320266  |5.3 min    |3.0.1       |true   |

For comparison mode, output is updated for below functions:
a. Executor Information:

+--------+------------+----------------+-----------+------------+-------------+--------+--------+--------+------------+--------+--------+
|appIndex|numExecutors|coresPerExecutor|maxMemory  |maxOnHeapMem|maxOffHeapMem|exec_cpu|exec_mem|exec_gpu|exec_offheap|task_cpu|task_gpu|
+--------+------------+----------------+-----------+------------+-------------+--------+--------+--------+------------+--------+--------+
|1       |2           |8               |47055896576|25581060096 |21474836480  |null    |null    |null    |null        |null    |null    |
|2       |2           |8               |55645831168|12696158208 |42949672960  |null    |null    |null    |null        |null    |null    |
|3       |24          |4               |42760929280|25581060096 |17179869184  |null    |null    |null    |null        |null    |null    |
|4       |24          |16              |42760929280|25581060096 |17179869184  |null    |null    |null    |null        |null    |null    |
+--------+------------+----------------+-----------+------------+-------------+--------+--------+--------+------------+--------+--------+

b. Rapids properties which are explicitly set

+------------------------------------------------------------+----------+----------+-------------+-------------+
|propertyName                                                |appIndex_1|appIndex_2|appIndex_3   |appIndex_4   |
+------------------------------------------------------------+----------+----------+-------------+-------------+
|spark.rapids.memory.gpu.debug                               |STDERR    |STDERR    |STDERR       |STDERR       |
|spark.rapids.memory.gpu.pooling.enabled                     |true      |true      |true         |true         |
|spark.rapids.memory.pinnedPool.size                         |16G       |16G       |16G          |16G          |
|spark.rapids.sql.batchSizeBytes                             |1073741824|1073741824|50331648     |null         |
|spark.rapids.sql.castFloatToString.enabled                  |true      |true      |true         |true         |

c. SQL Duration and Executor CPU Time Percent - (sorted order based on appIndex)

+--------+------------------------------+-----+------------+-------------------+------------+------------------+-------------------------+
|appIndex|App ID                        |sqlID|SQL Duration|Contains Dataset Op|App Duration|Potential Problems|Executor CPU Time Percent|
+--------+------------------------------+-----+------------+-------------------+------------+------------------+-------------------------+
|1       |application_1616728744956_0028|1    |18926       |false              |157449      |null              |34.15                    |
|1       |application_1616728744956_0028|0    |57854       |false              |157449      |null              |37.3                     |
|1       |application_1616728744956_0028|2    |14034       |false              |157449      |null              |38.53                    |
|2       |application_1616728744956_0009|0    |62433       |false              |625764      |null              |43.04                    |
|2       |application_1616728744956_0009|2    |15844       |false              |625764      |null              |23.32                    |
|2       |application_1616728744956_0009|1    |24855       |false              |625764      |null              |20.02                    |
|3       |application_1616746343401_0025|0    |259949      |false              |320266      |null              |54.21                    |
|4       |application_1616746343401_0028|2    |8           |false              |1559906     |null              |null                     |
|4       |application_1616746343401_0028|1    |1           |false              |1559906     |null              |null                     |

d. Failed tasks, jobs, stages include appIndex for better mapping:

+--------+-------+--------------+------+-------+----------------------------------------------------------------------------------------------------+
|appIndex|stageId|stageAttemptId|taskId|attempt|failureReason                                                                                       |
+--------+-------+--------------+------+-------+----------------------------------------------------------------------------------------------------+
|3       |4      |0             |2842  |0      |ExceptionFailure(ai.rapids.cudf.CudfException,cuDF failure at: /home/jenkins/agent/workspace/jenkins|
|3       |4      |0             |2858  |0      |TaskKilled(another attempt succeeded,List(AccumulableInfo(453,None,Some(22000),None,false,true,None)|
|3       |4      |0             |2884  |0      |TaskKilled(another attempt succeeded,List(AccumulableInfo(453,None,Some(21148),None,false,true,None)|
|3       |4      |0             |2908  |0      |TaskKilled(another attempt succeeded,List(AccumulableInfo(453,None,Some(20420),None,false,true,None)|

[nartal1]

build

[tgravescs]

What is difference in executor cores and cores per executor?

[nartal1]

These are same. Removed duplicate field. PTAL.

[nartal1]

build