[FEA] QualificationTool. Add speedup information to AppSummaryInfo

[amahussein]

Splitting Scope of #5176

Is your feature request related to a problem? Please describe.

1- We need to add more information to the output of the Qualification tool:

    longestSqlDuration: Long,
    nonSqlTaskDurationAndOverhead: Long,
    estimatedDuration: Double,
    unsupportedDuration: Long,
    speedupDuration: Long,
    speedupFactor: Double,
    totalSpeedup: Double,
    speedupBucket: String

2- Add a cmdLine option to generate UI report.
By default is is disabled.
For the first initial commit, enabling the flag won't generate UI report because the static code generation is not merged yet.

Describe the solution you'd like

• longestSqlDuration: returns Max(sqlDurationTime)
• nonSqlTaskDurationAndOverhead: Assume that overhead is the all time windows that do not overlap with a running job.
• unsupportedDuration: Considering sqlDataframeTaskDuration, this will sum-up all operators that are not supported by RAPIDS.
• speedupDuration: the duration that can take advantage of the GPU acceleration. sqlDataframeTaskDuration - unsupportedDuration.
• speedupFactor: assuming that there is a speedup factor for each operator. The speedupFactor is the aggregate of all the operators.
• estimatedDuration: duration of the app if it was executed on the GPU. Note that the overhead still counts. (speedupDuration/speedupFactor) + unsupportedDuration + nonSQLDuration
• totalSpeedup: ratio between appTaskDuration and estimatedDuration where appTaskDuration is nonSQLDuration + sqlDataframeTaskDuration
• speedupBucket: this represents the classification of the app (Strongly Recommended, Recommended, Not Recommended)
  total_speedup = app_duration / estimated_duration

if (total_speedup > 3) 
then speedup_bucket to Strongly Recommended
else if (total_speedup > 1.25) 
then speedup_bucket to Recommended
else 
speedup_bucket to Not Recommended

Additional context

This request is to split #5176 (and the draft PR #5407) to separate between UI code generation and the extensions needed to be done in the Qualification tool to generate a summary about GPU Recommendations