Analyzer: Initialization - Add baseline-based data diagnosis module

[yukirora]

Description
Add data diagnosis module.

Major Revision

• Add DataDiagnosis class to support rule-based data diagnosis for result summary jsonl file of multi nodes
• Add RuleOp class to define rule operators

[codecov]

Codecov Report

Merging #242 (0e71e3e) into main (213ab14) will decrease coverage by 0.18%.
The diff coverage is 84.74%.

@@            Coverage Diff             @@
##             main     #242      +/-   ##
==========================================
- Coverage   87.79%   87.61%   -0.19%     
==========================================
  Files          66       70       +4     
  Lines        3639     3947     +308     
==========================================
+ Hits         3195     3458     +263     
- Misses        444      489      +45     

Flag	Coverage Δ
cpu-unit-test	72.04% <84.53%> (+1.12%)	⬆️
cuda-unit-test	87.56% <84.74%> (-0.19%)	⬇️

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Impacted Files	Coverage Δ
superbench/analyzer/data_diagnosis.py	81.61% <81.61%> (ø)
superbench/analyzer/file_handler.py	82.17% <82.17%> (ø)
superbench/analyzer/diagnosis_rule_op.py	94.02% <94.02%> (ø)
superbench/analyzer/__init__.py	100.00% <100.00%> (ø)
superbench/common/utils/logging.py	100.00% <0.00%> (+6.89%)	⬆️

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