[GIE-GAIA] Profiling for GAIA

[BingqingLyu]

What do these changes do?

• Provide profile tools in GAIA-IR, to show information of time cost, number of intermediate results in each operator, etc.
• Provide graphviz to visualize the profiling results

Related issue number

Fixes #1805

[CLAassistant]

All committers have signed the CLA.

[codecov-commenter]

Codecov Report

Merging #2056 (8216acf) into main (2d57a3d) will decrease coverage by 3.77%.
The diff coverage is n/a.

Additional details and impacted files

@@            Coverage Diff             @@
##             main    #2056      +/-   ##
==========================================
- Coverage   43.83%   40.06%   -3.78%     
==========================================
  Files          87       87              
  Lines        9835     9835              
==========================================
- Hits         4311     3940     -371     
- Misses       5524     5895     +371     

Impacted Files	Coverage Δ
python/graphscope/tests/unittest/test_java_app.py	0.00% <0.00%> (-100.00%)	⬇️
python/graphscope/deploy/hosts/cluster.py	29.41% <0.00%> (-58.83%)	⬇️
python/graphscope/analytical/app/java_app.py	24.36% <0.00%> (-44.68%)	⬇️
python/graphscope/framework/utils.py	40.10% <0.00%> (-14.85%)	⬇️
python/graphscope/framework/app.py	69.95% <0.00%> (-10.33%)	⬇️
python/graphscope/framework/graph_schema.py	52.73% <0.00%> (-6.63%)	⬇️
python/graphscope/tests/conftest.py	48.81% <0.00%> (-4.41%)	⬇️
python/graphscope/client/rpc.py	86.11% <0.00%> (-3.71%)	⬇️
python/graphscope/analytical/udf/utils.py	36.17% <0.00%> (-3.20%)	⬇️
python/graphscope/client/session.py	63.76% <0.00%> (-3.02%)	⬇️
... and 3 more

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[longbinlai]

感觉这个脚本放在这里也不是很合适。

[BingqingLyu]

Moved into engine/pegasus/scripts.