[GIE-GAIA] Profiling for GAIA

[BingqingLyu]

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What do these changes do?

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

Related issue number

Fixes #1805

[codecov-commenter]

Codecov Report

Merging #1824 (55f04f0) into main (67a45aa) will decrease coverage by 31.15%. The diff coverage is n/a.

@@             Coverage Diff             @@
##             main    #1824       +/-   ##
===========================================
- Coverage   71.48%   40.32%   -31.16%     
===========================================
  Files          89       89               
  Lines        9847     9847               
===========================================
- Hits         7039     3971     -3068     
- Misses       2808     5876     +3068     

Impacted Files	Coverage Δ
...ython/graphscope/tests/unittest/test_cython_ast.py	0.00% <0.00%> (-100.00%)	:arrow_down:
...ython/graphscope/tests/unittest/test_serailaize.py	0.00% <0.00%> (-100.00%)	:arrow_down:
python/graphscope/analytical/udf/patch.py	3.47% <0.00%> (-96.53%)	:arrow_down:
python/graphscope/tests/unittest/test_lazy.py	0.00% <0.00%> (-96.30%)	:arrow_down:
...thon/graphscope/tests/unittest/test_scalability.py	0.00% <0.00%> (-96.16%)	:arrow_down:
python/graphscope/tests/unittest/test_app.py	0.00% <0.00%> (-95.66%)	:arrow_down:
...hon/graphscope/tests/unittest/test_create_graph.py	0.00% <0.00%> (-92.00%)	:arrow_down:
python/graphscope/tests/unittest/test_graph.py	0.00% <0.00%> (-85.57%)	:arrow_down:
python/graphscope/tests/unittest/test_context.py	0.00% <0.00%> (-81.04%)	:arrow_down:
python/graphscope/analytical/udf/wrapper.py	27.27% <0.00%> (-72.73%)	:arrow_down:
... and 37 more

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[BingqingLyu]

Consider use graphviz to visualize the results. Additionally, we can a bi case to demonstrate the result of how this profiling can help optimization.

Have added graphviz for visualizing the results.

[longbinlai]

@bmmcq Hi, bingqing wrote some codes for profiling Pegasus, by logging the run time, size of output/communication data of each operator. See if you have any good advice.