enhance: [2.5] dump pprof info if component stop progress timeout

[weiliu1031]

issue: #39735
pr: #39726

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[codecov]

Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 81.07%. Comparing base (87b39c2) to head (f4e39fa).
Report is 4 commits behind head on 2.5.

Additional details and impacted files

@@             Coverage Diff             @@
##              2.5   #39760       +/-   ##
===========================================
+ Coverage   69.46%   81.07%   +11.61%     
===========================================
  Files         300     1415     +1115     
  Lines       26798   198909   +172111     
===========================================
+ Hits        18616   161273   +142657     
- Misses       8182    32002    +23820     
- Partials        0     5634     +5634     

Components	Coverage Δ
Client	78.26% <ø> (∅)
Core	69.46% <ø> (ø)
Go	83.05% <100.00%> (∅)

Files with missing lines	Coverage Δ
internal/distributed/utils/util.go	80.00% <100.00%> (ø)
pkg/util/paramtable/grpc_param.go	85.85% <100.00%> (ø)
pkg/util/paramtable/service_param.go	99.18% <100.00%> (ø)

... and 1112 files with indirect coverage changes

[weiliu1031]

rerun ut

[weiliu1031]

rerun go-sdk

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/run-cpu-e2e

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