Files
ceres-solver/internal
Mike Vitus f0c3b23684 Increases the performance of the C++11 threading.
Previously, the thread ID was acquired and released on every iteration
of the for loop.  The C++11 concurrent queue implementation is much
slower than TBB's version and consequently this was a huge bottleneck.

This introduces another ParallelFor API which takes the thread ID as a
parameter in the evaluation function.  This allows us to acquire and
release the thread ID for each block of work which drastically improves
the performance.

This change brings us on par with OpenMP and TBB.  See below for a
timing comparison.  Note: in this example this CLs C++11 version is
faster to compute the residuals because TBB still must acquire the
thread ID on every iteration, which has some overhead.

Tested by building and running tests for no threading, OpenMP, TBB, and
C++11 threads.  Also ran bazel tests.

./bin/bundle_adjuster --input=problem-744-543562-pre.txt --num_threads=8

C++11 @Head
Time (in seconds):
  Residual only evaluation           7.819692 (5)
  Jacobian & residual evaluation    11.606063 (6)
  Linear solver                     47.860195 (5)
Minimizer                           70.877072

Total                               90.806338
---------------------------------------------------

C++11 (This CL)
Time (in seconds):
  Residual only evaluation           1.217500 (5)
  Jacobian & residual evaluation     5.796112 (6)
  Linear solver                     44.080873 (5)
Minimizer                           54.635524

Total                               77.640072

---------------------------------------------------
OpenMP
Time (in seconds):
  Residual only evaluation           0.797023 (5)
  Jacobian & residual evaluation     5.633916 (6)
  Linear solver                     43.280020 (5)
Minimizer                           53.199058

Total                               76.250861

---------------------------------------------------
TBB
Time (in seconds):

  Residual only evaluation           1.911095 (5)
  Jacobian & residual evaluation     5.557807 (6)
  Linear solver                     44.074680 (5)
Minimizer                           55.002688

Total                               78.052687

---------------------------------------------------
No Threads

Time (in seconds):

  Residual only evaluation           2.939212 (5)
  Jacobian & residual evaluation    18.519874 (6)
  Linear solver                     74.017837 (5)
Minimizer                           98.980080

Total                              122.216391

Change-Id: I3af959b0771bbdfe8cad8c13896191d6ac903181
2018-03-01 09:00:44 -08:00
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