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TimeTBB example: no speedup - actually slower by a factor X20 #92
Comments
@MandyXie could you try to reproduce? |
I ran the example, and got the same issue as you mentioned. I will look into it, and try to figure out what is going on. |
Side note: We can try to integrate a flamegraph library into GTSAM possibly replacing the gttic/toc machinery. |
My results on macOS 10.14:
|
Wondering whether this is something we can fix by looking at where we lose time. Also the amount of parallelism depends on a good ordering, hence we should investigate whether using Metis for example gives us better bang for the buck. Finally, we could share this in the docs and a possible blog post, reminding people about parallelism in the Bayes tree, and possibly providing a flag to try and use the parallel branch or not... |
Note that the |
Note that the previous result is wrong. On my mac it is actually working, with max 4 times improvement with TBB. Assuming a bug specific to the environment (Ubuntu 16.04). Got no time on this currently.
|
For the UBSAN panic here, it is a problem with TBB, RcppCore/RcppParallel#36 In light of the code quality, I strongly believe it is a issue with the Ubuntu 16.04 supplied TBB. @izzys Could you help reproducing this bug on our side? Need your environment, TBB version, compiling command line, etc. Many thanks! |
I can reproduce the issue: Hardware: Intel i7-7500U (2) @ 3.5GHz (having only two cores prob affects the times at higher thread counts) |
I'll add this to my todo list, but not sure if I really have time on this. |
903694b77 Merge pull request #92 from borglab/fix/global-variables abb74dd26 added support for default args, more tests, and docs cfa104257 Merge pull request #83 from borglab/feature/globalVariables fdd7b8cad fixes d4ceb63c6 add correct namespaces to global variable values 925c02c82 global variables works af62fdef7 unit test for global variable 3d3f3f3c9 add "Variable" to the global parsing rule ecfeb2025 rename "Property" to "Variable" and move into separate file git-subtree-dir: wrap git-subtree-split: 903694b777c4c25bd9cc82f8d3950b3bbc33d8f2
Any updates on this issue? $ ./examples/TimeTBB
numberOfProblems = 1000000
problemSize = 4
With 1 threads:
Without memory allocation, grain size = 1, time = 0.332967
Without memory allocation, grain size = 10, time = 0.328845
Without memory allocation, grain size = 100, time = 0.328481
Without memory allocation, grain size = 1000, time = 0.328192
With memory allocation, grain size = 1, time = 0.369558
With memory allocation, grain size = 10, time = 0.369653
With memory allocation, grain size = 100, time = 0.368168
With memory allocation, grain size = 1000, time = 0.368071
With 4 threads:
Without memory allocation, grain size = 1, time = 2.13116
Without memory allocation, grain size = 10, time = 2.10212
Without memory allocation, grain size = 100, time = 2.11296
Without memory allocation, grain size = 1000, time = 2.11572
With memory allocation, grain size = 1, time = 2.39639
With memory allocation, grain size = 10, time = 2.40664
With memory allocation, grain size = 100, time = 2.43013
With memory allocation, grain size = 1000, time = 2.43989
With 8 threads:
Without memory allocation, grain size = 1, time = 3.15854
Without memory allocation, grain size = 10, time = 3.17693
Without memory allocation, grain size = 100, time = 3.17387
Without memory allocation, grain size = 1000, time = 3.17985
With memory allocation, grain size = 1, time = 3.45604
With memory allocation, grain size = 10, time = 3.50903
With memory allocation, grain size = 100, time = 3.51825
With memory allocation, grain size = 1000, time = 3.52622
Summary of results:
4 threads, without allocation, grain size = 1, speedup = 0.156237
4 threads, without allocation, grain size = 10, speedup = 0.156435
4 threads, without allocation, grain size = 100, speedup = 0.15546
4 threads, without allocation, grain size = 1000, speedup = 0.155121
4 threads, with allocation, grain size = 1, speedup = 0.154214
4 threads, with allocation, grain size = 10, speedup = 0.153597
4 threads, with allocation, grain size = 100, speedup = 0.151501
4 threads, with allocation, grain size = 1000, speedup = 0.150855
8 threads, without allocation, grain size = 1, speedup = 0.105418
8 threads, without allocation, grain size = 10, speedup = 0.10351
8 threads, without allocation, grain size = 100, speedup = 0.103496
8 threads, without allocation, grain size = 1000, speedup = 0.10321
8 threads, with allocation, grain size = 1, speedup = 0.106931
8 threads, with allocation, grain size = 10, speedup = 0.105343
8 threads, with allocation, grain size = 100, speedup = 0.104645
8 threads, with allocation, grain size = 1000, speedup = 0.104381 GTSAM build information: $ sudo cmake ..
-- GTSAM is a shared library due to GTSAM_FORCE_SHARED_LIB
-- GTSAM_POSE3_EXPMAP=ON, enabling GTSAM_ROT3_EXPMAP as well
-- Found Eigen version: 3.3.7
-- checking for thread-local storage - found
-- Could NOT find MKL (missing: MKL_INCLUDE_DIR MKL_LIBRARIES)
-- Found Google perftools:
-- Building 3rdparty
-- Could NOT find GeographicLib (missing: GeographicLib_LIBRARY_DIRS GeographicLib_LIBRARIES GeographicLib_INCLUDE_DIRS)
-- Building base
-- Building basis
-- Building geometry
-- Building inference
-- Building symbolic
-- Building discrete
-- Building hybrid
-- Building linear
-- Building nonlinear
-- Building sam
-- Building sfm
-- Building slam
-- Building navigation
-- GTSAM Version: 4.3a0
-- Install prefix: /usr/local
-- Building GTSAM - as a SHARED library
-- Wrote /opt/gtsam/build/GTSAMConfig.cmake
-- Could NOT find Doxygen (missing: DOXYGEN_EXECUTABLE)
-- ===============================================================
-- ================ Configuration Options ======================
-- CMAKE_CXX_COMPILER_ID type : GNU
-- CMAKE_CXX_COMPILER_VERSION : 11.4.0
-- CMake version : 3.22.1
-- CMake generator : Unix Makefiles
-- CMake build tool : /usr/bin/gmake
-- Build flags
-- Build Tests : Disabled
-- Build examples with 'make all' : Disabled
-- Build timing scripts with 'make all' : Disabled
-- Build shared GTSAM libraries : Enabled
-- Put build type in library name : Enabled
-- Build libgtsam_unstable : Disabled
-- Build GTSAM unstable Python : Disabled
-- Build MATLAB Toolbox for unstable : Disabled
-- Build for native architecture : Disabled
-- Build type : Release
-- C compilation flags : -O3 -DNDEBUG
-- C++ compilation flags : -O3 -DNDEBUG
-- Enable Boost serialization : ON
-- GTSAM_COMPILE_FEATURES_PUBLIC : cxx_std_17
-- GTSAM_COMPILE_OPTIONS_PUBLIC :
-- GTSAM_COMPILE_DEFINITIONS_PUBLIC :
-- GTSAM_COMPILE_OPTIONS_PUBLIC_RELEASE :
-- GTSAM_COMPILE_DEFINITIONS_PUBLIC_RELEASE :
-- Use System Eigen : ON (Using version: 3.3.7)
-- Use System Metis : OFF
-- Using Boost version : 1.74.0
-- Use Intel TBB : Yes (Version: 2021.5.0)
-- Eigen will use MKL : MKL not found
-- Eigen will use MKL and OpenMP : OpenMP found but GTSAM_WITH_EIGEN_MKL is disabled
-- Default allocator : TBB
-- Cheirality exceptions enabled : YES
-- Build with ccache : No
-- Packaging flags
-- CPack Source Generator : TGZ
-- CPack Generator : TGZ
-- GTSAM flags
-- Quaternions as default Rot3 : Disabled
-- Runtime consistency checking : Disabled
-- Build with Memory Sanitizer : Disabled
-- Rot3 retract is full ExpMap : Enabled
-- Pose3 retract is full ExpMap : Enabled
-- Enable branch merging in DecisionTree : Enabled
-- Allow features deprecated in GTSAM 4.3 : Enabled
-- Metis-based Nested Dissection : Enabled
-- Use tangent-space preintegration : Enabled
-- MATLAB toolbox flags
-- Install MATLAB toolbox : Disabled
-- Python toolbox flags
-- Build Python module with pybind : Disabled
-- ===============================================================
-- Configuring done
-- Generating done
-- Build files have been written to: /opt/gtsam/build |
Another example with $ ./examples/SolverComparer --incremental -d w10000 -o w_inc --threads 8
Loading dataset w10000
Using 8 threads
Looking for first measurement from step 0
Looks like 0 is the first time step, so adding a prior on it
Playing forward time steps...
chi2 = -nan
Step 0
-Total: 0 CPU (0 times, 0 wall, 0 children, min: 0 max: 0)
| -Collect measurements: 0 CPU (1 times, 2e-06 wall, 0 children, min: 0 max: 0)
| -Update ISAM2: 0 CPU (1 times, 2e-06 wall, 0 children, min: 0 max: 0)
| -chi2: 0 CPU (1 times, 3.4e-05 wall, 0 children, min: 0 max: 0)
chi2 = 0.00172843
Step 1000
-Total: 0 CPU (0 times, 0 wall, 0.71 children, min: 0 max: 0)
| -Collect measurements: 0.08 CPU (1001 times, 0.030624 wall, 0.08 children, min: 0 max: 0.01)
| -Update ISAM2: 0.63 CPU (1001 times, 0.11614 wall, 0.63 children, min: 0 max: 0.01)
| -chi2: 0 CPU (2 times, 0.000611 wall, 0 children, min: 0 max: 0)
chi2 = 0.00175299
Step 2000
-Total: 0 CPU (0 times, 0 wall, 1.85 children, min: 0 max: 0)
| -Collect measurements: 0.18 CPU (2001 times, 0.093793 wall, 0.18 children, min: 0 max: 0.01)
| -Update ISAM2: 1.67 CPU (2001 times, 0.334617 wall, 1.67 children, min: 0 max: 0.02)
| -chi2: 0 CPU (3 times, 0.001946 wall, 0 children, min: 0 max: 0)
chi2 = 0.00177148
Step 3000
-Total: 0 CPU (0 times, 0 wall, 4.29 children, min: 0 max: 0)
| -Collect measurements: 0.52 CPU (3001 times, 0.358602 wall, 0.52 children, min: 0 max: 0.01)
| -Update ISAM2: 3.77 CPU (3001 times, 0.948901 wall, 3.77 children, min: 0 max: 0.02)
| -chi2: 0 CPU (4 times, 0.005088 wall, 0 children, min: 0 max: 0)
chi2 = 0.00177683
Step 4000
-Total: 0 CPU (0 times, 0 wall, 7.88 children, min: 0 max: 0)
| -Collect measurements: 1.09 CPU (4001 times, 0.882309 wall, 1.09 children, min: 0 max: 0.02)
| -Update ISAM2: 6.78 CPU (4001 times, 1.9246 wall, 6.78 children, min: 0 max: 0.05)
| -chi2: 0.01 CPU (5 times, 0.008837 wall, 0.01 children, min: 0.01 max: 0.01)
chi2 = 0.00177331
Step 5000
-Total: 0 CPU (0 times, 0 wall, 11.41 children, min: 0 max: 0)
| -Collect measurements: 1.47 CPU (5001 times, 1.19369 wall, 1.47 children, min: 0 max: 0.02)
| -Update ISAM2: 9.93 CPU (5001 times, 2.90427 wall, 9.93 children, min: 0.01 max: 0.05)
| -chi2: 0.01 CPU (6 times, 0.014129 wall, 0.01 children, min: 0 max: 0.01)
chi2 = 0.00178298
Step 6000
-Total: 0 CPU (0 times, 0 wall, 16.1 children, min: 0 max: 0)
| -Collect measurements: 2.55 CPU (6001 times, 2.11069 wall, 2.55 children, min: 0 max: 0.02)
| -Update ISAM2: 13.54 CPU (6001 times, 4.45979 wall, 13.54 children, min: 0.01 max: 0.09)
| -chi2: 0.01 CPU (7 times, 0.022692 wall, 0.01 children, min: 0 max: 0.01)
chi2 = 0.00177962
Step 7000
-Total: 0 CPU (0 times, 0 wall, 19.68 children, min: 0 max: 0)
| -Collect measurements: 3.37 CPU (7001 times, 2.9156 wall, 3.37 children, min: 0 max: 0.02)
| -Update ISAM2: 16.29 CPU (7001 times, 5.65427 wall, 16.29 children, min: 0 max: 0.11)
| -chi2: 0.02 CPU (8 times, 0.029358 wall, 0.02 children, min: 0.01 max: 0.01)
chi2 = 0.00177708
Step 8000
-Total: 0 CPU (0 times, 0 wall, 23.28 children, min: 0 max: 0)
| -Collect measurements: 4.16 CPU (8001 times, 3.72301 wall, 4.16 children, min: 0 max: 0.02)
| -Update ISAM2: 19.09 CPU (8001 times, 6.79453 wall, 19.09 children, min: 0.01 max: 0.11)
| -chi2: 0.03 CPU (9 times, 0.041096 wall, 0.03 children, min: 0.01 max: 0.01)
chi2 = 0.00177835
Step 9000
-Total: 0 CPU (0 times, 0 wall, 29.51 children, min: 0 max: 0)
| -Collect measurements: 6.08 CPU (9001 times, 5.58775 wall, 6.08 children, min: 0 max: 0.02)
| -Update ISAM2: 23.38 CPU (9001 times, 9.15137 wall, 23.38 children, min: 0 max: 0.17)
| -chi2: 0.05 CPU (10 times, 0.055059 wall, 0.05 children, min: 0.02 max: 0.02)
Writing output file w_inc
unregistered class - derived class not registered or exported $ ./examples/SolverComparer --incremental -d w10000 -o w_inc --threads 4
Loading dataset w10000
Using 4 threads
Looking for first measurement from step 0
Looks like 0 is the first time step, so adding a prior on it
Playing forward time steps...
chi2 = -nan
Step 0
-Total: 0 CPU (0 times, 0 wall, 0 children, min: 0 max: 0)
| -Collect measurements: 0 CPU (1 times, 1e-06 wall, 0 children, min: 0 max: 0)
| -Update ISAM2: 0 CPU (1 times, 1e-06 wall, 0 children, min: 0 max: 0)
| -chi2: 0 CPU (1 times, 3.3e-05 wall, 0 children, min: 0 max: 0)
chi2 = 0.00172843
Step 1000
-Total: 0 CPU (0 times, 0 wall, 0.36 children, min: 0 max: 0)
| -Collect measurements: 0.07 CPU (1001 times, 0.030023 wall, 0.07 children, min: 0 max: 0.01)
| -Update ISAM2: 0.29 CPU (1001 times, 0.108681 wall, 0.29 children, min: 0 max: 0.01)
| -chi2: 0 CPU (2 times, 0.00063 wall, 0 children, min: 0 max: 0)
chi2 = 0.00175299
Step 2000
-Total: 0 CPU (0 times, 0 wall, 0.98 children, min: 0 max: 0)
| -Collect measurements: 0.15 CPU (2001 times, 0.091805 wall, 0.15 children, min: 0 max: 0.01)
| -Update ISAM2: 0.82 CPU (2001 times, 0.31337 wall, 0.82 children, min: 0 max: 0.01)
| -chi2: 0.01 CPU (3 times, 0.001879 wall, 0.01 children, min: 0.01 max: 0.01)
chi2 = 0.00177148
Step 3000
-Total: 0 CPU (0 times, 0 wall, 2.5 children, min: 0 max: 0)
| -Collect measurements: 0.37 CPU (3001 times, 0.355865 wall, 0.37 children, min: 0 max: 0.01)
| -Update ISAM2: 2.11 CPU (3001 times, 0.910435 wall, 2.11 children, min: 0 max: 0.02)
| -chi2: 0.02 CPU (4 times, 0.00504 wall, 0.02 children, min: 0.01 max: 0.01)
chi2 = 0.00177683
Step 4000
-Total: 0 CPU (0 times, 0 wall, 4.89 children, min: 0 max: 0)
| -Collect measurements: 0.92 CPU (4001 times, 0.877368 wall, 0.92 children, min: 0 max: 0.01)
| -Update ISAM2: 3.94 CPU (4001 times, 1.85701 wall, 3.94 children, min: 0 max: 0.04)
| -chi2: 0.03 CPU (5 times, 0.008958 wall, 0.03 children, min: 0.01 max: 0.01)
chi2 = 0.00177331
Step 5000
-Total: 0 CPU (0 times, 0 wall, 7.08 children, min: 0 max: 0)
| -Collect measurements: 1.16 CPU (5001 times, 1.18555 wall, 1.16 children, min: 0 max: 0.01)
| -Update ISAM2: 5.88 CPU (5001 times, 2.80783 wall, 5.88 children, min: 0 max: 0.04)
| -chi2: 0.04 CPU (6 times, 0.014088 wall, 0.04 children, min: 0.01 max: 0.01)
chi2 = 0.00178298
Step 6000
-Total: 0 CPU (0 times, 0 wall, 10.64 children, min: 0 max: 0)
| -Collect measurements: 2.02 CPU (6001 times, 2.10637 wall, 2.02 children, min: 0 max: 0.01)
| -Update ISAM2: 8.57 CPU (6001 times, 4.3782 wall, 8.57 children, min: 0.01 max: 0.09)
| -chi2: 0.05 CPU (7 times, 0.023237 wall, 0.05 children, min: 0.01 max: 0.01)
chi2 = 0.00177962
Step 7000
-Total: 0 CPU (0 times, 0 wall, 13.63 children, min: 0 max: 0)
| -Collect measurements: 2.9 CPU (7001 times, 2.91521 wall, 2.9 children, min: 0 max: 0.01)
| -Update ISAM2: 10.67 CPU (7001 times, 5.61952 wall, 10.67 children, min: 0 max: 0.09)
| -chi2: 0.06 CPU (8 times, 0.030003 wall, 0.06 children, min: 0.01 max: 0.01)
chi2 = 0.00177708
Step 8000
-Total: 0 CPU (0 times, 0 wall, 16.33 children, min: 0 max: 0)
| -Collect measurements: 3.77 CPU (8001 times, 3.71799 wall, 3.77 children, min: 0 max: 0.02)
| -Update ISAM2: 12.49 CPU (8001 times, 6.74208 wall, 12.49 children, min: 0.01 max: 0.09)
| -chi2: 0.07 CPU (9 times, 0.041187 wall, 0.07 children, min: 0.01 max: 0.01)
chi2 = 0.00177835
Step 9000
-Total: 0 CPU (0 times, 0 wall, 21.79 children, min: 0 max: 0)
| -Collect measurements: 5.86 CPU (9001 times, 5.61159 wall, 5.86 children, min: 0 max: 0.02)
| -Update ISAM2: 15.85 CPU (9001 times, 9.07511 wall, 15.85 children, min: 0.01 max: 0.11)
| -chi2: 0.08 CPU (10 times, 0.055581 wall, 0.08 children, min: 0.01 max: 0.01)
Writing output file w_inc
unregistered class - derived class not registered or exported My laptop has hybrid CPU Intel Core i7-13700H and I also tried TBB version 2021.12, which is newer than v2021.9.0 that is announced to be compatible with the hybrid CPUs. |
Description
When running the example: TimeTBB.cpp, here are the results:
numberOfProblems = 1000000
problemSize = 4
With 1 threads:
Without memory allocation, grain size = 1, time = 0.284984
Without memory allocation, grain size = 10, time = 0.279206
Without memory allocation, grain size = 100, time = 0.256432
Without memory allocation, grain size = 1000, time = 0.253955
With memory allocation, grain size = 1, time = 0.422034
With memory allocation, grain size = 10, time = 0.444783
With memory allocation, grain size = 100, time = 0.437323
With memory allocation, grain size = 1000, time = 0.418359
With 4 threads:
Without memory allocation, grain size = 1, time = 4.46345
Without memory allocation, grain size = 10, time = 4.58412
Without memory allocation, grain size = 100, time = 4.66668
Without memory allocation, grain size = 1000, time = 4.60369
With memory allocation, grain size = 1, time = 5.07619
With memory allocation, grain size = 10, time = 5.38483
With memory allocation, grain size = 100, time = 5.23105
With memory allocation, grain size = 1000, time = 5.28864
With 8 threads:
Without memory allocation, grain size = 1, time = 5.24027
Without memory allocation, grain size = 10, time = 5.25576
Without memory allocation, grain size = 100, time = 5.2626
Without memory allocation, grain size = 1000, time = 5.25358
With memory allocation, grain size = 1, time = 5.95175
With memory allocation, grain size = 10, time = 5.93275
With memory allocation, grain size = 100, time = 5.92773
With memory allocation, grain size = 1000, time = 5.93785
Summary of results:
4 threads, without allocation, grain size = 1, speedup = 0.0638485
4 threads, without allocation, grain size = 10, speedup = 0.0609071
4 threads, without allocation, grain size = 100, speedup = 0.0549497
4 threads, without allocation, grain size = 1000, speedup = 0.0551635
4 threads, with allocation, grain size = 1, speedup = 0.0831399
4 threads, with allocation, grain size = 10, speedup = 0.0825993
4 threads, with allocation, grain size = 100, speedup = 0.0836012
4 threads, with allocation, grain size = 1000, speedup = 0.0791052
8 threads, without allocation, grain size = 1, speedup = 0.0543836
8 threads, without allocation, grain size = 10, speedup = 0.0531238
8 threads, without allocation, grain size = 100, speedup = 0.0487273
8 threads, without allocation, grain size = 1000, speedup = 0.0483396
8 threads, with allocation, grain size = 1, speedup = 0.0709091
8 threads, with allocation, grain size = 10, speedup = 0.0749709
8 threads, with allocation, grain size = 100, speedup = 0.0737758
8 threads, with allocation, grain size = 1000, speedup = 0.0704562
Steps to reproduce
Just run the example.
Expected behavior
i would expect some speedup, and not a slow down...
Environment
Linux 16.04
Intel i7
Here is my CMAKE output:
-- GTSAM_SOURCE_ROOT_DIR: [/home/izzys/samples/gtsam_samples]$<$ <COMPILE_LANGUAGE:CXX>:-std=c++11>;-march=native
-- Boost version: 1.58.0
-- Found the following Boost libraries:
-- serialization
-- system
-- filesystem
-- thread
-- program_options
-- date_time
-- timer
-- chrono
-- regex
-- atomic
-- GTSAM_BOOST_LIBRARIES: optimized;/usr/lib/x86_64-linux-gnu/libboost_serialization.so;optimized;/usr/lib/x86_64-linux-gnu/libboost_system.so;optimized;/usr/lib/x86_64-linux-gnu/libboost_filesystem.so;optimized;/usr/lib/x86_64-linux-gnu/libboost_thread.so;optimized;/usr/lib/x86_64-linux-gnu/libboost_date_time.so;optimized;/usr/lib/x86_64-linux-gnu/libboost_regex.so;debug;/usr/lib/x86_64-linux-gnu/libboost_serialization.so;debug;/usr/lib/x86_64-linux-gnu/libboost_system.so;debug;/usr/lib/x86_64-linux-gnu/libboost_filesystem.so;debug;/usr/lib/x86_64-linux-gnu/libboost_thread.so;debug;/usr/lib/x86_64-linux-gnu/libboost_date_time.so;debug;/usr/lib/x86_64-linux-gnu/libboost_regex.so
Ignoring Boost restriction on optional lvalue assignment from rvalues
-- Found Eigen version: 3.3.7
-- Building 3rdparty
-- checking for thread-local storage - found
-- Could NOT find GeographicLib (missing: GeographicLib_LIBRARY_DIRS GeographicLib_LIBRARIES GeographicLib_INCLUDE_DIRS)
-- Building base
-- Building geometry
-- Building inference
-- Building symbolic
-- Building discrete
-- Building linear
-- Building nonlinear
-- Building sam
-- Building sfm
-- Building slam
-- Building smart
-- Building navigation
-- GTSAM Version: 4.0.0
-- Install prefix: /usr/local
-- Building GTSAM - shared: ON
-- Wrote /home/tc34738/samples/gtsam_samples/gtsam-build/GTSAMConfig.cmake
-- Could NOT find Doxygen (missing: DOXYGEN_EXECUTABLE)
-- ===============================================================
-- ================ Configuration Options ======================
-- CMAKE_CXX_COMPILER_ID type : GNU
-- CMAKE_CXX_COMPILER_VERSION : 5.4.0
-- CMake version : 3.5.1
-- CMake generator : Unix Makefiles
-- CMake build tool : /usr/bin/make
-- Build flags
-- Build Tests : Enabled
-- Build examples with 'make all' : Enabled
-- Build timing scripts with 'make all': Disabled
-- Build shared GTSAM libraries : Enabled
-- Put build type in library name : Enabled
-- Build libgtsam_unstable : Disabled
-- Build for native architecture : Enabled
-- Build type : Release
-- C compilation flags : -O3 -DNDEBUG
-- C++ compilation flags : -O3 -DNDEBUG
-- GTSAM_COMPILE_FEATURES_PUBLIC :
-- GTSAM_COMPILE_OPTIONS_PRIVATE : -Wall;$<$CONFIG:Debug:-g;-fno-inline>;$<$CONFIG:Release:-O3>;$<$CONFIG:Timing:-g;-O3>;$<$CONFIG:Profiling:-O3>;$<$CONFIG:RelWithDebInfo:-g;-O3>;-Wno-unused-local-typedefs
-- GTSAM_COMPILE_OPTIONS_PUBLIC :
-- GTSAM_COMPILE_DEFINITIONS_PRIVATE : $<$CONFIG:Debug:_DEBUG;EIGEN_INITIALIZE_MATRICES_BY_NAN>;$<$CONFIG:Release:NDEBUG>;$<$CONFIG:Timing:NDEBUG;ENABLE_TIMING>;$<$CONFIG:Profiling:NDEBUG>;$<$CONFIG:RelWithDebInfo:NDEBUG>
-- GTSAM_COMPILE_DEFINITIONS_PUBLIC : BOOST_OPTIONAL_ALLOW_BINDING_TO_RVALUES;BOOST_OPTIONAL_CONFIG_ALLOW_BINDING_TO_RVALUES
-- GTSAM_COMPILE_OPTIONS_PRIVATE_DEBUG : -g;-fno-inline
-- GTSAM_COMPILE_OPTIONS_PUBLIC_DEBUG :
-- GTSAM_COMPILE_DEFINITIONS_PRIVATE_DEBUG : _DEBUG;EIGEN_INITIALIZE_MATRICES_BY_NAN
-- GTSAM_COMPILE_DEFINITIONS_PUBLIC_DEBUG :
-- GTSAM_COMPILE_OPTIONS_PRIVATE_RELEASE : -O3
-- GTSAM_COMPILE_OPTIONS_PUBLIC_RELEASE :
-- GTSAM_COMPILE_DEFINITIONS_PRIVATE_RELEASE : NDEBUG
-- GTSAM_COMPILE_DEFINITIONS_PUBLIC_RELEASE :
-- GTSAM_COMPILE_OPTIONS_PRIVATE_TIMING : -g;-O3
-- GTSAM_COMPILE_OPTIONS_PUBLIC_TIMING :
-- GTSAM_COMPILE_DEFINITIONS_PRIVATE_TIMING : NDEBUG;ENABLE_TIMING
-- GTSAM_COMPILE_DEFINITIONS_PUBLIC_TIMING :
-- GTSAM_COMPILE_OPTIONS_PRIVATE_PROFILING : -O3
-- GTSAM_COMPILE_OPTIONS_PUBLIC_PROFILING :
-- GTSAM_COMPILE_DEFINITIONS_PRIVATE_PROFILING : NDEBUG
-- GTSAM_COMPILE_DEFINITIONS_PUBLIC_PROFILING :
-- GTSAM_COMPILE_OPTIONS_PRIVATE_RELWITHDEBINFO : -g;-O3
-- GTSAM_COMPILE_OPTIONS_PUBLIC_RELWITHDEBINFO :
-- GTSAM_COMPILE_DEFINITIONS_PRIVATE_RELWITHDEBINFO : NDEBUG
-- GTSAM_COMPILE_DEFINITIONS_PUBLIC_RELWITHDEBINFO :
-- GTSAM_COMPILE_OPTIONS_PRIVATE_MINSIZEREL :
-- GTSAM_COMPILE_OPTIONS_PUBLIC_MINSIZEREL :
-- GTSAM_COMPILE_DEFINITIONS_PRIVATE_MINSIZEREL :
-- GTSAM_COMPILE_DEFINITIONS_PUBLIC_MINSIZEREL :
-- Use System Eigen : OFF (Using version: 3.3.7)
-- Use Intel TBB : Yes
-- Eigen will use MKL : MKL found but GTSAM_WITH_EIGEN_MKL is disabled
-- Eigen will use MKL and OpenMP : OpenMP found but GTSAM_WITH_EIGEN_MKL is disabled
-- Default allocator : TBB
-- Build with ccache : No
-- Packaging flags
-- CPack Source Generator : TGZ
-- CPack Generator : TGZ
-- GTSAM flags
-- Quaternions as default Rot3 : Disabled
-- Runtime consistency checking : Disabled
-- Rot3 retract is full ExpMap : Disabled
-- Pose3 retract is full ExpMap : Disabled
-- Deprecated in GTSAM 4 allowed : Enabled
-- Point3 is typedef to Vector3 : Disabled
-- Metis-based Nested Dissection : Enabled
-- Use tangent-space preintegration: Enabled
-- Build Wrap : Disabled
-- MATLAB toolbox flags
-- Install matlab toolbox : Disabled
-- Cython toolbox flags
-- Install Cython toolbox : Disabled
-- ===============================================================
-- Configuring done
-- Generating done
-- Build files have been written to: /home/izzys/samples/gtsam_samples/gtsam-build
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