From a18515f9b7394be1764aa843b5c16509414e0d02 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Markus=20M=C3=BCtzel?= Date: Wed, 20 Dec 2023 17:58:43 +0100 Subject: [PATCH 1/9] CI: Display CPU information for runner at start of job. --- .github/workflows/build-arch-emu.yaml | 8 ++++++++ .github/workflows/build.yaml | 4 +++- .github/workflows/macos.yaml | 5 +++++ .github/workflows/root-cmakelists.yaml | 3 +++ 4 files changed, 19 insertions(+), 1 deletion(-) diff --git a/.github/workflows/build-arch-emu.yaml b/.github/workflows/build-arch-emu.yaml index e4598008cb..793e1c43ad 100644 --- a/.github/workflows/build-arch-emu.yaml +++ b/.github/workflows/build-arch-emu.yaml @@ -51,6 +51,10 @@ jobs: name: alpine (${{ matrix.arch }}) steps: + - name: get CPU information (host) + shell: bash + run: lscpu + - name: checkout repository uses: actions/checkout@v3 # shell: bash @@ -70,6 +74,10 @@ jobs: mpfr-dev lapack-dev valgrind + util-linux-misc + + - name: get CPU information (emulated) + run: lscpu - name: prepare ccache # create key with human readable timestamp diff --git a/.github/workflows/build.yaml b/.github/workflows/build.yaml index f34c8d0c5e..c133e77df3 100644 --- a/.github/workflows/build.yaml +++ b/.github/workflows/build.yaml @@ -14,7 +14,6 @@ env: BUILD_LIBS: "SuiteSparse_config:Mongoose:AMD:BTF:CAMD:CCOLAMD:COLAMD:CHOLMOD:CSparse:CXSparse:LDL:KLU:UMFPACK:ParU:RBio:SPQR:SPEX:GraphBLAS:LAGraph" # string with name of libraries to be checked CHECK_LIBS: "SuiteSparse_config:Mongoose:AMD:BTF:CAMD:CCOLAMD:COLAMD:CHOLMOD:CSparse:CXSparse:LDL:KLU:UMFPACK:ParU:RBio:SPQR:SPEX:GraphBLAS:LAGraph" - CHECK_LIBS_MAC: "SuiteSparse_config:Mongoose:AMD:BTF:CAMD:CCOLAMD:COLAMD:CHOLMOD:CSparse:CXSparse:LDL:KLU:UMFPACK:RBio:SPQR:SPEX:GraphBLAS:LAGraph" jobs: @@ -85,6 +84,9 @@ jobs: CXX: ${{ matrix.cxx }} steps: + - name: get CPU information + run: lscpu + - name: checkout repository uses: actions/checkout@v3 diff --git a/.github/workflows/macos.yaml b/.github/workflows/macos.yaml index 7e0fc529cb..62480aefae 100644 --- a/.github/workflows/macos.yaml +++ b/.github/workflows/macos.yaml @@ -21,6 +21,11 @@ jobs: runs-on: macos-latest steps: + - name: get runner hardware information + run: | + sysctl hw + sysctl machdep + - name: checkout repository uses: actions/checkout@v3 diff --git a/.github/workflows/root-cmakelists.yaml b/.github/workflows/root-cmakelists.yaml index 64404fb03d..46e818ec41 100644 --- a/.github/workflows/root-cmakelists.yaml +++ b/.github/workflows/root-cmakelists.yaml @@ -70,6 +70,9 @@ jobs: CXX: ${{ matrix.cxx }} steps: + - name: get CPU information + run: lscpu + - name: checkout repository uses: actions/checkout@v3 From f7a8349da43886bdb5d27631c0a236b4ce38e946 Mon Sep 17 00:00:00 2001 From: Tim Davis Date: Sat, 23 Dec 2023 07:49:14 -0600 Subject: [PATCH 2/9] CHOLMOD: fixing OpenMP private(...), and GPU allocation (start/end) --- CHOLMOD/Config/cholmod.h.in | 3 + CHOLMOD/Demo/cholmod_di_demo.c | 22 +- CHOLMOD/Demo/cholmod_dl_demo.c | 22 +- CHOLMOD/Demo/cholmod_si_demo.c | 22 +- CHOLMOD/Demo/cholmod_sl_demo.c | 22 +- CHOLMOD/Demo/gpu.sh | 10 + CHOLMOD/GPU/cholmod_gpu.c | 139 ++++++++--- CHOLMOD/GPU/t_cholmod_gpu.c | 220 +++++++++--------- CHOLMOD/Include/cholmod.h | 3 + CHOLMOD/Makefile | 3 + .../t_cholmod_super_numeric_worker.c | 80 ++++--- 11 files changed, 328 insertions(+), 218 deletions(-) diff --git a/CHOLMOD/Config/cholmod.h.in b/CHOLMOD/Config/cholmod.h.in index 038437270d..31de0426d9 100644 --- a/CHOLMOD/Config/cholmod.h.in +++ b/CHOLMOD/Config/cholmod.h.in @@ -4063,6 +4063,9 @@ int cholmod_l_gpu_probe ( cholmod_common *Common ) ; int cholmod_gpu_deallocate ( cholmod_common *Common ) ; int cholmod_l_gpu_deallocate ( cholmod_common *Common ) ; +int cholmod_gpu_start ( cholmod_common *Common ) ; +int cholmod_l_gpu_start ( cholmod_common *Common ) ; + void cholmod_gpu_end ( cholmod_common *Common ) ; void cholmod_l_gpu_end ( cholmod_common *Common ) ; diff --git a/CHOLMOD/Demo/cholmod_di_demo.c b/CHOLMOD/Demo/cholmod_di_demo.c index 125a4e0fc5..5fea8cd11b 100644 --- a/CHOLMOD/Demo/cholmod_di_demo.c +++ b/CHOLMOD/Demo/cholmod_di_demo.c @@ -123,7 +123,7 @@ int main (int argc, char **argv) cm = &Common ; cholmod_start (cm) ; - cm->print = 4 ; + cm->print = 3 ; cm->prefer_zomplex = prefer_zomplex ; @@ -279,6 +279,12 @@ int main (int argc, char **argv) // analyze and factorize //-------------------------------------------------------------------------- + double maxresid = 0 ; + +for (int overall_trials = 0 ; overall_trials <= 1 ; overall_trials++) +{ + printf ("\n=== Overall Trial: %d\n", overall_trials) ; + t = CPUTIME ; L = cholmod_analyze (A, cm) ; ta = CPUTIME - t ; @@ -704,21 +710,20 @@ int main (int argc, char **argv) { printf ("nnz(L) / nnz(A): %8.1f\n", cm->lnz / cm->anz) ; } - printf ("analyze cputime: %12.4f\n", ta) ; - printf ("factor cputime: %12.4f mflop: %8.1f\n", tf, + printf ("analyze time: %12.4f\n", ta) ; + printf ("factor time: %12.4f mflop: %8.1f\n", tf, (tf == 0) ? 0 : (1e-6*cm->fl / tf)) ; - printf ("solve cputime: %12.4f mflop: %8.1f\n", ts [0], + printf ("solve time: %12.4f mflop: %8.1f\n", ts [0], (ts [0] == 0) ? 0 : (1e-6*4*cm->lnz / ts [0])) ; - printf ("overall cputime: %12.4f mflop: %8.1f\n", + printf ("overall time: %12.4f mflop: %8.1f\n", tot, (tot == 0) ? 0 : (1e-6 * (cm->fl + 4 * cm->lnz) / tot)) ; - printf ("solve cputime: %12.4f mflop: %8.1f (%d trials)\n", ts [1], + printf ("solve time: %12.4f mflop: %8.1f (%d trials)\n", ts [1], (ts [1] == 0) ? 0 : (1e-6*4*cm->lnz / ts [1]), NTRIALS) ; - printf ("solve2 cputime: %12.4f mflop: %8.1f (%d trials)\n", ts [2], + printf ("solve2 time: %12.4f mflop: %8.1f (%d trials)\n", ts [2], (ts [2] == 0) ? 0 : (1e-6*4*cm->lnz / ts [2]), NTRIALS) ; printf ("peak memory usage: %12.0f (MB)\n", (double) (cm->memory_usage) / 1048576.) ; printf ("residual (|Ax-b|/(|A||x|+|b|)): ") ; - double maxresid = 0 ; for (method = 0 ; method <= nmethods ; method++) { printf ("%8.2e ", resid [method]) ; @@ -743,6 +748,7 @@ int main (int argc, char **argv) cholmod_free_factor (&L, cm) ; cholmod_free_dense (&X, cm) ; +} //-------------------------------------------------------------------------- // free matrices and finish CHOLMOD diff --git a/CHOLMOD/Demo/cholmod_dl_demo.c b/CHOLMOD/Demo/cholmod_dl_demo.c index 4c1366efa5..e84fa194ee 100644 --- a/CHOLMOD/Demo/cholmod_dl_demo.c +++ b/CHOLMOD/Demo/cholmod_dl_demo.c @@ -123,7 +123,7 @@ int main (int argc, char **argv) cm = &Common ; cholmod_l_start (cm) ; - cm->print = 4 ; + cm->print = 3 ; cm->prefer_zomplex = prefer_zomplex ; @@ -279,6 +279,12 @@ int main (int argc, char **argv) // analyze and factorize //-------------------------------------------------------------------------- + double maxresid = 0 ; + +for (int overall_trials = 0 ; overall_trials <= 1 ; overall_trials++) +{ + printf ("\n=== Overall Trial: %d\n", overall_trials) ; + t = CPUTIME ; L = cholmod_l_analyze (A, cm) ; ta = CPUTIME - t ; @@ -704,21 +710,20 @@ int main (int argc, char **argv) { printf ("nnz(L) / nnz(A): %8.1f\n", cm->lnz / cm->anz) ; } - printf ("analyze cputime: %12.4f\n", ta) ; - printf ("factor cputime: %12.4f mflop: %8.1f\n", tf, + printf ("analyze time: %12.4f\n", ta) ; + printf ("factor time: %12.4f mflop: %8.1f\n", tf, (tf == 0) ? 0 : (1e-6*cm->fl / tf)) ; - printf ("solve cputime: %12.4f mflop: %8.1f\n", ts [0], + printf ("solve time: %12.4f mflop: %8.1f\n", ts [0], (ts [0] == 0) ? 0 : (1e-6*4*cm->lnz / ts [0])) ; - printf ("overall cputime: %12.4f mflop: %8.1f\n", + printf ("overall time: %12.4f mflop: %8.1f\n", tot, (tot == 0) ? 0 : (1e-6 * (cm->fl + 4 * cm->lnz) / tot)) ; - printf ("solve cputime: %12.4f mflop: %8.1f (%d trials)\n", ts [1], + printf ("solve time: %12.4f mflop: %8.1f (%d trials)\n", ts [1], (ts [1] == 0) ? 0 : (1e-6*4*cm->lnz / ts [1]), NTRIALS) ; - printf ("solve2 cputime: %12.4f mflop: %8.1f (%d trials)\n", ts [2], + printf ("solve2 time: %12.4f mflop: %8.1f (%d trials)\n", ts [2], (ts [2] == 0) ? 0 : (1e-6*4*cm->lnz / ts [2]), NTRIALS) ; printf ("peak memory usage: %12.0f (MB)\n", (double) (cm->memory_usage) / 1048576.) ; printf ("residual (|Ax-b|/(|A||x|+|b|)): ") ; - double maxresid = 0 ; for (method = 0 ; method <= nmethods ; method++) { printf ("%8.2e ", resid [method]) ; @@ -743,6 +748,7 @@ int main (int argc, char **argv) cholmod_l_free_factor (&L, cm) ; cholmod_l_free_dense (&X, cm) ; +} //-------------------------------------------------------------------------- // free matrices and finish CHOLMOD diff --git a/CHOLMOD/Demo/cholmod_si_demo.c b/CHOLMOD/Demo/cholmod_si_demo.c index 3d20eb0c6a..a241ee5624 100644 --- a/CHOLMOD/Demo/cholmod_si_demo.c +++ b/CHOLMOD/Demo/cholmod_si_demo.c @@ -123,7 +123,7 @@ int main (int argc, char **argv) cm = &Common ; cholmod_start (cm) ; - cm->print = 4 ; + cm->print = 3 ; cm->prefer_zomplex = prefer_zomplex ; @@ -279,6 +279,12 @@ int main (int argc, char **argv) // analyze and factorize //-------------------------------------------------------------------------- + double maxresid = 0 ; + +for (int overall_trials = 0 ; overall_trials <= 1 ; overall_trials++) +{ + printf ("\n=== Overall Trial: %d\n", overall_trials) ; + t = CPUTIME ; L = cholmod_analyze (A, cm) ; ta = CPUTIME - t ; @@ -704,21 +710,20 @@ int main (int argc, char **argv) { printf ("nnz(L) / nnz(A): %8.1f\n", cm->lnz / cm->anz) ; } - printf ("analyze cputime: %12.4f\n", ta) ; - printf ("factor cputime: %12.4f mflop: %8.1f\n", tf, + printf ("analyze time: %12.4f\n", ta) ; + printf ("factor time: %12.4f mflop: %8.1f\n", tf, (tf == 0) ? 0 : (1e-6*cm->fl / tf)) ; - printf ("solve cputime: %12.4f mflop: %8.1f\n", ts [0], + printf ("solve time: %12.4f mflop: %8.1f\n", ts [0], (ts [0] == 0) ? 0 : (1e-6*4*cm->lnz / ts [0])) ; - printf ("overall cputime: %12.4f mflop: %8.1f\n", + printf ("overall time: %12.4f mflop: %8.1f\n", tot, (tot == 0) ? 0 : (1e-6 * (cm->fl + 4 * cm->lnz) / tot)) ; - printf ("solve cputime: %12.4f mflop: %8.1f (%d trials)\n", ts [1], + printf ("solve time: %12.4f mflop: %8.1f (%d trials)\n", ts [1], (ts [1] == 0) ? 0 : (1e-6*4*cm->lnz / ts [1]), NTRIALS) ; - printf ("solve2 cputime: %12.4f mflop: %8.1f (%d trials)\n", ts [2], + printf ("solve2 time: %12.4f mflop: %8.1f (%d trials)\n", ts [2], (ts [2] == 0) ? 0 : (1e-6*4*cm->lnz / ts [2]), NTRIALS) ; printf ("peak memory usage: %12.0f (MB)\n", (double) (cm->memory_usage) / 1048576.) ; printf ("residual (|Ax-b|/(|A||x|+|b|)): ") ; - double maxresid = 0 ; for (method = 0 ; method <= nmethods ; method++) { printf ("%8.2e ", resid [method]) ; @@ -743,6 +748,7 @@ int main (int argc, char **argv) cholmod_free_factor (&L, cm) ; cholmod_free_dense (&X, cm) ; +} //-------------------------------------------------------------------------- // free matrices and finish CHOLMOD diff --git a/CHOLMOD/Demo/cholmod_sl_demo.c b/CHOLMOD/Demo/cholmod_sl_demo.c index e10939eae0..3d5986a20a 100644 --- a/CHOLMOD/Demo/cholmod_sl_demo.c +++ b/CHOLMOD/Demo/cholmod_sl_demo.c @@ -123,7 +123,7 @@ int main (int argc, char **argv) cm = &Common ; cholmod_l_start (cm) ; - cm->print = 4 ; + cm->print = 3 ; cm->prefer_zomplex = prefer_zomplex ; @@ -279,6 +279,12 @@ int main (int argc, char **argv) // analyze and factorize //-------------------------------------------------------------------------- + double maxresid = 0 ; + +for (int overall_trials = 0 ; overall_trials <= 1 ; overall_trials++) +{ + printf ("\n=== Overall Trial: %d\n", overall_trials) ; + t = CPUTIME ; L = cholmod_l_analyze (A, cm) ; ta = CPUTIME - t ; @@ -704,21 +710,20 @@ int main (int argc, char **argv) { printf ("nnz(L) / nnz(A): %8.1f\n", cm->lnz / cm->anz) ; } - printf ("analyze cputime: %12.4f\n", ta) ; - printf ("factor cputime: %12.4f mflop: %8.1f\n", tf, + printf ("analyze time: %12.4f\n", ta) ; + printf ("factor time: %12.4f mflop: %8.1f\n", tf, (tf == 0) ? 0 : (1e-6*cm->fl / tf)) ; - printf ("solve cputime: %12.4f mflop: %8.1f\n", ts [0], + printf ("solve time: %12.4f mflop: %8.1f\n", ts [0], (ts [0] == 0) ? 0 : (1e-6*4*cm->lnz / ts [0])) ; - printf ("overall cputime: %12.4f mflop: %8.1f\n", + printf ("overall time: %12.4f mflop: %8.1f\n", tot, (tot == 0) ? 0 : (1e-6 * (cm->fl + 4 * cm->lnz) / tot)) ; - printf ("solve cputime: %12.4f mflop: %8.1f (%d trials)\n", ts [1], + printf ("solve time: %12.4f mflop: %8.1f (%d trials)\n", ts [1], (ts [1] == 0) ? 0 : (1e-6*4*cm->lnz / ts [1]), NTRIALS) ; - printf ("solve2 cputime: %12.4f mflop: %8.1f (%d trials)\n", ts [2], + printf ("solve2 time: %12.4f mflop: %8.1f (%d trials)\n", ts [2], (ts [2] == 0) ? 0 : (1e-6*4*cm->lnz / ts [2]), NTRIALS) ; printf ("peak memory usage: %12.0f (MB)\n", (double) (cm->memory_usage) / 1048576.) ; printf ("residual (|Ax-b|/(|A||x|+|b|)): ") ; - double maxresid = 0 ; for (method = 0 ; method <= nmethods ; method++) { printf ("%8.2e ", resid [method]) ; @@ -743,6 +748,7 @@ int main (int argc, char **argv) cholmod_l_free_factor (&L, cm) ; cholmod_l_free_dense (&X, cm) ; +} //-------------------------------------------------------------------------- // free matrices and finish CHOLMOD diff --git a/CHOLMOD/Demo/gpu.sh b/CHOLMOD/Demo/gpu.sh index 7f8a76cbc6..f244251387 100755 --- a/CHOLMOD/Demo/gpu.sh +++ b/CHOLMOD/Demo/gpu.sh @@ -1,3 +1,13 @@ #!/bin/bash +echo '=========================================================================' +echo '======================== on the GPU:' +echo 'First analysis/factorize takes longer, to "warmup" the GPU, which is the' +echo 'time to allocate and pin GPU/CPU memory pools. That only needs to be' +echo 'done once for the entire application, however.' +echo '=========================================================================' CHOLMOD_USE_GPU=1 ../build/cholmod_dl_demo < ~/nd6k.mtx +echo '' +echo '=========================================================================' +echo '======================== on the CPU:' +echo '=========================================================================' CHOLMOD_USE_GPU=0 ../build/cholmod_dl_demo < ~/nd6k.mtx diff --git a/CHOLMOD/GPU/cholmod_gpu.c b/CHOLMOD/GPU/cholmod_gpu.c index 69fbcbce00..6ad0c10614 100644 --- a/CHOLMOD/GPU/cholmod_gpu.c +++ b/CHOLMOD/GPU/cholmod_gpu.c @@ -93,7 +93,7 @@ int CHOLMOD(gpu_memorysize) /* returns 1 on error, 0 otherwise */ t = SuiteSparse_time ( ) ; cudaMemGetInfo (&total_free, &total_memory) ; t = SuiteSparse_time ( ) - t ; - // printf ("free %lu tot %lu time %g\n", total_free, total_memory, t) ; +// printf ("free %lu tot %lu time %g\n", total_free, total_memory, t) ; *total_mem = total_memory; @@ -106,7 +106,6 @@ int CHOLMOD(gpu_memorysize) /* returns 1 on error, 0 otherwise */ s = MAX (MINSIZE, total_free*0.98) ; if (poll_gpu (s)) { - // printf ("quick %lu\n", s) ; *available_mem = s; return (0) ; /* no error */ } @@ -133,7 +132,6 @@ int CHOLMOD(gpu_memorysize) /* returns 1 on error, 0 otherwise */ } } - // printf ("final %lu\n", good) ; *available_mem = good; #endif @@ -238,9 +236,94 @@ int CHOLMOD(gpu_deallocate) return (0); } -/* ========================================================================== */ -/* === cholmod_gpu_end ====================================================== */ -/* ========================================================================== */ +//------------------------------------------------------------------------------ +// cholmod_gpu_start: allocate the cublasHandle and the streams +//------------------------------------------------------------------------------ + +int CHOLMOD(gpu_start) +( + cholmod_common *Common +) +{ +#ifdef CHOLMOD_HAS_CUDA + cudaError_t cudaErr ; + + if (Common->cublasHandle == NULL) + { + + //---------------------------------------------------------------------- + // create cuBlas handle + //---------------------------------------------------------------------- + + cublasStatus_t cublasErr = cublasCreate (&(Common->cublasHandle)) ; + if (cublasErr != CUBLAS_STATUS_SUCCESS) + { + ERROR (CHOLMOD_GPU_PROBLEM, "CUBLAS initialization") ; + CHOLMOD (gpu_end) (Common) ; + return (0) ; + } + + //---------------------------------------------------------------------- + // create each CUDA stream + //---------------------------------------------------------------------- + + for (int k = 0 ; k < CHOLMOD_HOST_SUPERNODE_BUFFERS ; k++) + { + cudaErr = cudaStreamCreate ( &(Common->gpuStream[k]) ) ; + if (cudaErr != cudaSuccess) + { + ERROR (CHOLMOD_GPU_PROBLEM, "CUDA stream") ; + CHOLMOD (gpu_end) (Common) ; + return (0) ; + } + } + + //---------------------------------------------------------------------- + // create each CUDA event + //---------------------------------------------------------------------- + + for (int k = 0 ; k < 3 ; k++) + { + cudaErr = cudaEventCreateWithFlags + (&(Common->cublasEventPotrf [k]), cudaEventDisableTiming) ; + if (cudaErr != cudaSuccess) + { + ERROR (CHOLMOD_GPU_PROBLEM, "CUDA event") ; + CHOLMOD (gpu_end) (Common) ; + return (0) ; + } + } + + for (int k = 0 ; k < CHOLMOD_HOST_SUPERNODE_BUFFERS ; k++) + { + cudaErr = cudaEventCreateWithFlags + (&(Common->updateCBuffersFree[k]), cudaEventDisableTiming) ; + if (cudaErr != cudaSuccess) + { + ERROR (CHOLMOD_GPU_PROBLEM, "CUDA event") ; + CHOLMOD (gpu_end) (Common) ; + return (0) ; + } + } + + cudaErr = cudaEventCreateWithFlags ( &(Common->updateCKernelsComplete), + cudaEventDisableTiming ); + if (cudaErr != cudaSuccess) + { + ERROR (CHOLMOD_GPU_PROBLEM, "CUDA updateCKernelsComplete event") ; + CHOLMOD (gpu_end) (Common) ; + return (0) ; + } + } +#endif + + // printf ("cublasHandle created %p\n", Common->cublasHandle) ; + return (1) ; +} + +//------------------------------------------------------------------------------ +// cholmod_gpu_end: destroy the cublasHandle and the streams +//------------------------------------------------------------------------------ void CHOLMOD(gpu_end) ( @@ -248,11 +331,10 @@ void CHOLMOD(gpu_end) ) { #ifdef CHOLMOD_HAS_CUDA - int k ; - /* ------------------------------------------------------------------ */ - /* destroy Cublas Handle */ - /* ------------------------------------------------------------------ */ + //---------------------------------------------------------------------- + // destroy cublasHandle + //---------------------------------------------------------------------- if (Common->cublasHandle) { @@ -262,11 +344,11 @@ void CHOLMOD(gpu_end) Common->cublasHandle = NULL ; } - /* ------------------------------------------------------------------ */ - /* destroy each CUDA stream */ - /* ------------------------------------------------------------------ */ + //---------------------------------------------------------------------- + // destroy each CUDA stream + //---------------------------------------------------------------------- - for (k = 0 ; k < CHOLMOD_HOST_SUPERNODE_BUFFERS ; k++) + for (int k = 0 ; k < CHOLMOD_HOST_SUPERNODE_BUFFERS ; k++) { if (Common->gpuStream [k]) { @@ -278,11 +360,11 @@ void CHOLMOD(gpu_end) } } - /* ------------------------------------------------------------------ */ - /* destroy each CUDA event */ - /* ------------------------------------------------------------------ */ + //---------------------------------------------------------------------- + // destroy each CUDA event + //---------------------------------------------------------------------- - for (k = 0 ; k < 3 ; k++) + for (int k = 0 ; k < 3 ; k++) { if (Common->cublasEventPotrf [k]) { @@ -294,7 +376,7 @@ void CHOLMOD(gpu_end) } } - for (k = 0 ; k < CHOLMOD_HOST_SUPERNODE_BUFFERS ; k++) + for (int k = 0 ; k < CHOLMOD_HOST_SUPERNODE_BUFFERS ; k++) { if (Common->updateCBuffersFree [k]) { @@ -317,7 +399,6 @@ void CHOLMOD(gpu_end) #endif } - /* ========================================================================== */ /* === cholmod_gpu_allocate ================================================= */ /* ========================================================================== */ @@ -356,18 +437,21 @@ int CHOLMOD(gpu_allocate) ( cholmod_common *Common ) #ifdef CHOLMOD_HAS_CUDA - int k; size_t fdm, tdm; size_t requestedDeviceMemory, requestedHostMemory; double tstart, tend; cudaError_t cudaErr; - cublasStatus_t cublasErr; size_t maxGpuMemBytes; double maxGpuMemFraction; - /* fprintf (stderr, "gpu_allocate useGPU %d\n", Common->useGPU) ; */ if (Common->useGPU != 1) return (0) ; + if (Common->dev_mempool != NULL) + { + // memory pool is already allocated + return (0) ; + } + maxGpuMemBytes = Common->maxGpuMemBytes; maxGpuMemFraction = Common->maxGpuMemFraction; @@ -427,15 +511,6 @@ int CHOLMOD(gpu_allocate) ( cholmod_common *Common ) CHOLMOD(gpu_deallocate); - /* create cuBlas handle */ - if ( ! Common->cublasHandle ) { - cublasErr = cublasCreate (&(Common->cublasHandle)) ; - if (cublasErr != CUBLAS_STATUS_SUCCESS) { - ERROR (CHOLMOD_GPU_PROBLEM, "CUBLAS initialization") ; - return 1; - } - } - /* allocated corresponding pinned host memory */ requestedHostMemory = requestedDeviceMemory*CHOLMOD_HOST_SUPERNODE_BUFFERS/ CHOLMOD_DEVICE_SUPERNODE_BUFFERS; diff --git a/CHOLMOD/GPU/t_cholmod_gpu.c b/CHOLMOD/GPU/t_cholmod_gpu.c index 852ad047a2..63af65c572 100644 --- a/CHOLMOD/GPU/t_cholmod_gpu.c +++ b/CHOLMOD/GPU/t_cholmod_gpu.c @@ -49,16 +49,20 @@ void TEMPLATE2 (CHOLMOD (gpu_clear_memory)) int chunk_multiplier = 5; int num_chunks = chunk_multiplier * num_threads; size_t chunksize = size / num_chunks; - int i; -#pragma omp parallel for num_threads(num_threads) private(i) schedule(dynamic) - for(i = 0; i < num_chunks; i++) { + int i ; + #pragma omp parallel for num_threads(num_threads) \ + schedule(dynamic) + for (i = 0 ; i < num_chunks ; i++) + { size_t chunkoffset = i * chunksize; - if(i == num_chunks - 1) { + if (i == num_chunks - 1) + { memset(buff + chunkoffset, 0, (size - chunksize*(num_chunks - 1)) * sizeof(double)); } - else { + else + { memset(buff + chunkoffset, 0, chunksize * sizeof(double)); } } @@ -135,53 +139,20 @@ int TEMPLATE2 (CHOLMOD (gpu_init)) cudaMemcpyHostToDevice ); CHOLMOD_HANDLE_CUDA_ERROR(cudaErr,"cudaMemcpy(d_Ls)"); - if (!(Common->gpuStream[0])) { - - /* ------------------------------------------------------------------ */ - /* create each CUDA stream */ - /* ------------------------------------------------------------------ */ - - for ( i=0; igpuStream[i]) ); - if (cudaErr != cudaSuccess) { - ERROR (CHOLMOD_GPU_PROBLEM, "CUDA stream") ; - return (0) ; - } - } - - /* ------------------------------------------------------------------ */ - /* create each CUDA event */ - /* ------------------------------------------------------------------ */ - - for (i = 0 ; i < 3 ; i++) { - cudaErr = cudaEventCreateWithFlags - (&(Common->cublasEventPotrf [i]), cudaEventDisableTiming) ; - if (cudaErr != cudaSuccess) { - ERROR (CHOLMOD_GPU_PROBLEM, "CUDA event") ; - return (0) ; - } - } - - for (i = 0 ; i < CHOLMOD_HOST_SUPERNODE_BUFFERS ; i++) { - cudaErr = cudaEventCreateWithFlags - (&(Common->updateCBuffersFree[i]), cudaEventDisableTiming) ; - if (cudaErr != cudaSuccess) { - ERROR (CHOLMOD_GPU_PROBLEM, "CUDA event") ; - return (0) ; - } - } - - cudaErr = cudaEventCreateWithFlags ( &(Common->updateCKernelsComplete), - cudaEventDisableTiming ); - if (cudaErr != cudaSuccess) { - ERROR (CHOLMOD_GPU_PROBLEM, "CUDA updateCKernelsComplete event") ; - return (0) ; - } + //-------------------------------------------------------------------------- + // create the cublasHandle and streams + //-------------------------------------------------------------------------- + if (!CHOLMOD (gpu_start) (Common)) + { + return (0) ; } + //-------------------------------------------------------------------------- + gpu_p->h_Lx[0] = (double*)(Common->host_pinned_mempool); - for ( k=1; kh_Lx[k] = (double*)((char *)(Common->host_pinned_mempool) + k*Common->devBuffSize); } @@ -225,7 +196,7 @@ void TEMPLATE2 (CHOLMOD (gpu_reorder_descendants)) ) { - int64_t prevd, nextd, firstcpu, d, k, kd1, kd2, ndcol, pdi, pdend, pdi1; + int64_t prevd, nextd, firstcpu, d, kd1, kd2, ndcol, pdi, pdend, pdi1; int64_t dnext, ndrow2, p; int64_t n_descendant = 0; double score; @@ -236,10 +207,6 @@ void TEMPLATE2 (CHOLMOD (gpu_reorder_descendants)) double cpuref = 0.0; - int nreverse = 1; - int previousd; - - d = Head[*locals]; prevd = -1; firstcpu = -1; @@ -281,18 +248,21 @@ void TEMPLATE2 (CHOLMOD (gpu_reorder_descendants)) (__compar_fn_t) CHOLMOD(score_comp) ); /* Place sorted data back in descendant supernode linked list*/ - if ( n_descendant > 0 ) { + if ( n_descendant > 0 ) + { Head[*locals] = scores[0].d; - if ( n_descendant > 1 ) { + if ( n_descendant > 1 ) + { #ifdef _OPENMP int nthreads = cholmod_nthreads ((double) n_descendant, Common) ; #endif -#pragma omp parallel for num_threads(nthreads) \ - if (n_descendant > 64) - - for ( k=1; k 64) + for (k = 1 ; k < n_descendant ; k++) + { Next[scores[k-1].d] = scores[k].d; } } @@ -302,10 +272,13 @@ void TEMPLATE2 (CHOLMOD (gpu_reorder_descendants)) /* reverse the first CHOLMOD_HOST_SUPERNODE_BUFFERS to better hide PCIe communications */ - if ( Head[*locals] != EMPTY && Next[Head[*locals]] != EMPTY ) { - previousd = Head[*locals]; + if ( Head[*locals] != EMPTY && Next[Head[*locals]] != EMPTY ) + { + int64_t previousd = Head[*locals]; d = Next[Head[*locals]]; - while ( d!=EMPTY && nreverse < CHOLMOD_HOST_SUPERNODE_BUFFERS ) { + int64_t nreverse = 1; + while ( d!=EMPTY && nreverse < CHOLMOD_HOST_SUPERNODE_BUFFERS ) + { kd1 = Super [d] ; /* d contains cols kd1 to kd2-1 of L */ kd2 = Super [d+1] ; @@ -428,7 +401,6 @@ int TEMPLATE2 (CHOLMOD (gpu_updateC)) cublasStatus_t cublasStatus ; cudaError_t cudaStat [2] ; int64_t ndrow3 ; - int icol, irow; int iHostBuff, iDevBuff ; #ifdef BLAS_TIMER @@ -475,9 +447,13 @@ int TEMPLATE2 (CHOLMOD (gpu_updateC)) #endif /* copy host data to pinned buffer first for better H2D bandwidth */ -#pragma omp parallel for num_threads(nthreads) if (ndcol > 32) - for ( icol=0; icol 32) + for (icol = 0 ; icol < ndcol ; icol++) + { + for (int64_t irow = 0 ; irow < ndrow2*L_ENTRY ; irow++) + { gpu_p->h_Lx[iHostBuff][icol*ndrow2*L_ENTRY+irow] = Lx[pdx1*L_ENTRY+icol*ndrow*L_ENTRY + irow]; } @@ -512,6 +488,8 @@ int TEMPLATE2 (CHOLMOD (gpu_updateC)) /* do the CUDA SYRK */ /* ---------------------------------------------------------------------- */ +// printf ("cublasHandle %p\n", Common->cublasHandle) ; +// printf ("stream %p\n", Common->gpuStream [iDevBuff]) ; cublasStatus = cublasSetStream (Common->cublasHandle, Common->gpuStream[iDevBuff]) ; if (cublasStatus != CUBLAS_STATUS_SUCCESS) @@ -661,7 +639,6 @@ void TEMPLATE2 (CHOLMOD (gpu_final_assembly)) cholmod_gpu_pointers *gpu_p ) { - int64_t iidx, i, j; int64_t iHostBuff2 ; int64_t iDevBuff2 ; @@ -691,12 +668,14 @@ void TEMPLATE2 (CHOLMOD (gpu_final_assembly)) int nthreads = cholmod_nthreads (work, Common) ; #endif -#pragma omp parallel for num_threads(nthreads) \ - private(iidx) if (nscol>32) - - for ( j=0; j 32) + for (j = 0 ; j < nscol ; j++) + { + for (int64_t i = j ; i < nsrow*L_ENTRY ; i++) + { + int64_t iidx = j*nsrow*L_ENTRY+i; gpu_p->h_Lx[*iHostBuff][iidx] = Lx[psx*L_ENTRY+iidx]; } } @@ -746,12 +725,14 @@ void TEMPLATE2 (CHOLMOD (gpu_final_assembly)) int nthreads = cholmod_nthreads (work, Common) ; #endif -#pragma omp parallel for num_threads(nthreads) \ - private(iidx) if (nscol>32) - - for ( j=0; j 32) + for (j = 0 ; j < nscol ; j++) + { + for (int64_t i = j*L_ENTRY; i < nscol*L_ENTRY ; i++) + { + int64_t iidx = j*nsrow*L_ENTRY+i; gpu_p->h_Lx[*iHostBuff][iidx] -= gpu_p->h_Lx[iHostBuff2][iidx]; } @@ -769,12 +750,14 @@ void TEMPLATE2 (CHOLMOD (gpu_final_assembly)) int nthreads = cholmod_nthreads (work, Common) ; #endif -#pragma omp parallel for num_threads(nthreads) \ - private(iidx) if (nscol>32) - - for ( j=0; j 32) + for (j = 0 ; j < nscol ; j++) + { + for (int64_t i = j*L_ENTRY ; i < nsrow*L_ENTRY ; i++) + { + int64_t iidx = j*nsrow*L_ENTRY+i; Lx[psx*L_ENTRY+iidx] -= gpu_p->h_Lx[iHostBuff2][iidx]; } } @@ -1190,8 +1173,6 @@ int TEMPLATE2 (CHOLMOD (gpu_triangular_solve)) int iblock = 0; int iHostBuff = (Common->ibuffer+CHOLMOD_HOST_SUPERNODE_BUFFERS-1) % CHOLMOD_HOST_SUPERNODE_BUFFERS; - int i, j; - int64_t iidx; int iwrap; #ifdef BLAS_TIMER @@ -1332,12 +1313,15 @@ int TEMPLATE2 (CHOLMOD (gpu_triangular_solve)) int nthreads = cholmod_nthreads (work, Common) ; #endif -#pragma omp parallel for num_threads(nthreads) \ - private(iidx) if ( nscol2 > 32 ) - - for ( j=0; j 32) + for (j = 0 ; j < nscol2 ; j++) + { + for (int64_t i = gpu_row_start2*L_ENTRY ; + i < gpu_row_end*L_ENTRY ; i++) + { + int64_t iidx = j*nsrow*L_ENTRY+i; Lx[psx*L_ENTRY+iidx] = gpu_p->h_Lx[iHostBuff][iidx]; } } @@ -1351,12 +1335,14 @@ int TEMPLATE2 (CHOLMOD (gpu_triangular_solve)) int nthreads = cholmod_nthreads (work, Common) ; #endif -#pragma omp parallel for num_threads(nthreads) \ -private ( iidx ) if ( nscol2 > 32 ) - - for ( j=0; j 32) + for (j = 0 ; j < nscol2 ; j++) + { + for (int64_t i = j*L_ENTRY ; i < nscol2*L_ENTRY ; i++) + { + int64_t iidx = j*nsrow*L_ENTRY + i; Lx[psx*L_ENTRY+iidx] = gpu_p->h_Lx[iHostBuff][iidx]; } } @@ -1364,13 +1350,11 @@ private ( iidx ) if ( nscol2 > 32 ) /* now account for the last HSTREAMS buffers */ for ( iwrap=0; iwrap= 0 && gpu_row_start2 < nsrow ) { - int64_t iidx; int64_t gpu_row_end = gpu_row_start2+gpu_row_max_chunk; if ( gpu_row_end > nsrow ) gpu_row_end = nsrow; cudaEventSynchronize ( Common->updateCBuffersFree @@ -1383,12 +1367,15 @@ private ( iidx ) if ( nscol2 > 32 ) int nthreads = cholmod_nthreads (work, Common) ; #endif -#pragma omp parallel for num_threads(nthreads) \ - private(iidx) if ( nscol2 > 32 ) - - for ( j=0; j 32) + for (j = 0 ; j < nscol2 ; j++) + { + for (int64_t i = gpu_row_start2*L_ENTRY ; + i < gpu_row_end*L_ENTRY; i++) + { + int64_t iidx = j*nsrow*L_ENTRY+i; Lx[psx*L_ENTRY+iidx] = gpu_p->h_Lx[iHostBuff][iidx]; } } @@ -1428,7 +1415,6 @@ void TEMPLATE2 (CHOLMOD (gpu_copy_supernode)) cholmod_gpu_pointers *gpu_p ) { - int64_t iidx, i, j; if ( supernodeUsedGPU && nscol2 * L_ENTRY >= CHOLMOD_POTRF_LIMIT ) { cudaDeviceSynchronize(); @@ -1437,12 +1423,14 @@ void TEMPLATE2 (CHOLMOD (gpu_copy_supernode)) int nthreads = cholmod_nthreads (work, Common) ; #endif -#pragma omp parallel for num_threads(nthreads) \ - private(iidx,i,j) if (nscol>32) - - for ( j=0; j 32) + for (j = 0 ; j < nscol ; j++) + { + for (int64_t i = j*L_ENTRY ; i < nscol*L_ENTRY ; i++) + { + int64_t iidx = j*nsrow*L_ENTRY+i; Lx[psx*L_ENTRY+iidx] = gpu_p->h_Lx[iHostBuff][iidx]; } } diff --git a/CHOLMOD/Include/cholmod.h b/CHOLMOD/Include/cholmod.h index e6791c057e..0290f5ef50 100644 --- a/CHOLMOD/Include/cholmod.h +++ b/CHOLMOD/Include/cholmod.h @@ -4063,6 +4063,9 @@ int cholmod_l_gpu_probe ( cholmod_common *Common ) ; int cholmod_gpu_deallocate ( cholmod_common *Common ) ; int cholmod_l_gpu_deallocate ( cholmod_common *Common ) ; +int cholmod_gpu_start ( cholmod_common *Common ) ; +int cholmod_l_gpu_start ( cholmod_common *Common ) ; + void cholmod_gpu_end ( cholmod_common *Common ) ; void cholmod_l_gpu_end ( cholmod_common *Common ) ; diff --git a/CHOLMOD/Makefile b/CHOLMOD/Makefile index 6dab9e0e39..9f19c28966 100644 --- a/CHOLMOD/Makefile +++ b/CHOLMOD/Makefile @@ -118,6 +118,9 @@ test: library cov: ( cd Tcov && $(MAKE) ) +gpu: library + ( cd Demo && ./gpu.sh ) + # just compile after running cmake; do not run cmake again remake: ( cd build && cmake --build . -j${JOBS} ) diff --git a/CHOLMOD/Supernodal/t_cholmod_super_numeric_worker.c b/CHOLMOD/Supernodal/t_cholmod_super_numeric_worker.c index 9c1b2c9e2a..46b1bf819a 100644 --- a/CHOLMOD/Supernodal/t_cholmod_super_numeric_worker.c +++ b/CHOLMOD/Supernodal/t_cholmod_super_numeric_worker.c @@ -156,10 +156,10 @@ static int TEMPLATE (cholmod_super_numeric_worker) Int *Super, *Head, *Ls, *Lpi, *Lpx, *Map, *SuperMap, *RelativeMap, *Next, *Lpos, *Fp, *Fi, *Fnz, *Ap, *Ai, *Anz, *Iwork, *Next_save, *Lpos_save, *Previous; - Int nsuper, n, j, i, k, s, p, pend, k1, k2, nscol, psi, psx, psend, nsrow, - pj, d, kd1, kd2, info, ndcol, ndrow, pdi, pdx, pdend, pdi1, pdi2, pdx1, - ndrow1, ndrow2, px, dancestor, sparent, dnext, nsrow2, ndrow3, pk, pf, - pfend, stype, Apacked, Fpacked, q, imap, repeat_supernode, nscol2, ss, + Int nsuper, n, s, k1, k2, nscol, psi, psx, psend, nsrow, + pj, d, kd1, kd2, info, ndcol, ndrow, pdi, pdx, pdend, pdi1, pdi2, + ndrow1, ndrow2, dancestor, sparent, dnext, nsrow2, ndrow3, + stype, Apacked, Fpacked, repeat_supernode, nscol2, ss, tail, nscol_new = 0; info = 0 ; @@ -302,11 +302,12 @@ static int TEMPLATE (cholmod_super_numeric_worker) int nthreads = cholmod_nthreads ((double) n, Common) ; #endif + Int ii ; #pragma omp parallel for num_threads(nthreads) \ if ( n > 128 ) schedule (static) - for (i = 0 ; i < n ; i++) + for (ii = 0 ; ii < n ; ii++) { - Map [i] = EMPTY ; + Map [ii] = EMPTY ; } // If the matrix is not positive definite, the supernode s containing the @@ -356,19 +357,19 @@ static int TEMPLATE (cholmod_super_numeric_worker) ASSERT ((size_t) (psx + nsrow*nscol) <= L->xsize) ; - pend = psx + nsrow * nscol ; // s is nsrow-by-nscol - #if (defined (CHOLMOD_HAS_CUDA) && defined (DOUBLE)) if ( !useGPU ) #endif { // Case of no GPU, zero individual supernodes + Int pend = psx + nsrow * nscol ; // s is nsrow-by-nscol #ifdef _OPENMP double work = (double) (pend - psx) * L_ENTRY ; int nthreads = cholmod_nthreads (work, Common) ; #endif + Int p ; #pragma omp parallel for num_threads(nthreads) \ schedule (static) if ( pend - psx > 1024 ) for (p = psx ; p < pend ; p++) @@ -388,6 +389,7 @@ static int TEMPLATE (cholmod_super_numeric_worker) int nthreads = cholmod_nthreads ((double) nsrow, Common) ; #endif + Int k ; #pragma omp parallel for num_threads(nthreads) \ if ( nsrow > 128 ) for (k = 0 ; k < nsrow ; k++) @@ -414,7 +416,7 @@ static int TEMPLATE (cholmod_super_numeric_worker) // copy matrix into supernode s (lower triangular part only) //---------------------------------------------------------------------- - pk = psx ; + Int pk = psx ; #ifdef _OPENMP double work ; @@ -434,7 +436,7 @@ static int TEMPLATE (cholmod_super_numeric_worker) #endif #pragma omp parallel for num_threads(nthreads) \ - private ( p, pend, pfend, pf, i, j, imap, q ) if ( k2-k1 > 64 ) + if ( k2-k1 > 64 ) for (k = k1 ; k < k2 ; k++) { if (stype != 0) @@ -444,21 +446,20 @@ static int TEMPLATE (cholmod_super_numeric_worker) // copy the kth column of A into the supernode //-------------------------------------------------------------- - p = Ap [k] ; - pend = (Apacked) ? (Ap [k+1]) : (p + Anz [k]) ; + Int p = Ap [k] ; + Int pend = (Apacked) ? (Ap [k+1]) : (p + Anz [k]) ; for ( ; p < pend ; p++) { // row i of L is located in row Map [i] of s - i = Ai [p] ; + Int i = Ai [p] ; if (i >= k) { - // This test is here simply to avoid a segfault. If - // the test is false, the numeric factorization of A - // is undefined. It does not detect all invalid + // If the test is false, the numeric factorization of A + // is undefined. The test does not detect all invalid // entries, only some of them (when debugging is // enabled, and Map is cleared after each step, then // all entries not in the pattern of L are detected). - imap = Map [i] ; + Int imap = Map [i] ; if (imap >= 0 && imap < nsrow) { // Lx [Map [i] + pk] = Ax [p] @@ -474,25 +475,25 @@ static int TEMPLATE (cholmod_super_numeric_worker) // copy the kth column of A*F into the supernode //-------------------------------------------------------------- - Real fjk[2] ; - pf = Fp [k] ; - pfend = (Fpacked) ? (Fp [k+1]) : (pf + Fnz [k]) ; + Real fjk [2] ; + Int pf = Fp [k] ; + Int pfend = (Fpacked) ? (Fp [k+1]) : (pf + Fnz [k]) ; for ( ; pf < pfend ; pf++) { - j = Fi [pf] ; + Int j = Fi [pf] ; // fjk = Fx [pf] L_ASSIGN (fjk,0, Fx,Fz,pf) ; - p = Ap [j] ; - pend = (Apacked) ? (Ap [j+1]) : (p + Anz [j]) ; + Int p = Ap [j] ; + Int pend = (Apacked) ? (Ap [j+1]) : (p + Anz [j]) ; for ( ; p < pend ; p++) { - i = Ai [p] ; + Int i = Ai [p] ; if (i >= k) { // See the discussion of imap above. - imap = Map [i] ; + Int imap = Map [i] ; if (imap >= 0 && imap < nsrow) { // Lx [Map [i] + pk] += Ax [p] * fjk @@ -509,8 +510,8 @@ static int TEMPLATE (cholmod_super_numeric_worker) if (beta [0] != 0.0) { // note that only the real part of beta is used - pk = psx ; - for (k = k1 ; k < k2 ; k++) + Int pk = psx ; + for (Int k = k1 ; k < k2 ; k++) { // Lx [pk] += beta [0] L_ASSEMBLE (Lx,pk, beta) ; @@ -682,9 +683,9 @@ static int TEMPLATE (cholmod_super_numeric_worker) // find the range of rows of d that affect rows k1 to k2-1 of s //------------------------------------------------------------------ - p = Lpos [d] ; // offset of 1st row of d affecting s - pdi1 = pdi + p ; // ptr to 1st row of d affecting s in Ls - pdx1 = pdx + p ; // ptr to 1st row of d affecting s in Lx + Int p = Lpos [d] ; // offset of 1st row of d affecting s + Int pdi1 = pdi + p ; // ptr to 1st row of d affecting s in Ls + Int pdx1 = pdx + p ; // ptr to 1st row of d affecting s in Lx // there must be at least one row remaining in d to update s ASSERT (pdi1 < pdend) ; @@ -892,6 +893,7 @@ static int TEMPLATE (cholmod_super_numeric_worker) int nthreads = cholmod_nthreads ((double) ndrow2, Common) ; #endif + Int i ; #pragma omp parallel for num_threads(nthreads) \ if ( ndrow2 > 64 ) for (i = 0 ; i < ndrow2 ; i++) @@ -909,24 +911,26 @@ static int TEMPLATE (cholmod_super_numeric_worker) nthreads = cholmod_nthreads (work, Common) ; #endif + Int j ; #pragma omp parallel for num_threads(nthreads) \ - private ( j, i, px, q ) if (ndrow1 > 64 ) + if (ndrow1 > 64 ) for (j = 0 ; j < ndrow1 ; j++) // cols k1:k2-1 { ASSERT (RelativeMap [j] == Map [Ls [pdi1 + j]]) ; ASSERT (RelativeMap [j] >= 0 && RelativeMap [j] < nscol) ; - px = psx + RelativeMap [j] * nsrow ; - for (i = j ; i < ndrow2 ; i++) // rows k1:n-1 + Int px = psx + RelativeMap [j] * nsrow ; + for (Int i = j ; i < ndrow2 ; i++) // rows k1:n-1 { ASSERT (RelativeMap [i] == Map [Ls [pdi1 + i]]) ; ASSERT (RelativeMap [i] >= j && RelativeMap[i] < nsrow); // Lx [px + RelativeMap [i]] -= C [i + pj] - q = px + RelativeMap [i] ; + Int q = px + RelativeMap [i] ; L_ASSEMBLESUB (Lx,q, C, i+ndrow2*j) ; } } } + #if (defined (CHOLMOD_HAS_CUDA) && defined (DOUBLE)) else { @@ -1063,8 +1067,8 @@ static int TEMPLATE (cholmod_super_numeric_worker) info = 0 ; // zero out the rest of this supernode - p = psx + nsrow * nscol_new ; - pend = psx + nsrow * nscol ; // s is nsrow-by-nscol + Int p = psx + nsrow * nscol_new ; + Int pend = psx + nsrow * nscol ; // s is nsrow-by-nscol for ( ; p < pend ; p++) { // Lx [p] = 0 @@ -1097,8 +1101,8 @@ static int TEMPLATE (cholmod_super_numeric_worker) } // zero this supernode, and all remaining supernodes - pend = L->xsize ; - for (p = psx ; p < pend ; p++) + Int pend = L->xsize ; + for (Int p = psx ; p < pend ; p++) { // Lx [p] = 0 L_CLEAR (Lx,p) ; From e20fd32fc8650afaba3bd08c3aabb033a486b2ba Mon Sep 17 00:00:00 2001 From: Tim Davis Date: Sat, 23 Dec 2023 08:17:16 -0600 Subject: [PATCH 3/9] CHOLMOD: demos, repeat several trials --- CHOLMOD/Demo/cholmod_di_demo.c | 38 ++++++++++++++++++++-------------- CHOLMOD/Demo/cholmod_dl_demo.c | 38 ++++++++++++++++++++-------------- CHOLMOD/Demo/cholmod_si_demo.c | 38 ++++++++++++++++++++-------------- CHOLMOD/Demo/cholmod_sl_demo.c | 38 ++++++++++++++++++++-------------- 4 files changed, 92 insertions(+), 60 deletions(-) diff --git a/CHOLMOD/Demo/cholmod_di_demo.c b/CHOLMOD/Demo/cholmod_di_demo.c index 5fea8cd11b..6c8f5b366e 100644 --- a/CHOLMOD/Demo/cholmod_di_demo.c +++ b/CHOLMOD/Demo/cholmod_di_demo.c @@ -279,6 +279,9 @@ int main (int argc, char **argv) // analyze and factorize //-------------------------------------------------------------------------- + // The analysis and factorizations are repeated, to get accurate timings + // and to exercise that particular feature. + double maxresid = 0 ; for (int overall_trials = 0 ; overall_trials <= 1 ; overall_trials++) @@ -290,23 +293,28 @@ for (int overall_trials = 0 ; overall_trials <= 1 ; overall_trials++) ta = CPUTIME - t ; ta = MAX (ta, 0) ; - printf ("Analyze: flop %g lnz %g\n", cm->fl, cm->lnz) ; + printf ("Analyze: flop %g lnz %g, time: %g\n", cm->fl, cm->lnz, ta) ; - if (A->stype == 0) - { - printf ("Factorizing A*A'+beta*I\n") ; - t = CPUTIME ; - cholmod_factorize_p (A, beta, NULL, 0, L, cm) ; - tf = CPUTIME - t ; - tf = MAX (tf, 0) ; - } - else + for (int factor_trials = 0 ; factor_trials <= 2 ; factor_trials++) { - printf ("Factorizing A\n") ; - t = CPUTIME ; - cholmod_factorize (A, L, cm) ; - tf = CPUTIME - t ; - tf = MAX (tf, 0) ; + if (A->stype == 0) + { + t = CPUTIME ; + cholmod_factorize_p (A, beta, NULL, 0, L, cm) ; + tf = CPUTIME - t ; + tf = MAX (tf, 0) ; + printf ("factor_trial: %d, Factorizing A*A'+beta*I, time: %g\n", + factor_trials, tf) ; + } + else + { + t = CPUTIME ; + cholmod_factorize (A, L, cm) ; + tf = CPUTIME - t ; + tf = MAX (tf, 0) ; + printf ("factor trial: %d, Factorizing A, time: %g\n", + factor_trials, tf) ; + } } cholmod_print_factor (L, "L", cm) ; diff --git a/CHOLMOD/Demo/cholmod_dl_demo.c b/CHOLMOD/Demo/cholmod_dl_demo.c index e84fa194ee..7c12cf7650 100644 --- a/CHOLMOD/Demo/cholmod_dl_demo.c +++ b/CHOLMOD/Demo/cholmod_dl_demo.c @@ -279,6 +279,9 @@ int main (int argc, char **argv) // analyze and factorize //-------------------------------------------------------------------------- + // The analysis and factorizations are repeated, to get accurate timings + // and to exercise that particular feature. + double maxresid = 0 ; for (int overall_trials = 0 ; overall_trials <= 1 ; overall_trials++) @@ -290,23 +293,28 @@ for (int overall_trials = 0 ; overall_trials <= 1 ; overall_trials++) ta = CPUTIME - t ; ta = MAX (ta, 0) ; - printf ("Analyze: flop %g lnz %g\n", cm->fl, cm->lnz) ; + printf ("Analyze: flop %g lnz %g, time: %g\n", cm->fl, cm->lnz, ta) ; - if (A->stype == 0) - { - printf ("Factorizing A*A'+beta*I\n") ; - t = CPUTIME ; - cholmod_l_factorize_p (A, beta, NULL, 0, L, cm) ; - tf = CPUTIME - t ; - tf = MAX (tf, 0) ; - } - else + for (int factor_trials = 0 ; factor_trials <= 2 ; factor_trials++) { - printf ("Factorizing A\n") ; - t = CPUTIME ; - cholmod_l_factorize (A, L, cm) ; - tf = CPUTIME - t ; - tf = MAX (tf, 0) ; + if (A->stype == 0) + { + t = CPUTIME ; + cholmod_l_factorize_p (A, beta, NULL, 0, L, cm) ; + tf = CPUTIME - t ; + tf = MAX (tf, 0) ; + printf ("factor_trial: %d, Factorizing A*A'+beta*I, time: %g\n", + factor_trials, tf) ; + } + else + { + t = CPUTIME ; + cholmod_l_factorize (A, L, cm) ; + tf = CPUTIME - t ; + tf = MAX (tf, 0) ; + printf ("factor trial: %d, Factorizing A, time: %g\n", + factor_trials, tf) ; + } } cholmod_l_print_factor (L, "L", cm) ; diff --git a/CHOLMOD/Demo/cholmod_si_demo.c b/CHOLMOD/Demo/cholmod_si_demo.c index a241ee5624..452e6d4f32 100644 --- a/CHOLMOD/Demo/cholmod_si_demo.c +++ b/CHOLMOD/Demo/cholmod_si_demo.c @@ -279,6 +279,9 @@ int main (int argc, char **argv) // analyze and factorize //-------------------------------------------------------------------------- + // The analysis and factorizations are repeated, to get accurate timings + // and to exercise that particular feature. + double maxresid = 0 ; for (int overall_trials = 0 ; overall_trials <= 1 ; overall_trials++) @@ -290,23 +293,28 @@ for (int overall_trials = 0 ; overall_trials <= 1 ; overall_trials++) ta = CPUTIME - t ; ta = MAX (ta, 0) ; - printf ("Analyze: flop %g lnz %g\n", cm->fl, cm->lnz) ; + printf ("Analyze: flop %g lnz %g, time: %g\n", cm->fl, cm->lnz, ta) ; - if (A->stype == 0) - { - printf ("Factorizing A*A'+beta*I\n") ; - t = CPUTIME ; - cholmod_factorize_p (A, beta, NULL, 0, L, cm) ; - tf = CPUTIME - t ; - tf = MAX (tf, 0) ; - } - else + for (int factor_trials = 0 ; factor_trials <= 2 ; factor_trials++) { - printf ("Factorizing A\n") ; - t = CPUTIME ; - cholmod_factorize (A, L, cm) ; - tf = CPUTIME - t ; - tf = MAX (tf, 0) ; + if (A->stype == 0) + { + t = CPUTIME ; + cholmod_factorize_p (A, beta, NULL, 0, L, cm) ; + tf = CPUTIME - t ; + tf = MAX (tf, 0) ; + printf ("factor_trial: %d, Factorizing A*A'+beta*I, time: %g\n", + factor_trials, tf) ; + } + else + { + t = CPUTIME ; + cholmod_factorize (A, L, cm) ; + tf = CPUTIME - t ; + tf = MAX (tf, 0) ; + printf ("factor trial: %d, Factorizing A, time: %g\n", + factor_trials, tf) ; + } } cholmod_print_factor (L, "L", cm) ; diff --git a/CHOLMOD/Demo/cholmod_sl_demo.c b/CHOLMOD/Demo/cholmod_sl_demo.c index 3d5986a20a..59c05de350 100644 --- a/CHOLMOD/Demo/cholmod_sl_demo.c +++ b/CHOLMOD/Demo/cholmod_sl_demo.c @@ -279,6 +279,9 @@ int main (int argc, char **argv) // analyze and factorize //-------------------------------------------------------------------------- + // The analysis and factorizations are repeated, to get accurate timings + // and to exercise that particular feature. + double maxresid = 0 ; for (int overall_trials = 0 ; overall_trials <= 1 ; overall_trials++) @@ -290,23 +293,28 @@ for (int overall_trials = 0 ; overall_trials <= 1 ; overall_trials++) ta = CPUTIME - t ; ta = MAX (ta, 0) ; - printf ("Analyze: flop %g lnz %g\n", cm->fl, cm->lnz) ; + printf ("Analyze: flop %g lnz %g, time: %g\n", cm->fl, cm->lnz, ta) ; - if (A->stype == 0) - { - printf ("Factorizing A*A'+beta*I\n") ; - t = CPUTIME ; - cholmod_l_factorize_p (A, beta, NULL, 0, L, cm) ; - tf = CPUTIME - t ; - tf = MAX (tf, 0) ; - } - else + for (int factor_trials = 0 ; factor_trials <= 2 ; factor_trials++) { - printf ("Factorizing A\n") ; - t = CPUTIME ; - cholmod_l_factorize (A, L, cm) ; - tf = CPUTIME - t ; - tf = MAX (tf, 0) ; + if (A->stype == 0) + { + t = CPUTIME ; + cholmod_l_factorize_p (A, beta, NULL, 0, L, cm) ; + tf = CPUTIME - t ; + tf = MAX (tf, 0) ; + printf ("factor_trial: %d, Factorizing A*A'+beta*I, time: %g\n", + factor_trials, tf) ; + } + else + { + t = CPUTIME ; + cholmod_l_factorize (A, L, cm) ; + tf = CPUTIME - t ; + tf = MAX (tf, 0) ; + printf ("factor trial: %d, Factorizing A, time: %g\n", + factor_trials, tf) ; + } } cholmod_l_print_factor (L, "L", cm) ; From a6d317b02a41e53fe08688b585676287ae3d2c94 Mon Sep 17 00:00:00 2001 From: Tim Davis Date: Sat, 23 Dec 2023 08:32:18 -0600 Subject: [PATCH 4/9] CUDA on MSVC: allow it, but default is OFF --- SuiteSparse_config/Config/README.md.in | 6 ++++-- SuiteSparse_config/cmake_modules/SuiteSparsePolicy.cmake | 7 +++---- 2 files changed, 7 insertions(+), 6 deletions(-) diff --git a/SuiteSparse_config/Config/README.md.in b/SuiteSparse_config/Config/README.md.in index 49b74a0c0f..3ba0e8ec55 100644 --- a/SuiteSparse_config/Config/README.md.in +++ b/SuiteSparse_config/Config/README.md.in @@ -728,8 +728,10 @@ build type). The static libraries will not be built (since * `SUITESPARSE_USE_CUDA`: - If set to `ON`, CUDA is enabled for all of SuiteSparse. Default: `ON`. - Ignored for MSVC (CUDA acceleration is disabled on Windows with MSVC). + If set to `ON`, CUDA is enabled for all of SuiteSparse. Default: `ON`, + except for MSVC. CUDA on Windows with MSVC is enabled, but under + development. It may not be fully functional. If you encounter issues, + disable CUDA and post this as an issue on githup. * `CHOLMOD_USE_CUDA`: diff --git a/SuiteSparse_config/cmake_modules/SuiteSparsePolicy.cmake b/SuiteSparse_config/cmake_modules/SuiteSparsePolicy.cmake index b48e91520a..9a8adc3529 100644 --- a/SuiteSparse_config/cmake_modules/SuiteSparsePolicy.cmake +++ b/SuiteSparse_config/cmake_modules/SuiteSparsePolicy.cmake @@ -15,8 +15,7 @@ # set ( CMAKE_BUILD_TYPE Debug ) # # SUITESPARSE_USE_CUDA: if OFF, CUDA is disabled. if ON, CUDA is enabled, -# if available. Ignored for MSVC. -# Default: ON. +# if available. Default: ON. # # SUITESPARSE_LOCAL_INSTALL: if true, "cmake --install" will install # into SuiteSparse/lib and SuiteSparse/include. @@ -285,8 +284,8 @@ endif ( ) #------------------------------------------------------------------------------- if ( MSVC ) - # do not attempt to use CUDA on MSVC - set ( SUITESPARSE_USE_CUDA OFF ) + option ( SUITESPARSE_USE_CUDA "ON: enable CUDA acceleration for SuiteSparse, OFF (default): do not use CUDA" OFF ) + message ( STATUS "CUDA on MSVC is under development and may not be fully functional (it is disabled by default)" ) else ( ) option ( SUITESPARSE_USE_CUDA "ON (default): enable CUDA acceleration for SuiteSparse, OFF: do not use CUDA" ON ) endif ( ) From ccb9246b7f136f7dea7f79caf34e6c976ed6d84f Mon Sep 17 00:00:00 2001 From: Tim Davis Date: Sat, 23 Dec 2023 08:34:46 -0600 Subject: [PATCH 5/9] README: cuda can be used on MSVC but default is OFF --- README.md | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 28409d943e..722dc0cfa1 100644 --- a/README.md +++ b/README.md @@ -728,8 +728,10 @@ build type). The static libraries will not be built (since * `SUITESPARSE_USE_CUDA`: - If set to `ON`, CUDA is enabled for all of SuiteSparse. Default: `ON`. - Ignored for MSVC (CUDA acceleration is disabled on Windows with MSVC). + If set to `ON`, CUDA is enabled for all of SuiteSparse. Default: `ON`, + except for MSVC. CUDA on Windows with MSVC is enabled, but under + development. It may not be fully functional. If you encounter issues, + disable CUDA and post this as an issue on githup. * `CHOLMOD_USE_CUDA`: From 3223f14d40faf58f182fa8f98bc5893d5779aadc Mon Sep 17 00:00:00 2001 From: Tim Davis Date: Sat, 23 Dec 2023 08:36:07 -0600 Subject: [PATCH 6/9] readme --- README.md | 6 +++--- SuiteSparse_config/Config/README.md.in | 6 +++--- 2 files changed, 6 insertions(+), 6 deletions(-) diff --git a/README.md b/README.md index 722dc0cfa1..ec9f08df89 100644 --- a/README.md +++ b/README.md @@ -729,9 +729,9 @@ build type). The static libraries will not be built (since * `SUITESPARSE_USE_CUDA`: If set to `ON`, CUDA is enabled for all of SuiteSparse. Default: `ON`, - except for MSVC. CUDA on Windows with MSVC is enabled, but under - development. It may not be fully functional. If you encounter issues, - disable CUDA and post this as an issue on githup. + except for MSVC where the default is `OFF`. CUDA on Windows with MSVC is + enabled, but under development and may not be fully functional. If you + encounter issues, disable CUDA and post this as an issue on github. * `CHOLMOD_USE_CUDA`: diff --git a/SuiteSparse_config/Config/README.md.in b/SuiteSparse_config/Config/README.md.in index 3ba0e8ec55..8fcda8d190 100644 --- a/SuiteSparse_config/Config/README.md.in +++ b/SuiteSparse_config/Config/README.md.in @@ -729,9 +729,9 @@ build type). The static libraries will not be built (since * `SUITESPARSE_USE_CUDA`: If set to `ON`, CUDA is enabled for all of SuiteSparse. Default: `ON`, - except for MSVC. CUDA on Windows with MSVC is enabled, but under - development. It may not be fully functional. If you encounter issues, - disable CUDA and post this as an issue on githup. + except for MSVC where the default is `OFF`. CUDA on Windows with MSVC is + enabled, but under development and may not be fully functional. If you + encounter issues, disable CUDA and post this as an issue on github. * `CHOLMOD_USE_CUDA`: From 71eb9685659cb150fa427328b8219c59a74afb9d Mon Sep 17 00:00:00 2001 From: Tim Davis Date: Sat, 23 Dec 2023 08:37:05 -0600 Subject: [PATCH 7/9] sync policy --- GraphBLAS/cmake_modules/SuiteSparsePolicy.cmake | 7 +++---- LAGraph/cmake_modules/SuiteSparsePolicy.cmake | 7 +++---- 2 files changed, 6 insertions(+), 8 deletions(-) diff --git a/GraphBLAS/cmake_modules/SuiteSparsePolicy.cmake b/GraphBLAS/cmake_modules/SuiteSparsePolicy.cmake index b48e91520a..9a8adc3529 100644 --- a/GraphBLAS/cmake_modules/SuiteSparsePolicy.cmake +++ b/GraphBLAS/cmake_modules/SuiteSparsePolicy.cmake @@ -15,8 +15,7 @@ # set ( CMAKE_BUILD_TYPE Debug ) # # SUITESPARSE_USE_CUDA: if OFF, CUDA is disabled. if ON, CUDA is enabled, -# if available. Ignored for MSVC. -# Default: ON. +# if available. Default: ON. # # SUITESPARSE_LOCAL_INSTALL: if true, "cmake --install" will install # into SuiteSparse/lib and SuiteSparse/include. @@ -285,8 +284,8 @@ endif ( ) #------------------------------------------------------------------------------- if ( MSVC ) - # do not attempt to use CUDA on MSVC - set ( SUITESPARSE_USE_CUDA OFF ) + option ( SUITESPARSE_USE_CUDA "ON: enable CUDA acceleration for SuiteSparse, OFF (default): do not use CUDA" OFF ) + message ( STATUS "CUDA on MSVC is under development and may not be fully functional (it is disabled by default)" ) else ( ) option ( SUITESPARSE_USE_CUDA "ON (default): enable CUDA acceleration for SuiteSparse, OFF: do not use CUDA" ON ) endif ( ) diff --git a/LAGraph/cmake_modules/SuiteSparsePolicy.cmake b/LAGraph/cmake_modules/SuiteSparsePolicy.cmake index b48e91520a..9a8adc3529 100644 --- a/LAGraph/cmake_modules/SuiteSparsePolicy.cmake +++ b/LAGraph/cmake_modules/SuiteSparsePolicy.cmake @@ -15,8 +15,7 @@ # set ( CMAKE_BUILD_TYPE Debug ) # # SUITESPARSE_USE_CUDA: if OFF, CUDA is disabled. if ON, CUDA is enabled, -# if available. Ignored for MSVC. -# Default: ON. +# if available. Default: ON. # # SUITESPARSE_LOCAL_INSTALL: if true, "cmake --install" will install # into SuiteSparse/lib and SuiteSparse/include. @@ -285,8 +284,8 @@ endif ( ) #------------------------------------------------------------------------------- if ( MSVC ) - # do not attempt to use CUDA on MSVC - set ( SUITESPARSE_USE_CUDA OFF ) + option ( SUITESPARSE_USE_CUDA "ON: enable CUDA acceleration for SuiteSparse, OFF (default): do not use CUDA" OFF ) + message ( STATUS "CUDA on MSVC is under development and may not be fully functional (it is disabled by default)" ) else ( ) option ( SUITESPARSE_USE_CUDA "ON (default): enable CUDA acceleration for SuiteSparse, OFF: do not use CUDA" ON ) endif ( ) From f927d5d74cf045078529fc6e3b7408ecd02c1544 Mon Sep 17 00:00:00 2001 From: Tim Davis Date: Sat, 23 Dec 2023 09:08:36 -0600 Subject: [PATCH 8/9] changelog and docs --- CHOLMOD/Doc/CHOLMOD_UserGuide.pdf | Bin 530333 -> 506744 bytes CHOLMOD/Doc/ChangeLog | 1 + ChangeLog | 3 ++- 3 files changed, 3 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z*mgbQQi$HC>@hE_s5e<&2?3=~)2o@8tdI~8?$Z3Dw4QYu&hAIs41*Yq?uE*XotQ>* z@FJdp(2=l9sE&Hs=WH>`oTK=YlXCO5% zIUKsgElsaY>*sZZVkMaW=GgGI_5owS;Up^#nH;9ur&g6G?7cs)huUUjsc2Y_gGE&Z z!0f#eyqi&?3yu{u}Dq)_+G|QC}tvZnJutHVkL`^r<)n?H=4)V)!-ciMtrTY&jpRNGK zmJ6}U%}MQ^(ADbD+_=15qr)Do%gedL0Bwy5Y8d&_OKKD1^&9wV6JZ=zs_ZD!^EPS| zk}f(`<BT$#N>}C z5p9J Date: Sat, 23 Dec 2023 09:23:22 -0600 Subject: [PATCH 9/9] report openmp --- GraphBLAS/cmake_modules/SuiteSparseReport.cmake | 2 +- SuiteSparse_config/cmake_modules/SuiteSparseReport.cmake | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/GraphBLAS/cmake_modules/SuiteSparseReport.cmake b/GraphBLAS/cmake_modules/SuiteSparseReport.cmake index 50e3465abb..fd4dcabdf7 100644 --- a/GraphBLAS/cmake_modules/SuiteSparseReport.cmake +++ b/GraphBLAS/cmake_modules/SuiteSparseReport.cmake @@ -19,7 +19,7 @@ endif ( ) message ( STATUS "build type: ${CMAKE_BUILD_TYPE}" ) message ( STATUS "BUILD_SHARED_LIBS: ${BUILD_SHARED_LIBS}" ) message ( STATUS "BUILD_STATIC_LIBS: ${BUILD_STATIC_LIBS}" ) -if ( OPENMP_FOUND ) +if ( SUITESPARSE_HAS_OPENMP ) message ( STATUS "use OpenMP: yes ") else ( ) message ( STATUS "use OpenMP: no ") diff --git a/SuiteSparse_config/cmake_modules/SuiteSparseReport.cmake b/SuiteSparse_config/cmake_modules/SuiteSparseReport.cmake index 50e3465abb..fd4dcabdf7 100644 --- a/SuiteSparse_config/cmake_modules/SuiteSparseReport.cmake +++ b/SuiteSparse_config/cmake_modules/SuiteSparseReport.cmake @@ -19,7 +19,7 @@ endif ( ) message ( STATUS "build type: ${CMAKE_BUILD_TYPE}" ) message ( STATUS "BUILD_SHARED_LIBS: ${BUILD_SHARED_LIBS}" ) message ( STATUS "BUILD_STATIC_LIBS: ${BUILD_STATIC_LIBS}" ) -if ( OPENMP_FOUND ) +if ( SUITESPARSE_HAS_OPENMP ) message ( STATUS "use OpenMP: yes ") else ( ) message ( STATUS "use OpenMP: no ")