/* StarPU --- Runtime system for heterogeneous multicore architectures. * * Copyright (C) 2009, 2010-2011 Université de Bordeaux 1 * Copyright (C) 2010, 2011, 2012 Centre National de la Recherche Scientifique * * StarPU is free software; you can redistribute it and/or modify * it under the terms of the GNU Lesser General Public License as published by * the Free Software Foundation; either version 2.1 of the License, or (at * your option) any later version. * * StarPU is distributed in the hope that it will be useful, but * WITHOUT ANY WARRANTY; without even the implied warranty of * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. * * See the GNU Lesser General Public License in COPYING.LGPL for more details. */ #include "xlu.h" #include #define str(s) #s #define xstr(s) str(s) #define STARPU_LU_STR(name) xstr(STARPU_LU(name)) #ifdef STARPU_USE_CUDA static const TYPE p1 = 1.0f; static const TYPE m1 = -1.0f; #endif /* * U22 */ static inline void STARPU_LU(common_u22)(void *descr[], int s, __attribute__((unused)) void *_args) { TYPE *right = (TYPE *)STARPU_MATRIX_GET_PTR(descr[0]); TYPE *left = (TYPE *)STARPU_MATRIX_GET_PTR(descr[1]); TYPE *center = (TYPE *)STARPU_MATRIX_GET_PTR(descr[2]); unsigned dx = STARPU_MATRIX_GET_NX(descr[2]); unsigned dy = STARPU_MATRIX_GET_NY(descr[2]); unsigned dz = STARPU_MATRIX_GET_NY(descr[0]); unsigned ld12 = STARPU_MATRIX_GET_LD(descr[0]); unsigned ld21 = STARPU_MATRIX_GET_LD(descr[1]); unsigned ld22 = STARPU_MATRIX_GET_LD(descr[2]); #ifdef STARPU_USE_CUDA cublasStatus status; cudaError_t cures; #endif switch (s) { case 0: CPU_GEMM("N", "N", dy, dx, dz, (TYPE)-1.0, right, ld21, left, ld12, (TYPE)1.0, center, ld22); break; #ifdef STARPU_USE_CUDA case 1: { CUBLAS_GEMM('n', 'n', dx, dy, dz, *(CUBLAS_TYPE*)&m1, (CUBLAS_TYPE *)right, ld21, (CUBLAS_TYPE *)left, ld12, *(CUBLAS_TYPE*)&p1, (CUBLAS_TYPE *)center, ld22); status = cublasGetError(); if (STARPU_UNLIKELY(status != CUBLAS_STATUS_SUCCESS)) STARPU_ABORT(); if (STARPU_UNLIKELY((cures = cudaThreadSynchronize()) != cudaSuccess)) STARPU_CUDA_REPORT_ERROR(cures); break; } #endif default: STARPU_ABORT(); break; } } void STARPU_LU(cpu_u22)(void *descr[], void *_args) { STARPU_LU(common_u22)(descr, 0, _args); } #ifdef STARPU_USE_CUDA void STARPU_LU(cublas_u22)(void *descr[], void *_args) { STARPU_LU(common_u22)(descr, 1, _args); } #endif /* STARPU_USE_CUDA */ static struct starpu_perfmodel STARPU_LU(model_22) = { .type = STARPU_HISTORY_BASED, #ifdef STARPU_ATLAS .symbol = STARPU_LU_STR(lu_model_22_atlas) #elif defined(STARPU_GOTO) .symbol = STARPU_LU_STR(lu_model_22_goto) #else .symbol = STARPU_LU_STR(lu_model_22) #endif }; struct starpu_codelet cl22 = { .where = STARPU_CPU|STARPU_CUDA, .cpu_funcs = {STARPU_LU(cpu_u22), NULL}, #ifdef STARPU_USE_CUDA .cuda_funcs = {STARPU_LU(cublas_u22), NULL}, #endif .nbuffers = 3, .modes = {STARPU_R, STARPU_R, STARPU_RW}, .model = &STARPU_LU(model_22) }; /* * U12 */ static inline void STARPU_LU(common_u12)(void *descr[], int s, __attribute__((unused)) void *_args) { TYPE *sub11; TYPE *sub12; sub11 = (TYPE *)STARPU_MATRIX_GET_PTR(descr[0]); sub12 = (TYPE *)STARPU_MATRIX_GET_PTR(descr[1]); unsigned ld11 = STARPU_MATRIX_GET_LD(descr[0]); unsigned ld12 = STARPU_MATRIX_GET_LD(descr[1]); unsigned nx12 = STARPU_MATRIX_GET_NX(descr[1]); unsigned ny12 = STARPU_MATRIX_GET_NY(descr[1]); #ifdef STARPU_USE_CUDA cublasStatus status; cudaError_t cures; #endif /* solve L11 U12 = A12 (find U12) */ switch (s) { case 0: CPU_TRSM("L", "L", "N", "N", nx12, ny12, (TYPE)1.0, sub11, ld11, sub12, ld12); break; #ifdef STARPU_USE_CUDA case 1: CUBLAS_TRSM('L', 'L', 'N', 'N', ny12, nx12, *(CUBLAS_TYPE*)&p1, (CUBLAS_TYPE*)sub11, ld11, (CUBLAS_TYPE*)sub12, ld12); status = cublasGetError(); if (STARPU_UNLIKELY(status != CUBLAS_STATUS_SUCCESS)) STARPU_ABORT(); if (STARPU_UNLIKELY((cures = cudaThreadSynchronize()) != cudaSuccess)) STARPU_CUDA_REPORT_ERROR(cures); break; #endif default: STARPU_ABORT(); break; } } void STARPU_LU(cpu_u12)(void *descr[], void *_args) { STARPU_LU(common_u12)(descr, 0, _args); } #ifdef STARPU_USE_CUDA void STARPU_LU(cublas_u12)(void *descr[], void *_args) { STARPU_LU(common_u12)(descr, 1, _args); } #endif /* STARPU_USE_CUDA */ static struct starpu_perfmodel STARPU_LU(model_12) = { .type = STARPU_HISTORY_BASED, #ifdef STARPU_ATLAS .symbol = STARPU_LU_STR(lu_model_12_atlas) #elif defined(STARPU_GOTO) .symbol = STARPU_LU_STR(lu_model_12_goto) #else .symbol = STARPU_LU_STR(lu_model_12) #endif }; struct starpu_codelet cl12 = { .where = STARPU_CPU|STARPU_CUDA, .cpu_funcs = {STARPU_LU(cpu_u12), NULL}, #ifdef STARPU_USE_CUDA .cuda_funcs = {STARPU_LU(cublas_u12), NULL}, #endif .nbuffers = 2, .modes = {STARPU_R, STARPU_RW}, .model = &STARPU_LU(model_12) }; /* * U21 */ static inline void STARPU_LU(common_u21)(void *descr[], int s, __attribute__((unused)) void *_args) { TYPE *sub11; TYPE *sub21; sub11 = (TYPE *)STARPU_MATRIX_GET_PTR(descr[0]); sub21 = (TYPE *)STARPU_MATRIX_GET_PTR(descr[1]); unsigned ld11 = STARPU_MATRIX_GET_LD(descr[0]); unsigned ld21 = STARPU_MATRIX_GET_LD(descr[1]); unsigned nx21 = STARPU_MATRIX_GET_NX(descr[1]); unsigned ny21 = STARPU_MATRIX_GET_NY(descr[1]); #ifdef STARPU_USE_CUDA cublasStatus status; #endif switch (s) { case 0: CPU_TRSM("R", "U", "N", "U", nx21, ny21, (TYPE)1.0, sub11, ld11, sub21, ld21); break; #ifdef STARPU_USE_CUDA case 1: CUBLAS_TRSM('R', 'U', 'N', 'U', ny21, nx21, *(CUBLAS_TYPE*)&p1, (CUBLAS_TYPE*)sub11, ld11, (CUBLAS_TYPE*)sub21, ld21); status = cublasGetError(); if (status != CUBLAS_STATUS_SUCCESS) STARPU_ABORT(); cudaThreadSynchronize(); break; #endif default: STARPU_ABORT(); break; } } void STARPU_LU(cpu_u21)(void *descr[], void *_args) { STARPU_LU(common_u21)(descr, 0, _args); } #ifdef STARPU_USE_CUDA void STARPU_LU(cublas_u21)(void *descr[], void *_args) { STARPU_LU(common_u21)(descr, 1, _args); } #endif static struct starpu_perfmodel STARPU_LU(model_21) = { .type = STARPU_HISTORY_BASED, #ifdef STARPU_ATLAS .symbol = STARPU_LU_STR(lu_model_21_atlas) #elif defined(STARPU_GOTO) .symbol = STARPU_LU_STR(lu_model_21_goto) #else .symbol = STARPU_LU_STR(lu_model_21) #endif }; struct starpu_codelet cl21 = { .where = STARPU_CPU|STARPU_CUDA, .cpu_funcs = {STARPU_LU(cpu_u21), NULL}, #ifdef STARPU_USE_CUDA .cuda_funcs = {STARPU_LU(cublas_u21), NULL}, #endif .nbuffers = 2, .modes = {STARPU_R, STARPU_RW}, .model = &STARPU_LU(model_21) }; /* * U11 */ static inline void STARPU_LU(common_u11)(void *descr[], int s, __attribute__((unused)) void *_args) { TYPE *sub11; sub11 = (TYPE *)STARPU_MATRIX_GET_PTR(descr[0]); unsigned long nx = STARPU_MATRIX_GET_NX(descr[0]); unsigned long ld = STARPU_MATRIX_GET_LD(descr[0]); unsigned long z; switch (s) { case 0: for (z = 0; z < nx; z++) { TYPE pivot; pivot = sub11[z+z*ld]; STARPU_ASSERT(fpclassify(pivot) != FP_ZERO); CPU_SCAL(nx - z - 1, (1.0/pivot), &sub11[z+(z+1)*ld], ld); CPU_GER(nx - z - 1, nx - z - 1, -1.0, &sub11[(z+1)+z*ld], 1, &sub11[z+(z+1)*ld], ld, &sub11[(z+1) + (z+1)*ld],ld); } break; #ifdef STARPU_USE_CUDA case 1: for (z = 0; z < nx; z++) { TYPE pivot; TYPE inv_pivot; cudaMemcpy(&pivot, &sub11[z+z*ld], sizeof(TYPE), cudaMemcpyDeviceToHost); cudaStreamSynchronize(0); STARPU_ASSERT(fpclassify(pivot) != FP_ZERO); inv_pivot = 1.0/pivot; CUBLAS_SCAL(nx - z - 1, *(CUBLAS_TYPE*)&inv_pivot, (CUBLAS_TYPE*)&sub11[z+(z+1)*ld], ld); CUBLAS_GER(nx - z - 1, nx - z - 1, *(CUBLAS_TYPE*)&m1, (CUBLAS_TYPE*)&sub11[(z+1)+z*ld], 1, (CUBLAS_TYPE*)&sub11[z+(z+1)*ld], ld, (CUBLAS_TYPE*)&sub11[(z+1) + (z+1)*ld],ld); } cudaThreadSynchronize(); break; #endif default: STARPU_ABORT(); break; } } void STARPU_LU(cpu_u11)(void *descr[], void *_args) { STARPU_LU(common_u11)(descr, 0, _args); } #ifdef STARPU_USE_CUDA void STARPU_LU(cublas_u11)(void *descr[], void *_args) { STARPU_LU(common_u11)(descr, 1, _args); } #endif /* STARPU_USE_CUDA */ static struct starpu_perfmodel STARPU_LU(model_11) = { .type = STARPU_HISTORY_BASED, #ifdef STARPU_ATLAS .symbol = STARPU_LU_STR(lu_model_11_atlas) #elif defined(STARPU_GOTO) .symbol = STARPU_LU_STR(lu_model_11_goto) #else .symbol = STARPU_LU_STR(lu_model_11) #endif }; struct starpu_codelet cl11 = { .where = STARPU_CPU|STARPU_CUDA, .cpu_funcs = {STARPU_LU(cpu_u11), NULL}, #ifdef STARPU_USE_CUDA .cuda_funcs = {STARPU_LU(cublas_u11), NULL}, #endif .nbuffers = 1, .modes = {STARPU_RW}, .model = &STARPU_LU(model_11) }; /* * U11 with pivoting */ static inline void STARPU_LU(common_u11_pivot)(void *descr[], int s, void *_args) { TYPE *sub11; sub11 = (TYPE *)STARPU_MATRIX_GET_PTR(descr[0]); unsigned long nx = STARPU_MATRIX_GET_NX(descr[0]); unsigned long ld = STARPU_MATRIX_GET_LD(descr[0]); unsigned long z; struct piv_s *piv = _args; unsigned *ipiv = piv->piv; unsigned first = piv->first; switch (s) { case 0: for (z = 0; z < nx; z++) { TYPE pivot; pivot = sub11[z+z*ld]; if (fabs((double)(pivot)) < PIVOT_THRESHHOLD) { /* find the pivot */ int piv_ind = CPU_IAMAX(nx - z, &sub11[z*(ld+1)], ld); ipiv[z + first] = piv_ind + z + first; /* swap if needed */ if (piv_ind != 0) { CPU_SWAP(nx, &sub11[z*ld], 1, &sub11[(z+piv_ind)*ld], 1); } pivot = sub11[z+z*ld]; } STARPU_ASSERT(pivot != 0.0); CPU_SCAL(nx - z - 1, (1.0/pivot), &sub11[z+(z+1)*ld], ld); CPU_GER(nx - z - 1, nx - z - 1, -1.0, &sub11[(z+1)+z*ld], 1, &sub11[z+(z+1)*ld], ld, &sub11[(z+1) + (z+1)*ld],ld); } break; #ifdef STARPU_USE_CUDA case 1: for (z = 0; z < nx; z++) { TYPE pivot; TYPE inv_pivot; cudaMemcpy(&pivot, &sub11[z+z*ld], sizeof(TYPE), cudaMemcpyDeviceToHost); cudaStreamSynchronize(0); if (fabs((double)(pivot)) < PIVOT_THRESHHOLD) { /* find the pivot */ int piv_ind = CUBLAS_IAMAX(nx - z, (CUBLAS_TYPE*)&sub11[z*(ld+1)], ld) - 1; ipiv[z + first] = piv_ind + z + first; /* swap if needed */ if (piv_ind != 0) { CUBLAS_SWAP(nx, (CUBLAS_TYPE*)&sub11[z*ld], 1, (CUBLAS_TYPE*)&sub11[(z+piv_ind)*ld], 1); } cudaMemcpy(&pivot, &sub11[z+z*ld], sizeof(TYPE), cudaMemcpyDeviceToHost); cudaStreamSynchronize(0); } STARPU_ASSERT(pivot != 0.0); inv_pivot = 1.0/pivot; CUBLAS_SCAL(nx - z - 1, *(CUBLAS_TYPE*)&inv_pivot, (CUBLAS_TYPE*)&sub11[z+(z+1)*ld], ld); CUBLAS_GER(nx - z - 1, nx - z - 1, *(CUBLAS_TYPE*)&m1, (CUBLAS_TYPE*)&sub11[(z+1)+z*ld], 1, (CUBLAS_TYPE*)&sub11[z+(z+1)*ld], ld, (CUBLAS_TYPE*)&sub11[(z+1) + (z+1)*ld],ld); } cudaThreadSynchronize(); break; #endif default: STARPU_ABORT(); break; } } void STARPU_LU(cpu_u11_pivot)(void *descr[], void *_args) { STARPU_LU(common_u11_pivot)(descr, 0, _args); } #ifdef STARPU_USE_CUDA void STARPU_LU(cublas_u11_pivot)(void *descr[], void *_args) { STARPU_LU(common_u11_pivot)(descr, 1, _args); } #endif /* STARPU_USE_CUDA */ static struct starpu_perfmodel STARPU_LU(model_11_pivot) = { .type = STARPU_HISTORY_BASED, #ifdef STARPU_ATLAS .symbol = STARPU_LU_STR(lu_model_11_pivot_atlas) #elif defined(STARPU_GOTO) .symbol = STARPU_LU_STR(lu_model_11_pivot_goto) #else .symbol = STARPU_LU_STR(lu_model_11_pivot) #endif }; struct starpu_codelet cl11_pivot = { .where = STARPU_CPU|STARPU_CUDA, .cpu_funcs = {STARPU_LU(cpu_u11_pivot), NULL}, #ifdef STARPU_USE_CUDA .cuda_funcs = {STARPU_LU(cublas_u11_pivot), NULL}, #endif .nbuffers = 1, .modes = {STARPU_RW}, .model = &STARPU_LU(model_11_pivot) }; /* * Pivoting */ static inline void STARPU_LU(common_pivot)(void *descr[], int s, void *_args) { TYPE *matrix; matrix = (TYPE *)STARPU_MATRIX_GET_PTR(descr[0]); unsigned long nx = STARPU_MATRIX_GET_NX(descr[0]); unsigned long ld = STARPU_MATRIX_GET_LD(descr[0]); unsigned row; struct piv_s *piv = _args; unsigned *ipiv = piv->piv; unsigned first = piv->first; switch (s) { case 0: for (row = 0; row < nx; row++) { unsigned rowpiv = ipiv[row+first] - first; if (rowpiv != row) { CPU_SWAP(nx, &matrix[row*ld], 1, &matrix[rowpiv*ld], 1); } } break; #ifdef STARPU_USE_CUDA case 1: for (row = 0; row < nx; row++) { unsigned rowpiv = ipiv[row+first] - first; if (rowpiv != row) { CUBLAS_SWAP(nx, (CUBLAS_TYPE*)&matrix[row*ld], 1, (CUBLAS_TYPE*)&matrix[rowpiv*ld], 1); } } cudaThreadSynchronize(); break; #endif default: STARPU_ABORT(); break; } } void STARPU_LU(cpu_pivot)(void *descr[], void *_args) { STARPU_LU(common_pivot)(descr, 0, _args); } #ifdef STARPU_USE_CUDA void STARPU_LU(cublas_pivot)(void *descr[], void *_args) { STARPU_LU(common_pivot)(descr, 1, _args); } #endif /* STARPU_USE_CUDA */ static struct starpu_perfmodel STARPU_LU(model_pivot) = { .type = STARPU_HISTORY_BASED, #ifdef STARPU_ATLAS .symbol = STARPU_LU_STR(lu_model_pivot_atlas) #elif defined(STARPU_GOTO) .symbol = STARPU_LU_STR(lu_model_pivot_goto) #else .symbol = STARPU_LU_STR(lu_model_pivot) #endif }; struct starpu_codelet cl_pivot = { .where = STARPU_CPU|STARPU_CUDA, .cpu_funcs = {STARPU_LU(cpu_pivot), NULL}, #ifdef STARPU_USE_CUDA .cuda_funcs = {STARPU_LU(cublas_pivot), NULL}, #endif .nbuffers = 1, .modes = {STARPU_RW}, .model = &STARPU_LU(model_pivot) };