From d29fa2755410c1c0ff9c29db7c9d0df26b89ac82 Mon Sep 17 00:00:00 2001 From: Orestis Korakitis Date: Thu, 1 Jul 2021 14:57:08 +0300 Subject: [PATCH 1/5] Added SAXPY example for OpenACC --- .../saxpy-openacc/.setup/files/multirun.sh | 8 +++ .../saxpy-openacc/.setup/files/run-once.sh | 7 +++ 06-openacc+ompss-2/saxpy-openacc/Makefile | 26 +++++++++ 06-openacc+ompss-2/saxpy-openacc/README.rst | 30 ++++++++++ 06-openacc+ompss-2/saxpy-openacc/src/kernel.h | 4 ++ 06-openacc+ompss-2/saxpy-openacc/src/main.c | 55 +++++++++++++++++++ .../saxpy-openacc/src/multisaxpy_openacc.c | 24 ++++++++ 7 files changed, 154 insertions(+) create mode 100755 06-openacc+ompss-2/saxpy-openacc/.setup/files/multirun.sh create mode 100755 06-openacc+ompss-2/saxpy-openacc/.setup/files/run-once.sh create mode 100644 06-openacc+ompss-2/saxpy-openacc/Makefile create mode 100644 06-openacc+ompss-2/saxpy-openacc/README.rst create mode 100644 06-openacc+ompss-2/saxpy-openacc/src/kernel.h create mode 100644 06-openacc+ompss-2/saxpy-openacc/src/main.c create mode 100644 06-openacc+ompss-2/saxpy-openacc/src/multisaxpy_openacc.c diff --git a/06-openacc+ompss-2/saxpy-openacc/.setup/files/multirun.sh b/06-openacc+ompss-2/saxpy-openacc/.setup/files/multirun.sh new file mode 100755 index 0000000..b08adb4 --- /dev/null +++ b/06-openacc+ompss-2/saxpy-openacc/.setup/files/multirun.sh @@ -0,0 +1,8 @@ + +PROGRAM=multisaxpy_openacc + +BLOCKSIZES=(4096 8192 16384) + +for bs in ${BLOCKSIZES[@]}; do + ./$PROGRAM 16777216 $bs 10 +done diff --git a/06-openacc+ompss-2/saxpy-openacc/.setup/files/run-once.sh b/06-openacc+ompss-2/saxpy-openacc/.setup/files/run-once.sh new file mode 100755 index 0000000..e4acd53 --- /dev/null +++ b/06-openacc+ompss-2/saxpy-openacc/.setup/files/run-once.sh @@ -0,0 +1,7 @@ + +PROGRAM=multisaxpy_openacc + +#INSTRUMENT=./trace.sh +#INSTRUMENT=./graph.sh + +$INSTRUMENT ./$PROGRAM 16777216 8192 10 diff --git a/06-openacc+ompss-2/saxpy-openacc/Makefile b/06-openacc+ompss-2/saxpy-openacc/Makefile new file mode 100644 index 0000000..481aee2 --- /dev/null +++ b/06-openacc+ompss-2/saxpy-openacc/Makefile @@ -0,0 +1,26 @@ +include $(OSS2EE_COMMON_DIR)/Makefile + +CC=pgimcc +CFLAGS=$(OSS2EE_CFLAGS) --ompss-2 --openacc -O3 +LDFLAGS=$(OSS2EE_LFLAGS) + +LIBS=$(OSS2EE_LIBS) +INCS=$(OSS2EE_INCS) + +ifeq ($(OSS2EE_NANOS6_DIRECTORY),1) +CFLAGS+=-DOSS2EE_NANOS6_DIRECTORY +endif + +PREFIX=src + +BIN=multisaxpy_openacc + +all: $(BIN) + +% : $(PREFIX)/%.c $(PREFIX)/main.c + $(CC) $(CFLAGS) $(LDFLAGS) $(INCS) $^ -o $@ $(LIBS) + +clean: + @rm -f multisaxpy_openacc *.o $(CC)_* *~ + @echo Cleaning current directory + diff --git a/06-openacc+ompss-2/saxpy-openacc/README.rst b/06-openacc+ompss-2/saxpy-openacc/README.rst new file mode 100644 index 0000000..48850c2 --- /dev/null +++ b/06-openacc+ompss-2/saxpy-openacc/README.rst @@ -0,0 +1,30 @@ +Saxpy-OpenACC benchmark +======================= + +Description + +This benchmark runs several SAXPY operations in the GPU. +SAXPY is a Level 1 operation in the Basic Linear Algebra Subprograms package, +and is a common operation in computations with vector processors. SAXPY is a +combination of scalar multiplication and vector addition. + +Versions + +* **01.multisaxpy_openacc:** Parallel version using OpenACC tasks + +Execution instructions + +To run the program use: +``` +./multisaxpy_openacc SIZE BLOCK_SIZE ITERATIONS +``` + +where: + +1. SIZE is the number of elements of the vectors used on the SAXPY operation +2. The SAXPY operation will be applied to the vector in blocks that contains BLOCK_SIZE elements +3. ITERATIONS is the number of times the SAXPY operation is executed + +References +http://en.wikipedia.org/wiki/AXPY + diff --git a/06-openacc+ompss-2/saxpy-openacc/src/kernel.h b/06-openacc+ompss-2/saxpy-openacc/src/kernel.h new file mode 100644 index 0000000..fa40316 --- /dev/null +++ b/06-openacc+ompss-2/saxpy-openacc/src/kernel.h @@ -0,0 +1,4 @@ + +#pragma oss task in([N]x) inout([N]y) device(openacc) +void axpy_openacc(double *x, double *y, double alpha, long N); + diff --git a/06-openacc+ompss-2/saxpy-openacc/src/main.c b/06-openacc+ompss-2/saxpy-openacc/src/main.c new file mode 100644 index 0000000..3e07156 --- /dev/null +++ b/06-openacc+ompss-2/saxpy-openacc/src/main.c @@ -0,0 +1,55 @@ +#include +#include +#include + +extern void multisaxpy(double *x, double *y, double alpha, long N, long TS, long its); + +static void initialize(double *data, double value, long N, long TS) { + for (long i=0; i < N; i++) { + data[i] = value; + } +} + +int main(int argc, char* argv[]) +{ + if (argc != 4) { + printf("Usage: ./saxpy [Size] [Blocksize] [Iterations] \n", + "\tSize\t\t: Integer - Number of elements of the vector \n", + "\tBlocksize\t: Integer - Number of element to calculate in each task. \n", + "\tIterations\t: Integer - Number of iterations to perform. \n\n"); + return 0; + } + + const long n = atoi(argv[1]); + const long ts = atoi(argv[2]); + const long its = atoi(argv[3]); + + double *x = (double *) malloc(n*sizeof(double)); + double *y = (double *) malloc(n*sizeof(double)); + + initialize(x, 1.0, n, ts); + initialize(y, 0.0, n, ts); + + struct timespec start, end; + clock_gettime(CLOCK_MONOTONIC, &start); + + multisaxpy(x, y, 1.0, n, ts, its); + + clock_gettime(CLOCK_MONOTONIC, &end); + + double duration = (end.tv_sec - start.tv_sec) * 1000000 + (end.tv_nsec - start.tv_nsec) / 1000; + duration /= 1000000; + + double performance = n; + performance *= its; + performance = performance / duration; + performance /= 1000000000; + +// std::cout << n << ", " << ts << ", " << its << ", " << duration << ", " << performance << std::endl; + printf("%d, %d, %d, %f, %f\n", n, ts, its, duration, performance); + + free(x); + free(y); + + return 0; +} diff --git a/06-openacc+ompss-2/saxpy-openacc/src/multisaxpy_openacc.c b/06-openacc+ompss-2/saxpy-openacc/src/multisaxpy_openacc.c new file mode 100644 index 0000000..bb13852 --- /dev/null +++ b/06-openacc+ompss-2/saxpy-openacc/src/multisaxpy_openacc.c @@ -0,0 +1,24 @@ +#include "kernel.h" + +void axpy_openacc(double *x, double *y, double alpha, long N) +{ +#pragma acc parallel loop independent + for (long i = 0; i < N; i++) + y[i] *= alpha * x[i]; +} + +void axpy(double *x, double *y, double alpha, long N, long TS) +{ + for (long i = 0; i < N; i += TS) { + axpy_openacc(&x[i], &y[i], alpha, TS); + } +} + +void multisaxpy(double *x, double *y, double alpha, long N, long TS, long its) +{ + for (long iteration = 0; iteration < its; iteration++) { + axpy(x, y, 1.0, N, TS); + } + #pragma oss taskwait +} + -- GitLab From c20cec664600e7db4ff86fd270243ffabd32e240 Mon Sep 17 00:00:00 2001 From: Orestis Korakitis Date: Thu, 1 Jul 2021 21:07:29 +0300 Subject: [PATCH 2/5] Added NBODY example for OpenACC --- .../nbody-openacc/.setup/files/multirun.sh | 4 + .../nbody-openacc/.setup/files/run-once.sh | 7 + 06-openacc+ompss-2/nbody-openacc/Makefile | 24 + 06-openacc+ompss-2/nbody-openacc/README.rst | 21 + .../nbody-openacc/data/input/nbody_input.in | 10 + .../data/output/nbody_out-ref.xyz | 32772 ++++++++++++++++ 06-openacc+ompss-2/nbody-openacc/src/kernel.h | 12 + 06-openacc+ompss-2/nbody-openacc/src/main.c | 81 + 06-openacc+ompss-2/nbody-openacc/src/nbody.h | 76 + .../nbody-openacc/src/nbody_openacc.c | 104 + 06-openacc+ompss-2/nbody-openacc/src/util.c | 468 + 11 files changed, 33579 insertions(+) create mode 100755 06-openacc+ompss-2/nbody-openacc/.setup/files/multirun.sh create mode 100755 06-openacc+ompss-2/nbody-openacc/.setup/files/run-once.sh create mode 100644 06-openacc+ompss-2/nbody-openacc/Makefile create mode 100644 06-openacc+ompss-2/nbody-openacc/README.rst create mode 100644 06-openacc+ompss-2/nbody-openacc/data/input/nbody_input.in create mode 100644 06-openacc+ompss-2/nbody-openacc/data/output/nbody_out-ref.xyz create mode 100644 06-openacc+ompss-2/nbody-openacc/src/kernel.h create mode 100644 06-openacc+ompss-2/nbody-openacc/src/main.c create mode 100644 06-openacc+ompss-2/nbody-openacc/src/nbody.h create mode 100644 06-openacc+ompss-2/nbody-openacc/src/nbody_openacc.c create mode 100644 06-openacc+ompss-2/nbody-openacc/src/util.c diff --git a/06-openacc+ompss-2/nbody-openacc/.setup/files/multirun.sh b/06-openacc+ompss-2/nbody-openacc/.setup/files/multirun.sh new file mode 100755 index 0000000..dbef9be --- /dev/null +++ b/06-openacc+ompss-2/nbody-openacc/.setup/files/multirun.sh @@ -0,0 +1,4 @@ + +PROGRAM=nbody_openacc + +./$PROGRAM data/input/nbody_input.in diff --git a/06-openacc+ompss-2/nbody-openacc/.setup/files/run-once.sh b/06-openacc+ompss-2/nbody-openacc/.setup/files/run-once.sh new file mode 100755 index 0000000..0aa41b2 --- /dev/null +++ b/06-openacc+ompss-2/nbody-openacc/.setup/files/run-once.sh @@ -0,0 +1,7 @@ + +PROGRAM=nbody_openacc + +#INSTRUMENT=./trace.sh +#INSTRUMENT=./graph.sh + +$INSTRUMENT ./$PROGRAM data/input/nbody_input.in diff --git a/06-openacc+ompss-2/nbody-openacc/Makefile b/06-openacc+ompss-2/nbody-openacc/Makefile new file mode 100644 index 0000000..f1f911b --- /dev/null +++ b/06-openacc+ompss-2/nbody-openacc/Makefile @@ -0,0 +1,24 @@ +include $(OSS2EE_COMMON_DIR)/Makefile + +PREFIX=src + +CC=pgimcc +CFLAGS=$(OSS2EE_CFLAGS) --ompss-2 -O3 --openacc +LFLAGS=$(OSS2EE_LFLAGS) + +LIBS=$(OSS2EE_LIBS) +INCS=$(OSS2EE_INCS) + +TARGETS=nbody_openacc + +COMMON_SOURCES=$(PREFIX)/main.c $(PREFIX)/util.c + +all: $(TARGETS) + +nbody_openacc: $(COMMON_SOURCES) $(PREFIX)/nbody_openacc.c + $(CC) $(CFLAGS) $(LFLAGS) $(INCS) -o $@ $^ $(LIBS) + +clean: + @rm -f nbody_openacc *.o $(CC)_* *~ + @echo Cleaning current directory + diff --git a/06-openacc+ompss-2/nbody-openacc/README.rst b/06-openacc+ompss-2/nbody-openacc/README.rst new file mode 100644 index 0000000..ae2d04f --- /dev/null +++ b/06-openacc+ompss-2/nbody-openacc/README.rst @@ -0,0 +1,21 @@ +N-body benchmark with OpenACC +============================== + +Nbody simulation is a simulation of a dynamical system of particles, usually under +the influence of physical forces, such as gravity. + +Versions + +* **01.nbody_openacc:** Parallel version using OpenACC tasks + +Execution instructions + +To run the program use: +``` +./nbody_openacc [input-file] +``` + +Input files can be found in the *data/input* folder. +The programs creates a *nbody_out.xyz* file which can be compared with the reference file in the *data/output* folder to check for correctness. +Note that due to floating point precision you may get slightly different results in certain lines of the output. Use a tool +like `diff` or `vimdiff` to inspect and figure out if the differences are actually negligible. diff --git a/06-openacc+ompss-2/nbody-openacc/data/input/nbody_input.in b/06-openacc+ompss-2/nbody-openacc/data/input/nbody_input.in new file mode 100644 index 0000000..96e67c5 --- /dev/null +++ b/06-openacc+ompss-2/nbody-openacc/data/input/nbody_input.in @@ -0,0 +1,10 @@ + 16384 +1.0e+10 +1.0e+10 +1.0e+10 +1.0e+0 + 10 + 11 +12345 +1.0e+28 +nbody diff --git a/06-openacc+ompss-2/nbody-openacc/data/output/nbody_out-ref.xyz b/06-openacc+ompss-2/nbody-openacc/data/output/nbody_out-ref.xyz new file mode 100644 index 0000000..7b97725 --- /dev/null +++ b/06-openacc+ompss-2/nbody-openacc/data/output/nbody_out-ref.xyz @@ -0,0 +1,32772 @@ +16384 +NBody +C 8.40188e+09 3.94383e+09 7.83099e+09 +C 9.11647e+09 1.97551e+09 3.35223e+09 +C 2.77775e+09 5.5397e+09 4.77397e+09 +C 3.64784e+09 5.13401e+09 9.5223e+09 +C 6.35712e+09 7.17297e+09 1.41603e+09 +C 1.63006e+08 2.42887e+09 1.37232e+09 +C 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4.31909e+09 +C 1.0186e+09 6.61518e+09 9.51351e+07 diff --git a/06-openacc+ompss-2/nbody-openacc/src/kernel.h b/06-openacc+ompss-2/nbody-openacc/src/kernel.h new file mode 100644 index 0000000..1a455db --- /dev/null +++ b/06-openacc+ompss-2/nbody-openacc/src/kernel.h @@ -0,0 +1,12 @@ +#include"nbody.h" + +#pragma oss task in([size]d_particles) inout([size]output) device(openacc) +void calculate_force_func_openacc( + int size, + float time_interval, + int number_of_particles, + Particle* d_particles, + Particle *output, + int first_local, + int last_local ); + diff --git a/06-openacc+ompss-2/nbody-openacc/src/main.c b/06-openacc+ompss-2/nbody-openacc/src/main.c new file mode 100644 index 0000000..cd11bb6 --- /dev/null +++ b/06-openacc+ompss-2/nbody-openacc/src/main.c @@ -0,0 +1,81 @@ +/* nbody.c */ + +#include "nbody.h" + +extern void Particle_array_calculate_forces( + Particle* this_particle_array, + Particle *output_array, + int number_of_particles, + float time_interval , + int timestep); + + +double wall_time ( ) +{ + struct timespec ts; + double res; + + clock_gettime(CLOCK_MONOTONIC,&ts); + + res = (double) (ts.tv_sec) + (double) ts.tv_nsec * 1.0e-9; + + return res; +} + +int main (int argc, char** argv) +{ + Particle* particle_array = (Particle*) NULL; + Particle* particle_array2 = (Particle*) NULL; + int timestep; + int i; + + FILE *input_data = fopen(argv[1], "r"); + Particle_input_arguments(input_data); + + particle_array = Particle_array_construct(number_of_particles); + particle_array2 = Particle_array_construct(number_of_particles); + + Particle_array_initialize(particle_array, number_of_particles); + + FILE * fileptr = fopen("nbody_out.xyz", "w"); + Particle_array_output_xyz(fileptr, particle_array, number_of_particles); + + if (number_of_particles <= 1) { + printf("Returning\n"); + return 0; + } + + Particle_array_initialize(particle_array, number_of_particles); + + double start = wall_time(); + + for (timestep = 1; timestep <= number_of_timesteps; timestep++) { + if ((timestep % timesteps_between_outputs) == 0 ) fprintf(stderr, "Starting timestep #%d.\n", timestep); + + Particle_array_calculate_forces(particle_array, particle_array2, number_of_particles, time_interval , timestep); + + Particle * tmp = particle_array; + particle_array = particle_array2; + particle_array2 = tmp; + + } + + #pragma oss taskwait + double end = wall_time (); + + printf("Time in seconds: %g s.\n", end - start); + printf("Particles per second: %g \n", (number_of_particles*number_of_timesteps)/(end-start)); + + if ((number_of_timesteps % timesteps_between_outputs) != 0) { + Particle_array_output_xyz(fileptr, particle_array, number_of_particles); + } + + particle_array = Particle_array_destruct(particle_array, number_of_particles); + + if (fclose(fileptr) != 0) { + fprintf(stderr, "ERROR: can't close the output file.\n"); + exit(program_failure_code); + } + + return program_success_code; +} diff --git a/06-openacc+ompss-2/nbody-openacc/src/nbody.h b/06-openacc+ompss-2/nbody-openacc/src/nbody.h new file mode 100644 index 0000000..a1580e1 --- /dev/null +++ b/06-openacc+ompss-2/nbody-openacc/src/nbody.h @@ -0,0 +1,76 @@ +#ifndef nbody_h +#define nbody_h + +#include +#include +#include +#include +#include + +#define default_domain_size_x 1.0e+18 /* m */ +#define default_domain_size_y 1.0e+18 /* m */ +#define default_domain_size_z 1.0e+18 /* m */ +#define default_mass_maximum 1.0e+18 /* kg */ +#define default_time_interval 1.0e+18 /* s */ +#define default_number_of_particles 1000 +#define default_number_of_timesteps 100 +#define default_timesteps_between_outputs default_number_of_timesteps +#define default_random_seed 12345 +#define default_base_filename "nbody" + +#define program_failure_code -1 +#define program_success_code 0 + +static float mass_maximum; + +#define DEFAULT_STRING_LENGTH 1023 + +extern const int default_string_length; +extern const int server; +extern char base_filename[DEFAULT_STRING_LENGTH+1]; +extern float domain_size_x; +extern float domain_size_y; +extern float domain_size_z; +extern float time_interval; +extern int number_of_particles; +extern int number_of_timesteps; +extern int timesteps_between_outputs; +extern unsigned int random_seed; + +#define gravitational_constant 6.6726e-11 /* N(m/kg)2 */ + +typedef struct { + float position_x; /* m */ + float position_y; /* m */ + float position_z; /* m */ + float velocity_x; /* m/s */ + float velocity_y; /* m/s */ + float velocity_z; /* m/s */ + float mass; /* kg */ + float pad; +} Particle; + + +void Particle_input_arguments (FILE *input); +void Particle_check (Particle* this_particle, char* action, char* routine); +void Particle_pair_check (Particle* this_particle1, Particle* this_particle2, char* action, char* routine); +void Particle_clear (Particle* this_particle); +void Particle_construct (Particle* this_particle); +void Particle_destruct (Particle* this_particle); +void Particle_set_position_randomly (Particle* this_particle); +void Particle_initialize_randomly (Particle* this_particle); +void Particle_initialize (Particle* this_particle); +void Particle_output (FILE* fileptr, Particle* this_particle); +void Particle_output_xyz (FILE* fileptr, Particle* this_particle); +void Particle_array_check ( Particle* this_particle_array, int number_of_particles, char* action, char* routine); +Particle* Particle_array_allocate (int number_of_particles); +Particle* Particle_array_construct (int number_of_particles); +Particle* Particle_array_deallocate (Particle* this_particle_array, int number_of_particles); +Particle* Particle_array_destruct (Particle* this_particle_array, int number_of_particles); +void Particle_array_initialize_randomly (Particle* this_particle_array, int number_of_particles); +void Particle_array_initialize (Particle* this_particle_array, int number_of_particles); +void Particle_array_output (char* base_filename, Particle* this_particle_array, int number_of_particles, int timestep); +void Particle_array_output_xyz(FILE * fileptr, Particle* this_particle_array, int number_of_particles); + +#endif /* #ifndef nbody_h */ + diff --git a/06-openacc+ompss-2/nbody-openacc/src/nbody_openacc.c b/06-openacc+ompss-2/nbody-openacc/src/nbody_openacc.c new file mode 100644 index 0000000..176aee1 --- /dev/null +++ b/06-openacc+ompss-2/nbody-openacc/src/nbody_openacc.c @@ -0,0 +1,104 @@ +#include "kernel.h" + +void Particle_array_calculate_forces( + Particle* this_particle_array, + Particle *output_array, + int number_of_particles, + float time_interval, + int timestep) +{ + const int bs = number_of_particles/32; // TODO Configurable block number + + for (int i = 0; i < number_of_particles; i += bs) { + calculate_force_func_openacc(bs,time_interval,number_of_particles,this_particle_array, &output_array[i], i, i+bs-1); + } +} + +//#pragma acc routine +void inline calculate_force ( + Particle* this_particle1, + Particle* this_particle2, + float* force_x, + float* force_y, + float* force_z ) +{ + float difference_x, difference_y, difference_z; + float distance_squared, distance; + float force_magnitude; + + difference_x = this_particle2->position_x - this_particle1->position_x; + difference_y = this_particle2->position_y - this_particle1->position_y; + difference_z = this_particle2->position_z - this_particle1->position_z; + + distance_squared = + difference_x * difference_x + + difference_y * difference_y + + difference_z * difference_z; + + distance = sqrtf(distance_squared); + + force_magnitude = + gravitational_constant * + (this_particle1->mass) * (this_particle2->mass) / distance_squared; + + *force_x = (force_magnitude / distance) * difference_x; + *force_y = (force_magnitude / distance) * difference_y; + *force_z = (force_magnitude / distance) * difference_z; +} + + +void calculate_force_func_openacc ( + int size, + float time_interval, + int number_of_particles, + Particle* d_particles, + Particle *output, + int first_local, + int last_local ) +{ +#pragma acc parallel loop independent + for (int p = first_local; p < last_local; p++) { + + Particle* this_particle = output + p - first_local; + + float force_x = 0.0f, force_y = 0.0f, force_z = 0.0f; + float total_force_x = 0.0f, total_force_y = 0.0f, total_force_z = 0.0f; + + for (int i = 0; i < number_of_particles; i++) { + if (i != p) { + calculate_force(d_particles + p, d_particles + i, &force_x, &force_y, &force_z); + + total_force_x += force_x; + total_force_y += force_y; + total_force_z += force_z; + } + } + + float velocity_change_x, velocity_change_y, velocity_change_z; + float position_change_x, position_change_y, position_change_z; + + this_particle->mass = d_particles[p].mass; + + velocity_change_x = + total_force_x * (time_interval / this_particle->mass); + velocity_change_y = + total_force_y * (time_interval / this_particle->mass); + velocity_change_z = + total_force_z * (time_interval / this_particle->mass); + + position_change_x = + d_particles[p].velocity_x + velocity_change_x * (0.5 * time_interval); + position_change_y = + d_particles[p].velocity_y + velocity_change_y * (0.5 * time_interval); + position_change_z = + d_particles[p].velocity_z + velocity_change_z * (0.5 * time_interval); + + this_particle->velocity_x = d_particles[p].velocity_x + velocity_change_x; + this_particle->velocity_y = d_particles[p].velocity_y + velocity_change_y; + this_particle->velocity_z = d_particles[p].velocity_z + velocity_change_z; + + this_particle->position_x = d_particles[p].position_x + position_change_x; + this_particle->position_y = d_particles[p].position_y + position_change_y; + this_particle->position_z = d_particles[p].position_z + position_change_z; + } +} diff --git a/06-openacc+ompss-2/nbody-openacc/src/util.c b/06-openacc+ompss-2/nbody-openacc/src/util.c new file mode 100644 index 0000000..7cb68c0 --- /dev/null +++ b/06-openacc+ompss-2/nbody-openacc/src/util.c @@ -0,0 +1,468 @@ +#include "nbody.h" + +const int default_string_length = DEFAULT_STRING_LENGTH; +const int server = 0; +char base_filename[DEFAULT_STRING_LENGTH+1]; +float domain_size_x; +float domain_size_y; +float domain_size_z; +float time_interval; +int number_of_particles; +int number_of_timesteps; +int timesteps_between_outputs; +unsigned int random_seed; + + + +void Particle_input_arguments (FILE *input) +{ + number_of_particles = default_number_of_particles; + domain_size_x = default_domain_size_x; + domain_size_y = default_domain_size_y; + domain_size_z = default_domain_size_z; + time_interval = default_time_interval; + number_of_timesteps = default_number_of_timesteps; + timesteps_between_outputs = default_timesteps_between_outputs; + random_seed = default_random_seed; + mass_maximum = default_mass_maximum; + + + if (fscanf(input, "%d", &number_of_particles) != 1) { + fprintf(stderr, "ERROR: cannot read number of particles from standard input!\n"); + exit(program_failure_code); + } + + if (number_of_particles < 1) { + fprintf(stderr, "ERROR: cannot have %d particles!\n", number_of_particles); + exit(program_failure_code); + } + + if (number_of_particles == 1) { + fprintf(stderr, "There is only one particle, therefore no forces.\n"); + exit(program_failure_code); + } + + if (fscanf(input, "%f", &domain_size_x) != 1) { + fprintf(stderr, "ERROR: cannot read domain size X from standard input!\n"); + exit(program_failure_code); + } + + if (domain_size_x <= 0.0) { + fprintf(stderr,"ERROR: cannot have a domain whose X dimension has length %f!\n", domain_size_x); + exit(program_failure_code); + } + + if (fscanf(input, "%f", &domain_size_y) != 1) { + fprintf(stderr, "ERROR: cannot read domain size Y from standard input!\n"); + exit(program_failure_code); + } + + if (domain_size_y <= 0.0) { + fprintf(stderr, "ERROR: cannot have a domain whose Y dimension has length %f!\n", domain_size_y); + exit(program_failure_code); + } + + if (fscanf(input,"%f", &domain_size_z) != 1) { + fprintf(stderr, "ERROR: cannot read domain size Z from standard input!\n"); + exit(program_failure_code); + } + + if (domain_size_z <= 0.0) { + fprintf(stderr, "ERROR: cannot have a domain whose Z dimension has length %f!\n", domain_size_z); + exit(program_failure_code); + } + + if (fscanf(input, "%f", &time_interval) != 1) { + fprintf(stderr, "ERROR: cannot read time interval from standard input!\n"); + exit(program_failure_code); + } + + if (time_interval <= 0.0) { + fprintf(stderr, "ERROR: cannot have a time interval of %f!\n", time_interval); + exit(program_failure_code); + } + + if (fscanf(input, "%d", &number_of_timesteps) != 1) { + fprintf(stderr, "ERROR: cannot read number of timesteps from standard input!\n"); + exit(program_failure_code); + } + + if (number_of_timesteps <= 0) { + fprintf(stderr, "ERROR: cannot have %d timesteps!\n", number_of_timesteps); + exit(program_failure_code); + } + + if (fscanf(input, "%d", ×teps_between_outputs) != 1) { + fprintf(stderr, "ERROR: cannot read timesteps between outputs from standard input!\n"); + exit(program_failure_code); + } + + if (timesteps_between_outputs <= 0) { + fprintf(stderr, "ERROR: cannot have %d timesteps between outputs!\n", timesteps_between_outputs); + exit(program_failure_code); + } + + if (fscanf(input, "%d", &random_seed) != 1) { + fprintf(stderr, "ERROR: cannot read random seed from standard input!\n"); + exit(program_failure_code); + } + + if (fscanf(input, "%f", &mass_maximum) != 1) { + fprintf(stderr, "ERROR: cannot read mass maximum from standard input!\n"); + exit(program_failure_code); + } + + if (mass_maximum <= 0.0) { + fprintf(stderr, "ERROR: cannot have a maximum mass of %f!\n", mass_maximum); + exit(program_failure_code); + } + + fgetc(input); + fgets(base_filename, default_string_length, input); + if (base_filename[strlen(base_filename)-1] == '\n') { + base_filename[strlen(base_filename)-1] = '\0'; + } +} + +#ifdef CHECK +void Particle_check (Particle* this_particle, char* action, char* routine) +{ + if (this_particle != (Particle*) NULL) { + return; + } + + fprintf(stderr, "ERROR: can't %s a nonexistent particle\n", + ((action == (char*)NULL) || (strlen(action) == 0)) ? + "perform an unknown action on" : action); + fprintf(stderr, " in %s\n", + ((routine == (char*)NULL) || (strlen(routine) == 0)) ? + "an unknown routine" : routine); + + exit(program_failure_code); +} + +void Particle_pair_check (Particle* this_particle1, Particle* this_particle2, char* action, char* routine) +{ + if ((this_particle1 != (Particle*)NULL) && (this_particle2 != (Particle*)NULL)) + return; + } + + fprintf(stderr, "ERROR: can't %s\n", + ((action == (char*)NULL) || (strlen(action) == 0)) ? + "perform an unknown action on" : action); + + if (this_particle1 == (Particle*)NULL) { + if (this_particle2 == (Particle*)NULL) { + fprintf(stderr, " a pair of nonexistent particles\n"); + } else { + fprintf(stderr, " a nonexistent particle and an existing particle\n"); + } + } else { + fprintf(stderr, " an existing particle and a nonexistent particle\n"); + } + + fprintf(stderr, " in %s\n", + ((routine == (char*)NULL) || (strlen(routine) == 0)) ? + "an unknown routine" : routine); + + exit(program_failure_code); +} +#endif + +void Particle_clear (Particle* this_particle) +{ +#ifdef CHECK + Particle_check(this_particle, "clear", "Particle_clear"); +#endif + + this_particle->position_x = 0.0; + this_particle->position_y = 0.0; + this_particle->position_z = 0.0; + this_particle->velocity_x = 0.0; + this_particle->velocity_y = 0.0; + this_particle->velocity_z = 0.0; + this_particle->mass = 0.0; +} + +void Particle_construct (Particle* this_particle) +{ +#ifdef CHECK + Particle_check(this_particle, "construct", "Particle_construct"); +#endif + + Particle_clear(this_particle); +} + +void Particle_destruct (Particle* this_particle) +{ +#ifdef CHECK + Particle_check(this_particle, "destruct", "Particle_destruct"); +#endif + + Particle_clear(this_particle); +} + +void Particle_set_position_randomly (Particle* this_particle) +{ +#ifdef CHECK + Particle_check(this_particle, "randomly set the position", "Particle_set_randomly"); +#endif + + this_particle->position_x = domain_size_x * ((float) random() / ((float)RAND_MAX + 1.0)); + this_particle->position_y = domain_size_y * ((float) random() / ((float)RAND_MAX + 1.0)); + this_particle->position_z = domain_size_z * ((float) random() / ((float)RAND_MAX + 1.0)); +} + + +void Particle_initialize_randomly (Particle* this_particle) +{ +#ifdef CHECK + Particle_check(this_particle, "randomly initialize", "Particle_initialize_randomly"); +#endif + + Particle_clear(this_particle); + Particle_set_position_randomly(this_particle); + this_particle->mass = mass_maximum * ((float) random() / ((float)RAND_MAX + 1.0)); + +#ifdef CHECK_VAL + printf ("mass %g\n", this_particle->mass); +#endif +} + +void Particle_initialize (Particle* this_particle) +{ +#ifdef CHECK + Particle_check(this_particle, "initialize", "Particle_initialize"); +#endif + + Particle_initialize_randomly(this_particle); +} + +void Particle_output (FILE* fileptr, Particle* this_particle) +{ + fprintf(fileptr, "%g %g %g %g %g %g %g\n", + this_particle->position_x, + this_particle->position_y, + this_particle->position_z, + this_particle->velocity_x, + this_particle->velocity_y, + this_particle->velocity_z, + this_particle->mass); +} + +void Particle_output_xyz (FILE* fileptr, Particle* this_particle) { + fprintf(fileptr, "C %g %g %g\n", + this_particle->position_x, + this_particle->position_y, + this_particle->position_z); +} + +#ifdef CHECK +void Particle_array_check ( Particle* this_particle_array, int number_of_particles, char* action, char* routine) +{ + if (number_of_particles < 0) { + fprintf(stderr, "ERROR: illegal number of particles %d\n", number_of_particles); + fprintf(stderr, " to %s\n", + ((action == (char*)NULL) || (strlen(action) == 0)) ? + "perform an unknown action on" : action); + fprintf(stderr, " in %s\n", + ((routine == (char*)NULL) || (strlen(routine) == 0)) ? + "an unknown routine" : routine); + + exit(program_failure_code); + } + + if (number_of_particles == 0) { + if (this_particle_array == (Particle*)NULL) { + return (Particle*) NULL; + } + + fprintf(stderr, "ERROR: can't %s\n", + ((action == (char*)NULL) || (strlen(action) == 0)) ? + "perform an unknown action on" : action); + fprintf(stderr, " an existing particle array of length 0\n"); + fprintf(stderr, " in %s\n", + ((routine == (char*)NULL) || (strlen(routine) == 0)) ? + "an unknown routine" : routine); + + exit(program_failure_code); + } + + if (this_particle_array == (Particle*)NULL) { + fprintf(stderr, "ERROR: can't %s\n", + ((action == (char*)NULL) || (strlen(action) == 0)) ? + "perform an unknown action on" : action); + fprintf(stderr, " a nonexistent array of %d particles\n", number_of_particles); + fprintf(stderr, " in %s\n", ((routine == (char*)NULL) || (strlen(routine) == 0)) ? "an unknown routine" : routine); + + exit(program_failure_code); + } +} +#endif + +Particle* Particle_array_allocate (int number_of_particles) +{ + Particle* this_particle_array = (Particle*)NULL; + +#ifdef CHECK + if (number_of_particles < 0) { + fprintf(stderr, "ERROR: illegal number of particles %d to allocate\n", number_of_particles); + fprintf(stderr, " in Particle_array_construct\n"); + + exit(program_failure_code); + } +#endif + + if (number_of_particles == 0) { + return (Particle*) NULL; + } + + // Allocate regular memory + this_particle_array = (Particle *) malloc(sizeof(Particle) * number_of_particles); + + if (this_particle_array == (Particle*)NULL) { + fprintf(stderr, "ERROR: can't allocate a particle array of %d particles\n", number_of_particles); + fprintf(stderr, " in Particle_array_construct\n"); + + exit(program_failure_code); + } + + return this_particle_array; +} + +Particle* Particle_array_construct (int number_of_particles) +{ + Particle* this_particle_array = (Particle*)NULL; + int index; + + this_particle_array = Particle_array_allocate(number_of_particles); + + for (index = 0; index < number_of_particles; index++) { + Particle_construct(&(this_particle_array[index])); + } + + return this_particle_array; +} + +Particle* Particle_array_deallocate (Particle* this_particle_array, int number_of_particles) +{ +#ifdef CHECK + Particle_array_check(this_particle_array, number_of_particles, "deallocate", "Particle_array_deallocate"); +#endif + + free(this_particle_array); + + this_particle_array = (Particle*)NULL; + + return (Particle*)NULL; +} + +Particle* Particle_array_destruct (Particle* this_particle_array, int number_of_particles) +{ + int index; + +#ifdef CHECK + Particle_array_check(this_particle_array, number_of_particles, "destroy", "Particle_array_destruct"); +#endif + + for (index = number_of_particles - 1; index >= 0; index--) { + Particle_destruct(&(this_particle_array[index])); + } + + return Particle_array_deallocate(this_particle_array, number_of_particles); +} + +void Particle_array_initialize_randomly (Particle* this_particle_array, int number_of_particles) +{ + int index; + +#ifdef CHECK + Particle_array_check(this_particle_array, number_of_particles, "initialize randomly", "Particle_array_initialize_randomly"); +#endif + + for (index = 0; index < number_of_particles; index++) { + Particle_initialize_randomly(&(this_particle_array[index])); + } +} + +void Particle_array_initialize (Particle* this_particle_array, int number_of_particles) +{ + Particle_array_initialize_randomly(this_particle_array, number_of_particles); +} + +void Particle_array_output (char* base_filename, Particle* this_particle_array, int number_of_particles, int timestep) +{ + FILE* fileptr = (FILE*)NULL; + char* filename = (char*)NULL; + int filename_length; + int index; + +#ifdef CHECK + Particle_array_check(this_particle_array, number_of_particles, "output", "Particle_array_output"); +#endif + + filename_length = strlen(base_filename) + 1 + 8 + 1 + 3; + + filename = (char*)malloc(sizeof(char) * (filename_length + 1)); + + if (filename == (char*)NULL) { + fprintf(stderr, "ERROR: can't allocate the filename string\n"); + fprintf(stderr, " %s_%8.8d.txt\n", base_filename, timestep); + fprintf(stderr, " in Particle_array_output\n"); + + exit(program_failure_code); + } + + sprintf(filename, "%s_%8.8d.txt", base_filename, timestep); + + fileptr = fopen(filename, "w"); + + if (fileptr == (FILE*)NULL) { + fprintf(stderr, "ERROR: can't open the output file named\n"); + fprintf(stderr, " %s\n", filename); + fprintf(stderr, " in Particle_array_output\n"); + + exit(program_failure_code); + } + + fprintf(fileptr, "%d %d %d %g %g %g %g %g %d\n", + number_of_particles, + number_of_timesteps, + timesteps_between_outputs, + domain_size_x, + domain_size_y, + domain_size_z, + mass_maximum, + time_interval, + random_seed); + + fprintf(fileptr, "%d\n", timestep); + + for (index = 0; index < number_of_particles; index++) { + Particle_output(fileptr, &(this_particle_array[index])); + } + + if (fclose(fileptr) != 0) { + + fprintf(stderr, "ERROR: can't close the output file named\n"); + fprintf(stderr, " %s\n", filename); + fprintf(stderr, " in Particle_array_output\n"); + + exit(program_failure_code); + } + + fileptr = (FILE*)NULL; + + free(filename); + filename = (char*) NULL; +} + +void Particle_array_output_xyz(FILE * fileptr, Particle* this_particle_array, int number_of_particles) { + + fprintf(fileptr, "%d\nNBody\n", number_of_particles); + + int index; + for (index = 0; index < number_of_particles; index++) { + Particle_output_xyz(fileptr, &(this_particle_array[index])); + } +} -- GitLab From adfd4b8f40782ad28a0f8e0fee517937d7f27635 Mon Sep 17 00:00:00 2001 From: Orestis Korakitis Date: Fri, 2 Jul 2021 02:06:55 +0300 Subject: [PATCH 3/5] Added MATMUL for OpenACC. This is written from scratch by me, so it is not similar to the CUDA one. It shows combined host + device parallelism with multiple host tasks spawning multiple OpenACC tasks concurrently. Additionally, being an OpenACC implementation it is much more relevant to CPU implementations than the CUDA example. --- .../matmul-openacc/.setup/files/multirun.sh | 9 ++ .../matmul-openacc/.setup/files/run-once.sh | 7 + 06-openacc+ompss-2/matmul-openacc/Makefile | 21 +++ 06-openacc+ompss-2/matmul-openacc/README.rst | 56 ++++++++ .../matmul-openacc/src/cclock.c | 42 ++++++ 06-openacc+ompss-2/matmul-openacc/src/main.c | 72 +++++++++++ .../matmul-openacc/src/openacc_kernels.c | 42 ++++++ .../matmul-openacc/src/openacc_matmul.c | 104 +++++++++++++++ .../matmul-openacc/src/openacc_matmul.h | 35 +++++ .../src/solution_complete/cclock.c | 42 ++++++ .../src/solution_complete/main.c | 72 +++++++++++ .../src/solution_complete/openacc_kernels.c | 46 +++++++ .../src/solution_complete/openacc_matmul.c | 121 ++++++++++++++++++ .../src/solution_complete/openacc_matmul.h | 36 ++++++ 14 files changed, 705 insertions(+) create mode 100755 06-openacc+ompss-2/matmul-openacc/.setup/files/multirun.sh create mode 100755 06-openacc+ompss-2/matmul-openacc/.setup/files/run-once.sh create mode 100644 06-openacc+ompss-2/matmul-openacc/Makefile create mode 100644 06-openacc+ompss-2/matmul-openacc/README.rst create mode 100644 06-openacc+ompss-2/matmul-openacc/src/cclock.c create mode 100644 06-openacc+ompss-2/matmul-openacc/src/main.c create mode 100644 06-openacc+ompss-2/matmul-openacc/src/openacc_kernels.c create mode 100644 06-openacc+ompss-2/matmul-openacc/src/openacc_matmul.c create mode 100644 06-openacc+ompss-2/matmul-openacc/src/openacc_matmul.h create mode 100644 06-openacc+ompss-2/matmul-openacc/src/solution_complete/cclock.c create mode 100644 06-openacc+ompss-2/matmul-openacc/src/solution_complete/main.c create mode 100644 06-openacc+ompss-2/matmul-openacc/src/solution_complete/openacc_kernels.c create mode 100644 06-openacc+ompss-2/matmul-openacc/src/solution_complete/openacc_matmul.c create mode 100644 06-openacc+ompss-2/matmul-openacc/src/solution_complete/openacc_matmul.h diff --git a/06-openacc+ompss-2/matmul-openacc/.setup/files/multirun.sh b/06-openacc+ompss-2/matmul-openacc/.setup/files/multirun.sh new file mode 100755 index 0000000..a98f187 --- /dev/null +++ b/06-openacc+ompss-2/matmul-openacc/.setup/files/multirun.sh @@ -0,0 +1,9 @@ +PROGRAM=matmul_openacc + +# Run non-tiled + +./$PROGRAM + +# Run tiled + +./$PROGRAM 1 8 diff --git a/06-openacc+ompss-2/matmul-openacc/.setup/files/run-once.sh b/06-openacc+ompss-2/matmul-openacc/.setup/files/run-once.sh new file mode 100755 index 0000000..e2bd2dd --- /dev/null +++ b/06-openacc+ompss-2/matmul-openacc/.setup/files/run-once.sh @@ -0,0 +1,7 @@ +PROGRAM=matmul_openaccl + +#INSTRUMENT=./trace.sh +#INSTRUMENT=./graph.sh + +# Executing the application +$INSTRUMENT ./$PROGRAM diff --git a/06-openacc+ompss-2/matmul-openacc/Makefile b/06-openacc+ompss-2/matmul-openacc/Makefile new file mode 100644 index 0000000..2e9a861 --- /dev/null +++ b/06-openacc+ompss-2/matmul-openacc/Makefile @@ -0,0 +1,21 @@ +include $(OSS2EE_COMMON_DIR)/Makefile + +PREFIX=src + +CC=pgimcc +CFLAGS=$(OSS2EE_CFLAGS) --ompss-2 -O3 --openacc +LFLAGS=$(OSS2EE_LFLAGS) + +LIBS=$(OSS2EE_LIBS) +INCS=-I$(PREFIX) + +TARGETS=matmul_openacc + +all: $(TARGETS) + +matmul_openacc: $(PREFIX)/*.c + $(CC) $(CFLAGS) $(LFLAGS) $(INCS) -o $@ $^ $(LIBS) + +clean: + rm -f $(CC)_* *.o *~ $(TARGETS) + diff --git a/06-openacc+ompss-2/matmul-openacc/README.rst b/06-openacc+ompss-2/matmul-openacc/README.rst new file mode 100644 index 0000000..6c455ef --- /dev/null +++ b/06-openacc+ompss-2/matmul-openacc/README.rst @@ -0,0 +1,56 @@ +Matrix Multiply +--------------- + +.. highlight:: c + +In this exercise we will work with the Matmul kernel. This algorithm is used to multiply two +2D-matrices (A, B) and store the result in a third one (C). Every matrix has the same size. + +The approach can be either "naive", doing the whole multiplication with one kernel, or tiled +(blocked), where we can take advantage of multiple levels of parallelism progressively. +Which mode is being used is controlled by the first argument of the executable: + - 1 to enable tiled mode + - empty or anything else for non-tiled mode. (Default behavior) + +In case tiled mode is used, another optional integer parameter may be provided, specifying +the divisions on each dimension to define the number of tiles. E.g. 4 will mean Dimension/4, +hence 4x4 = 16 tiles, 8 will mean 64 tiles etc. Default value is 8, if no argument is given. + +The matrices' dimensions are controlled statically in the header file. + +The tiled approach uses the transposed-B variant, to simplify access patterns for A and B, +within the multiplication loops. + +**Exploiting heterogeneous parallelism with OmpSs-2 + devices** + +As the tile-decomposition allows for multiple independent subsets of the computation, this +example is useful to demonstrate multi-level parallelism made easily possible with OmpSs-2 +and devices: +Each tile (1) of the product matrix requires a series (2) of sub-matrices multiplications. +At the bottom level, each such multiplication can be executed in parallel on a GPU (3). +In the above sentences, (1), (2) and (3) all present opportunities for parallelism of +different sorts. + +We suggest invoking a task for each tile of the product. + +Then each such task may create a series of children tasks, that will execute the partial +multiplications on the device. This way, we can keep the device oversubscribed, as multiple +host threads will be launching device tasks asynchronously, and play around with parameters +like number of tiles to observe how they affect performance. + +**Goals of the exercise** + * Familiarize with the tiled multiplication approach and detect independent parts for parallelism + * Identify where OmpSs-2 task directives can be placed (the non-tiled matmul is already taskified) + * Try annotating the tiled computational kernel (mmul_bt_kernel) as an OpenACC device task + + +Finally, there is also a more advanced challenge: +If you choose to launch multiple device tasks concurrently within the same product tile (step 3 above), +you have to prevent data races for modifying the product matrix. This will require you +to implement manual privatization of the C tile and a manual "reduction" after computations +are finished. + +In 'solution_complete' folder you will find the completely modified code with manual +reductions, that launches multiple device kernels per thread, but we encourage you to try +implementing it on your own, and let us know if you come up with a better implementation! + diff --git a/06-openacc+ompss-2/matmul-openacc/src/cclock.c b/06-openacc+ompss-2/matmul-openacc/src/cclock.c new file mode 100644 index 0000000..b101658 --- /dev/null +++ b/06-openacc+ompss-2/matmul-openacc/src/cclock.c @@ -0,0 +1,42 @@ +#include +#include +#include + +/* ------------------------------------------------------------------- + + This function returns the wall clock time with micro seconds + accuracy. + The data type of the returned value is "double". + + The function can be called from a FORTRAN module. The value + returned by cclock_ and cclock should be of type REAL(Kind = 8). + + ------------------------------------------------------------------- +*/ + +double cclock_( void ) +{ + const double micro = 1.0e-06; /* Conversion constant */ + static long start = 0L, startu; + struct timeval tp; /* Structure used by gettimeofday */ + double wall_time; /* To hold the result */ + + + if ( gettimeofday( &tp, NULL) == -1 ) + wall_time = -1.0e0; + else if( !start ) { + start = tp.tv_sec; + startu = tp.tv_usec; + wall_time = 0.0e0; + } + else + wall_time = (double) (tp.tv_sec - start) + micro*(tp.tv_usec - startu); + + return wall_time; +} + + +double cclock( void ) +{ + return cclock_(); +} diff --git a/06-openacc+ompss-2/matmul-openacc/src/main.c b/06-openacc+ompss-2/matmul-openacc/src/main.c new file mode 100644 index 0000000..1fd41f3 --- /dev/null +++ b/06-openacc+ompss-2/matmul-openacc/src/main.c @@ -0,0 +1,72 @@ +#include +#include +#include "openacc_matmul.h" + +double cclock(void); + +int main(int argc, char *argv[]) +{ + int mode = 0; /* Multiplication mode: 0 -> non-tiled, 1 -> tiled. Default: 0 */ + int div = 8; /* Number of dimension divisions for tiled mode. Default: 8*8 = 64 tiles */ + if (argc > 1) { + mode = (atoi(argv[1]) == 0 || atoi(argv[1]) == 1) ? atoi(argv[1]) : 0; + if (argc > 2) + div = atoi(argv[2]); + } + + double *A, *B, *C; + double *tr_B; /* B transposed, so that we can have the same access pattern + * for A and B during tiled multiplication */ + + double time; + A = (double *)calloc(MAT_SIZE , sizeof(double)); + B = (double *)calloc(MAT_SIZE , sizeof(double)); + C = (double *)calloc(MAT_SIZE , sizeof(double)); + if (mode) /* Tiled approach */ + tr_B = (double *)calloc(MAT_SIZE , sizeof(double)); + + /* Init matrices + * + * These routines initialize A and B with dummy values, + * just for the sake of computation. + */ + + init_A(A); + + init_B(B); + + + time = cclock(); + /* Proceed with matrix multiply*/ + if (mode) { /* Tiled approach */ + /* Transpose B */ +#pragma oss task in([MAT_SIZE]B) out([MAT_SIZE]tr_B) + mat_transpose(B, tr_B); +#pragma oss task in([MAT_SIZE]A, [MAT_SIZE]tr_B) out([MAT_SIZE]C) + mat_mul_tiled(A, tr_B, C, div); + } + else /* non-tiled approach */ + mat_mul(A, B, C); + +#pragma oss taskwait + + time = cclock() - time; + printf("\nComputation time (in seconds): %.4lf\n\n", time); + + /* Print a randomly chosen element for result verification + * + * Correct expected value: 16071.95430185 for MAT_DIM 8192, MAT_SIZE 67108864 */ + if (mode) + printf("Tiled: Showing element 40883230 of the result: %.8f\n", C[4088320]); + else + printf("Non-tiled: Showing element 40883230 of the result: %.8f\n", C[4088320]); + + free(A); + free(B); + free(C); + + if (mode) + free(tr_B); + + return 0; +} diff --git a/06-openacc+ompss-2/matmul-openacc/src/openacc_kernels.c b/06-openacc+ompss-2/matmul-openacc/src/openacc_kernels.c new file mode 100644 index 0000000..a5f444b --- /dev/null +++ b/06-openacc+ompss-2/matmul-openacc/src/openacc_kernels.c @@ -0,0 +1,42 @@ +#include "openacc_matmul.h" + +/* Basic, non-tiled matrix multiplication routine, run on the device + * Assumes 3 2-D matrices of dimension MAT_DIM x MAT_DIM + * Calculates C = A x B + */ +void mat_mul(double *A, double *B, double *C) +{ +#pragma acc parallel loop collapse(2) + for (int i = 0; i < MAT_DIM; i++) + for (int j = 0; j < MAT_DIM; j++) + for (int k = 0; k < MAT_DIM; k++) + C[i * MAT_DIM + j] += A[i * MAT_DIM + k] * B[k * MAT_DIM + j]; +} + +/* The 2-d matrix multiplication device routine, adapted to work in a tiled approach + * Assumes A, B and C are pointers to the correct location of the first element of a tile, + * B is transposed, and that all matrices are of total dimension MAT_DIM x MAT_DIM + * + * For example: if we have 16x16 matrices, they will consist of 256 lineraly allocated elements. + * If we divide this in 4 tiles we will get 4 8x8 submatrices: + * + * | 0 | 1 | + * | 2 | 3 | + * + * Because of the *linear* allocation of each matrix, however, tile 0 will contain elements 0-7, 16-23, 32-39 ... 112-119. + * Similarly tile 1 will contain 8-15, 24-31 and so on. Hence, when we are calulating tile 1, the routine expects + * to be given the pointer to element 8 --> &A[8] + * + */ +void mmul_bt_kernel(double *A, double *B, double *C, unsigned int tile_dim) +{ +#pragma acc parallel loop collapse(2) + for (int i = 0; i < tile_dim; i++) + for (int j = 0; j < tile_dim; j++) { + double sum = 0; + for (int k = 0; k < tile_dim; k++) + sum += A[i * MAT_DIM + k] * B[j * MAT_DIM + k]; + C[i * MAT_DIM + j] += sum; + } +} + diff --git a/06-openacc+ompss-2/matmul-openacc/src/openacc_matmul.c b/06-openacc+ompss-2/matmul-openacc/src/openacc_matmul.c new file mode 100644 index 0000000..e3f9f9d --- /dev/null +++ b/06-openacc+ompss-2/matmul-openacc/src/openacc_matmul.c @@ -0,0 +1,104 @@ +#include +#include "openacc_matmul.h" + +#ifdef DEBUG +#include + +/* A tile printing routine provided for convenience */ +void p_tile(double *M, unsigned int tile_dim) +{ + printf("\n******************\n"); + for (int i = 0; i < tile_dim; i++) { + for (int j = 0; j < tile_dim; j++) + printf("%.1f\t", M[i* MAT_DIM + j]); + printf("\n"); + } + printf("******************\n\n"); +} +#endif /* DEBUG */ + +/* Routines initializing the matrices with dummy data */ +void init_A(double *A) +{ +#pragma acc parallel loop + for (int i = 0; i < MAT_SIZE; i++) { + A[i] = ((double)i/10.f + 3.f) * 0.000001f; + } +} + +void init_B(double *B) +{ +#pragma acc parallel loop + for (int i = 0; i < MAT_SIZE; i++) { + B[i] = ((double)i/7.f - 2.f) * 0.000001f; + } +} + +/* Transpose matrix, there are certainly more memory efficient ways but let's just create another copy */ +void mat_transpose(double *M, double *tr_M) +{ + for (int i = 0; i < MAT_DIM; i++) + for (int j = 0; j < MAT_DIM; j++) + tr_M[i * MAT_DIM + j] = M[j * MAT_DIM + i]; +} + +/* ***************** The top-level tiled-multiplication call ********************** + * A, B: Input matrices + * C: Output matrix + * div: divider, e.g. will use 4*4 (=16) tiles + * + * This routine will spawn an OmpSs-2 task for each tile. + * Hence this becomes already multithreaded at top-level before any GPU parallelism. + */ +void mat_mul_tiled(double *A, double *B, double *C, + unsigned short div) +{ + unsigned int tile_dim = MAT_DIM / div; /* assume division is exact, obviously */ + + /* For each tile of result matrix */ + for (int i = 0; i < div; i++) { + for (int j = 0; j < div; j++) { + + compute_result_tile(A, B, C, div, tile_dim, i, j); + } + } +} +/* ******************* Compute a tile of the result matrix ******************* + * A, B: Input matrices + * C: Output matrix + * div: number of divisions per dimension (of the initial matrix) + * tile_dim: tile dimension ==> each tile contains tile_dim*tile_dim elements + * x,y: the relative coordinates of the tile. Used to calculate offset from base pointer + * + * E.g if we have 16 tiles: + * div will be 4 + * x,y will be (0,0) (0,1)..(3,2) (3,3), + * indicating 'left-most upper-most' tile for (0,0) and so on + * + * This calls the bottom-level multiplication kernel for each combination of A-B tiles required for + * 1 tile of C + */ +void compute_result_tile(double *A, double *B, + double *C, unsigned short div, + unsigned int tile_dim, int x, int y) +{ + /* This is not so easy to read but does the same as having double pointer (M)atrices M[][]. + * Each 'temp_M' actually gets the starting position of the tile + * The access pattern for each M = tiled_M[x][y] should be: + * for i in tile _dim + * for j in tile dim + * M[i * MAT_DIM + j] + */ + + /* Do the 'div' times partial results */ + + double *temp_C = &C[x * tile_dim * MAT_DIM + y * tile_dim]; + for (int d = 0; d < div; d++) { + double *temp_A = &A[x * tile_dim * MAT_DIM + d * tile_dim]; + double *temp_B = &B[y * tile_dim * MAT_DIM + d * tile_dim]; + + mmul_bt_kernel(temp_A, temp_B, temp_C, tile_dim); + } + +} + diff --git a/06-openacc+ompss-2/matmul-openacc/src/openacc_matmul.h b/06-openacc+ompss-2/matmul-openacc/src/openacc_matmul.h new file mode 100644 index 0000000..609837f --- /dev/null +++ b/06-openacc+ompss-2/matmul-openacc/src/openacc_matmul.h @@ -0,0 +1,35 @@ + +//#define MAT_SIZE 67108864 +//#define MAT_DIM 8192 +//#define MAT_SIZE 16777216 +//#define MAT_DIM 4096 +//#define MAT_SIZE 16384 +//define MAT_DIM 128 + +/* MAT_SIZE = MAT_DIM ^2 */ + +/* enum instead of #define to work-around specific Mercurium compiler limitations in oss clauses */ +enum { + MAT_DIM = 8192, + MAT_SIZE = 67108864 +}; + +#pragma oss task device(openacc) out([MAT_SIZE]A) +void init_A(double *A); + +#pragma oss task device(openacc) out([MAT_SIZE]B) +void init_B(double *B); + +void mat_transpose(double *M, double *tr_M); + +#pragma oss task device(openacc) in([MAT_SIZE]A, [MAT_SIZE]B) out([MAT_SIZE]C) +void mat_mul(double *A, double *B, double *C); + +void mat_mul_tiled(double *A, double *B, double *C, unsigned short div); + +void compute_result_tile(double *A, double *B, + double *C, unsigned short div, + unsigned int tile_dim, int x, int y); + +void mmul_bt_kernel(double *A, double *B, double *C, unsigned int tile_dim); + diff --git a/06-openacc+ompss-2/matmul-openacc/src/solution_complete/cclock.c b/06-openacc+ompss-2/matmul-openacc/src/solution_complete/cclock.c new file mode 100644 index 0000000..b101658 --- /dev/null +++ b/06-openacc+ompss-2/matmul-openacc/src/solution_complete/cclock.c @@ -0,0 +1,42 @@ +#include +#include +#include + +/* ------------------------------------------------------------------- + + This function returns the wall clock time with micro seconds + accuracy. + The data type of the returned value is "double". + + The function can be called from a FORTRAN module. The value + returned by cclock_ and cclock should be of type REAL(Kind = 8). + + ------------------------------------------------------------------- +*/ + +double cclock_( void ) +{ + const double micro = 1.0e-06; /* Conversion constant */ + static long start = 0L, startu; + struct timeval tp; /* Structure used by gettimeofday */ + double wall_time; /* To hold the result */ + + + if ( gettimeofday( &tp, NULL) == -1 ) + wall_time = -1.0e0; + else if( !start ) { + start = tp.tv_sec; + startu = tp.tv_usec; + wall_time = 0.0e0; + } + else + wall_time = (double) (tp.tv_sec - start) + micro*(tp.tv_usec - startu); + + return wall_time; +} + + +double cclock( void ) +{ + return cclock_(); +} diff --git a/06-openacc+ompss-2/matmul-openacc/src/solution_complete/main.c b/06-openacc+ompss-2/matmul-openacc/src/solution_complete/main.c new file mode 100644 index 0000000..1fd41f3 --- /dev/null +++ b/06-openacc+ompss-2/matmul-openacc/src/solution_complete/main.c @@ -0,0 +1,72 @@ +#include +#include +#include "openacc_matmul.h" + +double cclock(void); + +int main(int argc, char *argv[]) +{ + int mode = 0; /* Multiplication mode: 0 -> non-tiled, 1 -> tiled. Default: 0 */ + int div = 8; /* Number of dimension divisions for tiled mode. Default: 8*8 = 64 tiles */ + if (argc > 1) { + mode = (atoi(argv[1]) == 0 || atoi(argv[1]) == 1) ? atoi(argv[1]) : 0; + if (argc > 2) + div = atoi(argv[2]); + } + + double *A, *B, *C; + double *tr_B; /* B transposed, so that we can have the same access pattern + * for A and B during tiled multiplication */ + + double time; + A = (double *)calloc(MAT_SIZE , sizeof(double)); + B = (double *)calloc(MAT_SIZE , sizeof(double)); + C = (double *)calloc(MAT_SIZE , sizeof(double)); + if (mode) /* Tiled approach */ + tr_B = (double *)calloc(MAT_SIZE , sizeof(double)); + + /* Init matrices + * + * These routines initialize A and B with dummy values, + * just for the sake of computation. + */ + + init_A(A); + + init_B(B); + + + time = cclock(); + /* Proceed with matrix multiply*/ + if (mode) { /* Tiled approach */ + /* Transpose B */ +#pragma oss task in([MAT_SIZE]B) out([MAT_SIZE]tr_B) + mat_transpose(B, tr_B); +#pragma oss task in([MAT_SIZE]A, [MAT_SIZE]tr_B) out([MAT_SIZE]C) + mat_mul_tiled(A, tr_B, C, div); + } + else /* non-tiled approach */ + mat_mul(A, B, C); + +#pragma oss taskwait + + time = cclock() - time; + printf("\nComputation time (in seconds): %.4lf\n\n", time); + + /* Print a randomly chosen element for result verification + * + * Correct expected value: 16071.95430185 for MAT_DIM 8192, MAT_SIZE 67108864 */ + if (mode) + printf("Tiled: Showing element 40883230 of the result: %.8f\n", C[4088320]); + else + printf("Non-tiled: Showing element 40883230 of the result: %.8f\n", C[4088320]); + + free(A); + free(B); + free(C); + + if (mode) + free(tr_B); + + return 0; +} diff --git a/06-openacc+ompss-2/matmul-openacc/src/solution_complete/openacc_kernels.c b/06-openacc+ompss-2/matmul-openacc/src/solution_complete/openacc_kernels.c new file mode 100644 index 0000000..e42af4e --- /dev/null +++ b/06-openacc+ompss-2/matmul-openacc/src/solution_complete/openacc_kernels.c @@ -0,0 +1,46 @@ +#include "openacc_matmul.h" + +/* Basic, non-tiled matrix multiplication routine, run on the device + * Assumes 3 2-D matrices of dimension MAT_DIM x MAT_DIM + * Calculates C = A x B + */ +void mat_mul(double *A, double *B, double *C) +{ +#pragma acc parallel loop collapse(2) + for (int i = 0; i < MAT_DIM; i++) + for (int j = 0; j < MAT_DIM; j++) + for (int k = 0; k < MAT_DIM; k++) + C[i * MAT_DIM + j] += A[i * MAT_DIM + k] * B[k * MAT_DIM + j]; +} + +/* The 2-d matrix multiplication device routine, adapted to work in a tiled approach + * Assumes A and B are pointers to the correct location of the first element of a tile, + * B is transposed, and that A-B matrices are of total dimension MAT_DIM x MAT_DIM + * C is assumed local copy of dimensions tile_dim x tile_dim (see compute_result_tile) + * + * For example: if we have 16x16 matrices, they will consist of 256 lineraly allocated elements. + * If we divide this in 4 tiles we will get 4 8x8 submatrices: + * + * | 0 | 1 | + * | 2 | 3 | + * + * Because of the *linear* allocation of each matrix, however, tile 0 will contain elements 0-7, 16-23, 32-39 ... 112-119. + * Similarly tile 1 will contain 8-15, 24-31 and so on. Hence, when we are calulating tile 1, the routine expects + * to be given the pointer to element 8 --> &A[8] + * + * For C, it assumes a partial/local copy. Remember that this code launches concurrent kernels, so writing the global C would have + * disastrous results. This local copy only has the dimension needed for computation, the dimension of the tile + * (tile_dim x tile_dim). + */ +void mmul_bt_kernel(double *A, double *B, double *C, unsigned int tile_dim) +{ +#pragma acc parallel loop collapse(2) + for (int i = 0; i < tile_dim; i++) + for (int j = 0; j < tile_dim; j++) { + double sum = 0; + for (int k = 0; k < tile_dim; k++) + sum += A[i * MAT_DIM + k] * B[j * MAT_DIM + k]; + C[i * tile_dim + j] += sum; + } +} + diff --git a/06-openacc+ompss-2/matmul-openacc/src/solution_complete/openacc_matmul.c b/06-openacc+ompss-2/matmul-openacc/src/solution_complete/openacc_matmul.c new file mode 100644 index 0000000..7462d3c --- /dev/null +++ b/06-openacc+ompss-2/matmul-openacc/src/solution_complete/openacc_matmul.c @@ -0,0 +1,121 @@ +#include +#include "openacc_matmul.h" + +#ifdef DEBUG +#include + +/* A tile printing routine provided for convenience */ +void p_tile(double *M, unsigned int tile_dim) +{ + printf("\n******************\n"); + for (int i = 0; i < tile_dim; i++) { + for (int j = 0; j < tile_dim; j++) + printf("%.1f\t", M[i* MAT_DIM + j]); + printf("\n"); + } + printf("******************\n\n"); +} +#endif /* DEBUG */ + +/* Routines initializing the matrices with dummy data */ +void init_A(double *A) +{ +#pragma acc parallel loop + for (int i = 0; i < MAT_SIZE; i++) { + A[i] = ((double)i/10.f + 3.f) * 0.000001f; + } +} + +void init_B(double *B) +{ +#pragma acc parallel loop + for (int i = 0; i < MAT_SIZE; i++) { + B[i] = ((double)i/7.f - 2.f) * 0.000001f; + } +} + +/* Transpose matrix, there are certainly more memory efficient ways but let's just create another copy */ +void mat_transpose(double *M, double *tr_M) +{ + for (int i = 0; i < MAT_DIM; i++) + for (int j = 0; j < MAT_DIM; j++) + tr_M[i * MAT_DIM + j] = M[j * MAT_DIM + i]; +} + +/* ***************** The top-level tiled-multiplication call ********************** + * A, B: Input matrices + * C: Output matrix + * div: divider, e.g. will use 4*4 (=16) tiles + * + * This routine will spawn an OmpSs-2 task for each tile. + * Hence this becomes already multithreaded at top-level before any GPU parallelism. + */ +void mat_mul_tiled(double *A, double *B, double *C, + unsigned short div) +{ + unsigned int tile_dim = MAT_DIM / div; /* assume division is exact, obviously */ + + /* For each tile of result matrix */ + for (int i = 0; i < div; i++) { + for (int j = 0; j < div; j++) { +#pragma oss task + compute_result_tile(A, B, C, div, tile_dim, i, j); + } + } +} +/* ******************* Compute a tile of the result matrix ******************* + * A, B: Input matrices + * C: Output matrix + * div: number of divisions per dimension (of the initial matrix) + * tile_dim: tile dimension ==> each tile contains tile_dim*tile_dim elements + * x,y: the relative coordinates of the tile. Used to calculate offset from base pointer + * + * E.g if we have 16 tiles: + * div will be 4 + * x,y will be (0,0) (0,1)..(3,2) (3,3), + * indicating 'left-most upper-most' tile for (0,0) and so on + * + * This calls the bottom-level multiplication kernel for each combination of A-B tiles required for + * 1 tile of C + * + * As multiple independent device tasks are spawned, we create a local copy of C for each one to modify + * to avoid data races. After all partial computations are done, the local C's need to be combined + * appropriately to the final C destination and have their allocations discarded. + */ +void compute_result_tile(double *A, double *B, + double *C, unsigned short div, + unsigned int tile_dim, int x, int y) +{ + /* This is not so easy to read but does the same as having double pointer (M)atrices M[][]. + * Each 'temp_M' actually gets the starting position of the tile + * The access pattern for each M = tiled_M[x][y] should be: + * for i in tile _dim + * for j in tile dim + * M[i * MAT_DIM + j] + */ + + /* Do the 'div' times partial results */ + +/* set device: Needed to avoid broken CUDA contexts in Unified Memory due to multithreading!! */ +#pragma acc set device_num(0) + double *temp_C = &C[x * tile_dim * MAT_DIM + y * tile_dim]; + double *local_C[div]; + for (int d = 0; d < div; d++) { + double *temp_A = &A[x * tile_dim * MAT_DIM + d * tile_dim]; + double *temp_B = &B[y * tile_dim * MAT_DIM + d * tile_dim]; + local_C[d] = (double *)calloc(tile_dim * tile_dim, sizeof(double)); +// implied oss task + mmul_bt_kernel(temp_A, temp_B, local_C[d], tile_dim); + } + #pragma oss taskwait + + /* Manual "reduction": add the partial into tiled_C[x][y] */ + for (int d = 0; d < div; d++) { + for (int i = 0; i < tile_dim; i++) + for (int j = 0; j < tile_dim; j++) + temp_C[i * MAT_DIM + j] += local_C[d][i * tile_dim + j]; + free(local_C[d]); + } + +} + diff --git a/06-openacc+ompss-2/matmul-openacc/src/solution_complete/openacc_matmul.h b/06-openacc+ompss-2/matmul-openacc/src/solution_complete/openacc_matmul.h new file mode 100644 index 0000000..e18b976 --- /dev/null +++ b/06-openacc+ompss-2/matmul-openacc/src/solution_complete/openacc_matmul.h @@ -0,0 +1,36 @@ + +//#define MAT_SIZE 67108864 +//#define MAT_DIM 8192 +//#define MAT_SIZE 16777216 +//#define MAT_DIM 4096 +//#define MAT_SIZE 16384 +//define MAT_DIM 128 + +/* MAT_SIZE = MAT_DIM ^2 */ + +/* enum instead of #define to work-around specific Mercurium compiler limitations in oss clauses */ +enum { + MAT_DIM = 8192, + MAT_SIZE = 67108864 +}; + +#pragma oss task device(openacc) out([MAT_SIZE]A) +void init_A(double *A); + +#pragma oss task device(openacc) out([MAT_SIZE]B) +void init_B(double *B); + +void mat_transpose(double *M, double *tr_M); + +#pragma oss task device(openacc) in([MAT_SIZE]A, [MAT_SIZE]B) out([MAT_SIZE]C) +void mat_mul(double *A, double *B, double *C); + +void mat_mul_tiled(double *A, double *B, double *C, unsigned short div); + +void compute_result_tile(double *A, double *B, + double *C, unsigned short div, + unsigned int tile_dim, int x, int y); + +#pragma oss task device(openacc) +void mmul_bt_kernel(double *A, double *B, double *C, unsigned int tile_dim); + -- GitLab From 4892f128a997bef110c233eaaa41bd89bcdbf561 Mon Sep 17 00:00:00 2001 From: Orestis Korakitis Date: Fri, 2 Jul 2021 04:16:35 +0300 Subject: [PATCH 4/5] Enabled OmpSs-2+OpenACC examples in the generated documents --- local/sphinx/05-accelerators.rst | 12 ++++++++++++ 1 file changed, 12 insertions(+) diff --git a/local/sphinx/05-accelerators.rst b/local/sphinx/05-accelerators.rst index e69de29..630f266 100644 --- a/local/sphinx/05-accelerators.rst +++ b/local/sphinx/05-accelerators.rst @@ -0,0 +1,12 @@ +OpenACC + OmpSs-2 +***************** + +This section includes examples demonstrating the OmpSs-2 interoperability with +OpenACC, to facilitate heterogeneous programming with GPU tasks + +.. toctree:: + :maxdepth: 2 + + ../../06-openacc+ompss-2/saxpy-openacc/README.rst + ../../06-openacc+ompss-2/nbody-openacc/README.rst + ../../06-openacc+ompss-2/matmul-openacc/README.rst -- GitLab From 6dfb9a32cce2d90b439944b59cc8156215fbfa4d Mon Sep 17 00:00:00 2001 From: Orestis Korakitis Date: Mon, 5 Jul 2021 20:20:59 +0300 Subject: [PATCH 5/5] Moved OpenACC Matmul solution to correct folder --- .../solved}/openacc_kernels.c | 0 .../solved}/openacc_matmul.c | 0 .../solved}/openacc_matmul.h | 0 06-openacc+ompss-2/matmul-openacc/README.rst | 2 +- .../src/solution_complete/cclock.c | 42 ----------- .../src/solution_complete/main.c | 72 ------------------- 6 files changed, 1 insertion(+), 115 deletions(-) rename 06-openacc+ompss-2/matmul-openacc/{src/solution_complete => .setup/solved}/openacc_kernels.c (100%) rename 06-openacc+ompss-2/matmul-openacc/{src/solution_complete => .setup/solved}/openacc_matmul.c (100%) rename 06-openacc+ompss-2/matmul-openacc/{src/solution_complete => .setup/solved}/openacc_matmul.h (100%) delete mode 100644 06-openacc+ompss-2/matmul-openacc/src/solution_complete/cclock.c delete mode 100644 06-openacc+ompss-2/matmul-openacc/src/solution_complete/main.c diff --git a/06-openacc+ompss-2/matmul-openacc/src/solution_complete/openacc_kernels.c b/06-openacc+ompss-2/matmul-openacc/.setup/solved/openacc_kernels.c similarity index 100% rename from 06-openacc+ompss-2/matmul-openacc/src/solution_complete/openacc_kernels.c rename to 06-openacc+ompss-2/matmul-openacc/.setup/solved/openacc_kernels.c diff --git a/06-openacc+ompss-2/matmul-openacc/src/solution_complete/openacc_matmul.c b/06-openacc+ompss-2/matmul-openacc/.setup/solved/openacc_matmul.c similarity index 100% rename from 06-openacc+ompss-2/matmul-openacc/src/solution_complete/openacc_matmul.c rename to 06-openacc+ompss-2/matmul-openacc/.setup/solved/openacc_matmul.c diff --git a/06-openacc+ompss-2/matmul-openacc/src/solution_complete/openacc_matmul.h b/06-openacc+ompss-2/matmul-openacc/.setup/solved/openacc_matmul.h similarity index 100% rename from 06-openacc+ompss-2/matmul-openacc/src/solution_complete/openacc_matmul.h rename to 06-openacc+ompss-2/matmul-openacc/.setup/solved/openacc_matmul.h diff --git a/06-openacc+ompss-2/matmul-openacc/README.rst b/06-openacc+ompss-2/matmul-openacc/README.rst index 6c455ef..e274fe1 100644 --- a/06-openacc+ompss-2/matmul-openacc/README.rst +++ b/06-openacc+ompss-2/matmul-openacc/README.rst @@ -50,7 +50,7 @@ you have to prevent data races for modifying the product matrix. This will requi to implement manual privatization of the C tile and a manual "reduction" after computations are finished. -In 'solution_complete' folder you will find the completely modified code with manual +In '.setup/solved' folder you will find the completely modified code with manual reductions, that launches multiple device kernels per thread, but we encourage you to try implementing it on your own, and let us know if you come up with a better implementation! diff --git a/06-openacc+ompss-2/matmul-openacc/src/solution_complete/cclock.c b/06-openacc+ompss-2/matmul-openacc/src/solution_complete/cclock.c deleted file mode 100644 index b101658..0000000 --- a/06-openacc+ompss-2/matmul-openacc/src/solution_complete/cclock.c +++ /dev/null @@ -1,42 +0,0 @@ -#include -#include -#include - -/* ------------------------------------------------------------------- - - This function returns the wall clock time with micro seconds - accuracy. - The data type of the returned value is "double". - - The function can be called from a FORTRAN module. The value - returned by cclock_ and cclock should be of type REAL(Kind = 8). - - ------------------------------------------------------------------- -*/ - -double cclock_( void ) -{ - const double micro = 1.0e-06; /* Conversion constant */ - static long start = 0L, startu; - struct timeval tp; /* Structure used by gettimeofday */ - double wall_time; /* To hold the result */ - - - if ( gettimeofday( &tp, NULL) == -1 ) - wall_time = -1.0e0; - else if( !start ) { - start = tp.tv_sec; - startu = tp.tv_usec; - wall_time = 0.0e0; - } - else - wall_time = (double) (tp.tv_sec - start) + micro*(tp.tv_usec - startu); - - return wall_time; -} - - -double cclock( void ) -{ - return cclock_(); -} diff --git a/06-openacc+ompss-2/matmul-openacc/src/solution_complete/main.c b/06-openacc+ompss-2/matmul-openacc/src/solution_complete/main.c deleted file mode 100644 index 1fd41f3..0000000 --- a/06-openacc+ompss-2/matmul-openacc/src/solution_complete/main.c +++ /dev/null @@ -1,72 +0,0 @@ -#include -#include -#include "openacc_matmul.h" - -double cclock(void); - -int main(int argc, char *argv[]) -{ - int mode = 0; /* Multiplication mode: 0 -> non-tiled, 1 -> tiled. Default: 0 */ - int div = 8; /* Number of dimension divisions for tiled mode. Default: 8*8 = 64 tiles */ - if (argc > 1) { - mode = (atoi(argv[1]) == 0 || atoi(argv[1]) == 1) ? atoi(argv[1]) : 0; - if (argc > 2) - div = atoi(argv[2]); - } - - double *A, *B, *C; - double *tr_B; /* B transposed, so that we can have the same access pattern - * for A and B during tiled multiplication */ - - double time; - A = (double *)calloc(MAT_SIZE , sizeof(double)); - B = (double *)calloc(MAT_SIZE , sizeof(double)); - C = (double *)calloc(MAT_SIZE , sizeof(double)); - if (mode) /* Tiled approach */ - tr_B = (double *)calloc(MAT_SIZE , sizeof(double)); - - /* Init matrices - * - * These routines initialize A and B with dummy values, - * just for the sake of computation. - */ - - init_A(A); - - init_B(B); - - - time = cclock(); - /* Proceed with matrix multiply*/ - if (mode) { /* Tiled approach */ - /* Transpose B */ -#pragma oss task in([MAT_SIZE]B) out([MAT_SIZE]tr_B) - mat_transpose(B, tr_B); -#pragma oss task in([MAT_SIZE]A, [MAT_SIZE]tr_B) out([MAT_SIZE]C) - mat_mul_tiled(A, tr_B, C, div); - } - else /* non-tiled approach */ - mat_mul(A, B, C); - -#pragma oss taskwait - - time = cclock() - time; - printf("\nComputation time (in seconds): %.4lf\n\n", time); - - /* Print a randomly chosen element for result verification - * - * Correct expected value: 16071.95430185 for MAT_DIM 8192, MAT_SIZE 67108864 */ - if (mode) - printf("Tiled: Showing element 40883230 of the result: %.8f\n", C[4088320]); - else - printf("Non-tiled: Showing element 40883230 of the result: %.8f\n", C[4088320]); - - free(A); - free(B); - free(C); - - if (mode) - free(tr_B); - - return 0; -} -- GitLab