diff options
author | Daniel Friesel <daniel.friesel@uos.de> | 2023-05-17 16:11:16 +0200 |
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committer | Daniel Friesel <daniel.friesel@uos.de> | 2023-05-17 16:11:16 +0200 |
commit | 97ba6163d9609df945d6b2bd5ef9b3537f3f56ba (patch) | |
tree | 7d667c7d5dfb085f654940dea94c14eff6755e05 /SCAN-SSA/host | |
parent | b40af5568dd555326748e1cd0193a2a767f7c959 (diff) |
SCAN-SSA: Add OpenMP variant
Diffstat (limited to 'SCAN-SSA/host')
-rw-r--r-- | SCAN-SSA/host/app.c | 2 | ||||
-rw-r--r-- | SCAN-SSA/host/omp.c | 203 |
2 files changed, 204 insertions, 1 deletions
diff --git a/SCAN-SSA/host/app.c b/SCAN-SSA/host/app.c index 2d1b186..8354245 100644 --- a/SCAN-SSA/host/app.c +++ b/SCAN-SSA/host/app.c @@ -286,7 +286,7 @@ int main(int argc, char **argv) { input_size / (timer.time[1] + timer.time[2] + timer.time[3] + timer.time[4])); printf("[::] n_dpus=%d n_tasklets=%d e_type=%s block_size_B=%d b_unroll=%d n_elements=%d | ", nr_of_dpus, NR_TASKLETS, XSTR(T), BLOCK_SIZE, UNROLL, input_size); - printall(&timer); + printall(&timer, 5); } else { printf("[" ANSI_COLOR_RED "ERROR" ANSI_COLOR_RESET "] Outputs differ!\n"); } diff --git a/SCAN-SSA/host/omp.c b/SCAN-SSA/host/omp.c new file mode 100644 index 0000000..efa5360 --- /dev/null +++ b/SCAN-SSA/host/omp.c @@ -0,0 +1,203 @@ +/** +* app.c +* SCAN-SSA Host Application Source File +* +*/ +#include <stdio.h> +#include <stdlib.h> +#include <stdbool.h> +#include <string.h> +#include <stdint.h> +#include <unistd.h> +#include <getopt.h> +#include <assert.h> + +#include "../support/common.h" +#include "../support/timer.h" +#include "../support/params.h" + +#define XSTR(x) STR(x) +#define STR(x) #x + +#define NR_DPUS 1 + +extern int omp_get_num_threads(); + +// Pointer declaration +static T* A; +static T* C; +static T* C2; + +// Create input arrays +static void read_input(T* A, unsigned int nr_elements, unsigned int nr_elements_round) { + srand(0); + printf("nr_elements\t%u\t", nr_elements); + for (unsigned int i = 0; i < nr_elements; i++) { + A[i] = (T) (rand()); + } + for (unsigned int i = nr_elements; i < nr_elements_round; i++) { + A[i] = 0; + } +} + +// Compute output in the host (slow reference implementation) +static void scan_host(T* C, T* A, unsigned int nr_elements) { + C[0] = A[0]; + for (unsigned int i = 1; i < nr_elements; i++) { + C[i] = C[i - 1] + A[i]; + } +} + +// Compute output in the host (OMP implementation) +static void scan_omp(T* C, T* A, unsigned int nr_elements, unsigned int nr_threads) { + unsigned int i; + unsigned int elem_per_block = nr_elements / nr_threads; + T accum = 0; + T tmp[nr_threads]; + + // parallel block-wise scan +#pragma omp parallel for + for (i=0; i < nr_threads; i++) { + unsigned int start_index = elem_per_block * i; + unsigned int stop_index = start_index + elem_per_block; + C[start_index] = A[start_index]; + for (unsigned int j = start_index + 1; j < stop_index; j++) { + C[j] = C[j - 1] + A[j]; + } + } + + // sequential scan + tmp[0] = 0; + for (i=1; i < nr_threads; i++) { + unsigned int start_index = elem_per_block * i; + accum += C[start_index-1]; + tmp[i] = accum; + } + + // parallel block-wise add +#pragma omp parallel for + for (i=0; i < nr_threads; i++) { + unsigned int start_index = elem_per_block * i; + unsigned int stop_index = start_index + elem_per_block; + for (unsigned int j = start_index; j < stop_index; j++) { + C[j] += tmp[i]; + } + } +} + +/* + * "SCAN" := [a1, a1, ..., an] -> [a1, a1 + a2, ..., a1 + a2 + ... + an] + * From the paper: + * SCAN-SSA has three steps: + * * (copy data to the DPU) (timer 1) + * * compute the partial scan operation locally inside each DPU (timer 2) + * * retrieve last element of each local scan from the DPUs, do a local (complete) scan on the last elements, and push them to the next DPU (timer 3) + * * finish the scan operation in each DPU (add sum [a1 ... ax] to a(x+1), ..., a(x+m) for DPU size m) (timer 4) + * * (retrieve results from DPU) (timer 5) + */ + +// Main of the Host Application +int main(int argc, char **argv) { + + struct Params p = input_params(argc, argv); + + unsigned int i = 0; + + unsigned int nr_threads = 0; +#pragma omp parallel +#pragma omp atomic + nr_threads++; + + const unsigned int input_size = p.input_size * nr_threads; // Total input size (weak or strong scaling) + + // Input/output allocation + A = malloc(input_size * sizeof(T)); + C = malloc(input_size * sizeof(T)); + C2 = malloc(input_size * sizeof(T)); + T *bufferC = C2; + + // Create an input file with arbitrary data + read_input(A, input_size, input_size); + + // Timer declaration + Timer timer; + + // Loop over main kernel + for(int rep = 0; rep < p.n_warmup + p.n_reps; rep++) { + + // Compute output on CPU (performance comparison and verification purposes) + if(rep >= p.n_warmup) + start(&timer, 0, 0); + scan_host(C, A, input_size); + if(rep >= p.n_warmup) + stop(&timer, 0); + + // Compute output on CPU (OMP) + if(rep >= p.n_warmup) + start(&timer, 1, 0); + scan_omp(C2, A, input_size, nr_threads); + if(rep >= p.n_warmup) + stop(&timer, 1); + + // Check output + bool status = true; + for (i = 0; i < input_size; i++) { + if(C[i] != bufferC[i]){ + status = false; +#if PRINT + printf("%d: %lu -- %lu\n", i, C[i], bufferC[i]); +#endif + } + } + if (status) { + printf("[" ANSI_COLOR_GREEN "OK" ANSI_COLOR_RESET "] Outputs are equal\n"); + printf("[::] n_threads=%d e_type=%s n_elements=%d " + "| throughput_cpu_ref_MBps=%f throughput_cpu_omp_MBps=%f\n", + nr_threads, XSTR(T), input_size, + input_size * sizeof(T) / timer.time[0], + input_size * sizeof(T) / timer.time[1]); + printf("[::] n_threads=%d e_type=%s n_elements=%d " + "| throughput_cpu_ref_MOpps=%f throughput_cpu_omp_MOpps=%f\n", + nr_threads, XSTR(T), input_size, + input_size / timer.time[0], + input_size / timer.time[1]); + printf("[::] n_threads=%d e_type=%s n_elements=%d | ", + nr_threads, XSTR(T), input_size); + printall(&timer, 1); + } else { + printf("[" ANSI_COLOR_RED "ERROR" ANSI_COLOR_RESET "] Outputs differ!\n"); + } + } + + /* + // Print timing results + printf("CPU "); + print(&timer, 0, p.n_reps); + printf("CPU-DPU "); + print(&timer, 1, p.n_reps); + printf("DPU Kernel Scan "); + print(&timer, 2, p.n_reps); + printf("Inter-DPU (Scan) "); + print(&timer, 3, p.n_reps); + printf("DPU Kernel Add "); + print(&timer, 4, p.n_reps); + printf("DPU-CPU "); + print(&timer, 5, p.n_reps); + printf("\n"); + */ + + #if ENERGY + double energy; + DPU_ASSERT(dpu_probe_get(&probe, DPU_ENERGY, DPU_AVERAGE, &energy)); + printf("DPU Energy (J): %f\t", energy); + #endif + + + + // Deallocation + free(A); + free(C); + free(C2); + + return 0; +} |