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authorDaniel Friesel <daniel.friesel@uos.de>2023-05-17 16:11:16 +0200
committerDaniel Friesel <daniel.friesel@uos.de>2023-05-17 16:11:16 +0200
commit97ba6163d9609df945d6b2bd5ef9b3537f3f56ba (patch)
tree7d667c7d5dfb085f654940dea94c14eff6755e05 /SCAN-SSA/host
parentb40af5568dd555326748e1cd0193a2a767f7c959 (diff)
SCAN-SSA: Add OpenMP variant
Diffstat (limited to 'SCAN-SSA/host')
-rw-r--r--SCAN-SSA/host/app.c2
-rw-r--r--SCAN-SSA/host/omp.c203
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;
+}