#include "ggml-quants.h"
#include "ggml.h"
+
#if defined(_MSC_VER) || defined(__MINGW32__)
#include <malloc.h> // using malloc.h with MSC/MINGW
#elif !defined(__FreeBSD__) && !defined(__NetBSD__) && !defined(__OpenBSD__)
#include <syscall.h>
#endif
+#ifdef GGML_USE_OPENMP
+#include <omp.h>
+#endif
+
#ifdef GGML_USE_METAL
#include <unistd.h>
#endif
int64_t perf_node_start_cycles;
int64_t perf_node_start_time_us;
- const int n_threads;
+ int n_threads;
// synchronization primitives
atomic_int n_active; // num active threads
return cplan;
}
+static enum ggml_status ggml_graph_compute_parallel(struct ggml_compute_state * workers, int n_threads) {
+ enum ggml_status compute_status = GGML_STATUS_SUCCESS;
+
+#ifdef GGML_USE_OPENMP
+ if (n_threads > 1) {
+ #pragma omp parallel num_threads(n_threads)
+ {
+ #pragma omp single
+ {
+ // update the number of threads from the actual number of threads that we got from OpenMP
+ n_threads = omp_get_num_threads();
+ workers[0].shared->n_threads = n_threads;
+ workers[0].shared->n_active = n_threads;
+ }
+ ggml_graph_compute_thread(&workers[omp_get_thread_num()]);
+ }
+ } else {
+ ggml_graph_compute_thread(&workers[0]);
+ }
+#else
+ // create thread pool
+ if (n_threads > 1) {
+ for (int j = 1; j < n_threads; ++j) {
+ const int rc = ggml_thread_create(&workers[j].thrd, NULL, ggml_graph_compute_thread, &workers[j]);
+ GGML_ASSERT(rc == 0);
+ UNUSED(rc);
+ }
+ }
+
+ // this is a work thread too
+ ggml_graph_compute_thread(&workers[0]);
+
+ // join or kill thread pool
+ if (n_threads > 1) {
+ for (int j = 1; j < n_threads; j++) {
+ const int rc = ggml_thread_join(workers[j].thrd, NULL);
+ GGML_ASSERT(rc == 0);
+ UNUSED(rc);
+ }
+ }
+#endif
+ // don't leave affinity set on the main thread
+ clear_numa_thread_affinity();
+
+ for (int j = 0; j < n_threads; j++) {
+ if (workers[j].ec != GGML_STATUS_SUCCESS) {
+ compute_status = workers[j].ec;
+ break;
+ }
+ }
+ return compute_status;
+}
+
enum ggml_status ggml_graph_compute(struct ggml_cgraph * cgraph, struct ggml_cplan * cplan) {
{
GGML_ASSERT(cplan);
}
}
- const int n_threads = cplan->n_threads;
+ int n_threads = cplan->n_threads;
+
+#if defined(GGML_USE_OPENMP)
+ n_threads = MIN(n_threads, omp_get_max_threads());
+#endif
struct ggml_compute_state_shared state_shared = {
/*.cgraph =*/ cgraph,
/*.current_chunk; =*/ 0,
};
struct ggml_compute_state * workers = alloca(sizeof(struct ggml_compute_state)*n_threads);
-
- // create thread pool
- if (n_threads > 1) {
- for (int j = 1; j < n_threads; ++j) {
- workers[j] = (struct ggml_compute_state) {
- .thrd = 0,
- .ith = j,
- .shared = &state_shared,
- .ec = GGML_STATUS_SUCCESS,
- };
-
- const int rc = ggml_thread_create(&workers[j].thrd, NULL, ggml_graph_compute_thread, &workers[j]);
- GGML_ASSERT(rc == 0);
- UNUSED(rc);
- }
- }
-
- workers[0].ith = 0;
- workers[0].shared = &state_shared;
- workers[0].ec = GGML_STATUS_SUCCESS;
-
const int64_t perf_start_cycles = ggml_perf_cycles();
const int64_t perf_start_time_us = ggml_perf_time_us();
- // this is a work thread too
- ggml_graph_compute_thread(&workers[0]);
- enum ggml_status compute_status = workers[0].ec;
-
- // don't leave affinity set on the main thread
- clear_numa_thread_affinity();
-
- // join or kill thread pool
- if (n_threads > 1) {
- for (int j = 1; j < n_threads; j++) {
- const int rc = ggml_thread_join(workers[j].thrd, NULL);
- GGML_ASSERT(rc == 0);
- if (workers[j].ec != GGML_STATUS_SUCCESS)
- compute_status = workers[j].ec;
- }
+ for (int j = 0; j < n_threads; ++j) {
+ workers[j] = (struct ggml_compute_state) {
+ .thrd = 0,
+ .ith = j,
+ .shared = &state_shared,
+ .ec = GGML_STATUS_SUCCESS,
+ };
}
+ enum ggml_status compute_status = ggml_graph_compute_parallel(workers, n_threads);
+
// performance stats (graph)
{
int64_t perf_cycles_cur = ggml_perf_cycles() - perf_start_cycles;