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authorslaren <slarengh@gmail.com>2023-05-14 22:46:00 +0200
committerGitHub <noreply@github.com>2023-05-14 22:46:00 +0200
commitb5c9295eef2b56e307393b35b3a923e3518d226e (patch)
treef1abd9f063fde8a62507f21de6f609c4f9af85e7 /examples
parenteb363627fda5f47de8ab5e9be8abd426049d00df (diff)
benchmark-matmul: fix clang-tidy issues, report results in GFLOPS (#1458)
* benchmark-matmul: fix command line parsing, replace macros with functions, report results in GFLOPS
Diffstat (limited to 'examples')
-rw-r--r--examples/benchmark/benchmark-matmult.cpp49
1 files changed, 19 insertions, 30 deletions
diff --git a/examples/benchmark/benchmark-matmult.cpp b/examples/benchmark/benchmark-matmult.cpp
index 6117ae3..7d237be 100644
--- a/examples/benchmark/benchmark-matmult.cpp
+++ b/examples/benchmark/benchmark-matmult.cpp
@@ -15,7 +15,7 @@
#include <iterator>
#include <algorithm>
-float tensor_sum_elements(struct ggml_tensor * tensor) {
+float tensor_sum_elements(const ggml_tensor * tensor) {
float sum = 0;
if (tensor->type==GGML_TYPE_F32) {
for (int j = 0; j < tensor->ne[1]; j++) {
@@ -27,21 +27,15 @@ float tensor_sum_elements(struct ggml_tensor * tensor) {
return sum;
}
+void tensor_dump(const ggml_tensor * tensor, const char * name) {
+ printf("%15s: type = %i (%5s) ne = %5d x %5d x %5d, nb = (%5li, %5li, %5li) - ", name,
+ tensor->type, ggml_type_name(tensor->type),
+ (int) tensor->ne[0], (int) tensor->ne[1], (int) tensor->ne[2], tensor->nb[0], tensor->nb[1], tensor->nb[2]);
+ float sum = tensor_sum_elements(tensor);
+ printf("Sum of tensor %s is %6.2f\n", name, sum);
+}
-/*
- These are mapping to unknown
- GGML_TYPE_I8,
- GGML_TYPE_I16,
- GGML_TYPE_I32,
- GGML_TYPE_COUNT,
-*/
-
-#define TENSOR_TYPE_AS_STR(TYPE) TYPE == GGML_TYPE_F32 ? "FP32" : TYPE == GGML_TYPE_F16 ? "FP16" : TYPE == GGML_TYPE_Q4_0 ? "Q4_0" : TYPE == GGML_TYPE_Q4_1 ? "Q4_1" : "UNKNOWN"
-
-#define TENSOR_DUMP(TENSOR) printf("%15s: type = %i (%5s) ne = %5d x %5d x %5d, nb = (%5li, %5li, %5li) - ", #TENSOR, \
- TENSOR->type,TENSOR_TYPE_AS_STR(TENSOR->type),\
- (int) TENSOR->ne[0], (int) TENSOR->ne[1], (int) TENSOR->ne[2], TENSOR->nb[0], TENSOR->nb[1], TENSOR->nb[2]); \
- { float sum = tensor_sum_elements(TENSOR); printf("Sum of tensor %s is %6.2f\n",#TENSOR, sum); }
+#define TENSOR_DUMP(tensor) tensor_dump(tensor, #tensor)
struct benchmark_params_struct {
int32_t n_threads = 1;
@@ -59,8 +53,6 @@ void print_usage(int /*argc*/, char ** argv, struct benchmark_params_struct para
}
int main(int argc, char ** argv) {
-
-
struct benchmark_params_struct benchmark_params;
bool invalid_param = false;
@@ -84,11 +76,11 @@ int main(int argc, char ** argv) {
print_usage(argc, argv, benchmark_params);
exit(0);
}
- if (invalid_param) {
- fprintf(stderr, "error: invalid parameter for argument: %s\n", arg.c_str());
- print_usage(argc, argv, benchmark_params);
- exit(1);
- }
+ }
+ if (invalid_param) {
+ fprintf(stderr, "error: invalid parameter for argument: %s\n", arg.c_str());
+ print_usage(argc, argv, benchmark_params);
+ exit(1);
}
fprintf(stderr, "%s: build = %d (%s)\n", __func__, BUILD_NUMBER, BUILD_COMMIT);
@@ -216,9 +208,8 @@ int main(int argc, char ** argv) {
// Let's use the F32 result from above as a reference for the q4_0 multiplication
float sum_of_F32_reference = tensor_sum_elements(gf.nodes[0]);
-
- printf("Iteration;NThreads; SizeX; SizeY; SizeZ; Required_FLOPS; Elapsed_u_Seconds; FLOPS_per_u_Second\n");
- printf("==============================================================================================\n");
+ printf("Iteration;NThreads; SizeX; SizeY; SizeZ; Required_FLOPS; Elapsed_u_Seconds; gigaFLOPS\n");
+ printf("=====================================================================================\n");
for (int i=0;i<benchmark_params.n_iterations ;i++) {
@@ -227,12 +218,12 @@ int main(int argc, char ** argv) {
ggml_graph_compute(ctx, &gf31);
long long int stop = ggml_time_us();
long long int usec = stop-start;
- float flops_per_usec = (1.0f*flops_per_matrix)/usec;
- printf("%9i;%8i;%6i;%6i;%6i;%15lli;%18lli;%19.2f\n",
+ double gflops = (double)(flops_per_matrix)/usec/1000.0;
+ printf("%9i;%8i;%6i;%6i;%6i;%15lli;%18lli;%10.2f\n",
i,
gf31.n_threads,
sizex, sizey, sizez, flops_per_matrix,
- usec,flops_per_usec);
+ usec,gflops);
#ifdef VERBOSE_DEBUGGING
TENSOR_DUMP("res",gf31.nodes[0])
@@ -256,7 +247,5 @@ int main(int argc, char ** argv) {
// Running a different graph computation to make sure we override the CPU cache lines
ggml_graph_compute(ctx, &gf32);
-
}
-
}