This patch adds benchmark tests for comparing the performance of hashmap
lookups without the bloom filter vs. hashmap lookups with the bloom filter.
Checking the bloom filter first for whether the element exists should
overall enable a higher throughput for hashmap lookups, since if the
element does not exist in the bloom filter, we can avoid a costly lookup in
the hashmap.
On average, using 5 hash functions in the bloom filter tended to perform
the best across the widest range of different entry sizes. The benchmark
results using 5 hash functions (running on 8 threads on a machine with one
numa node, and taking the average of 3 runs) were roughly as follows:
value_size = 4 bytes -
10k entries: 30% faster
50k entries: 50% faster
100k entries: 55% faster
500k entres: 80% faster
1 million entries: 120% faster
5 million entries: 135% faster
value_size = 8 bytes -
10k entries: 35% faster
50k entries: 55% faster
100k entries: 70% faster
500k entres: 110% faster
1 million entries: 215% faster
5 million entries: 215% faster
value_size = 16 bytes -
10k entries: 5% slower
50k entries: 25% faster
100k entries: 35% faster
500k entres: 105% faster
1 million entries: 130% faster
5 million entries: 105% faster
value_size = 40 bytes -
10k entries: 5% slower
50k entries: 10% faster
100k entries: 20% faster
500k entres: 45% faster
1 million entries: 60% faster
5 million entries: 75% faster
Signed-off-by: Joanne Koong <joannekoong@xxxxxx>
---
tools/testing/selftests/bpf/bench.c | 22 ++++++++---
.../bpf/benchs/bench_bloom_filter_map.c | 37 +++++++++++++++++++
.../bpf/benchs/run_bench_bloom_filter_map.sh | 17 +++++++++
.../selftests/bpf/benchs/run_common.sh | 12 ++++++
4 files changed, 83 insertions(+), 5 deletions(-)
diff --git a/tools/testing/selftests/bpf/bench.c b/tools/testing/selftests/bpf/bench.c
index e836bacd6f9d..d9661f343556 100644
--- a/tools/testing/selftests/bpf/bench.c
+++ b/tools/testing/selftests/bpf/bench.c
@@ -92,20 +92,21 @@ void hits_drops_report_progress(int iter, struct bench_res *res, long delta_ns)
printf("Iter %3d (%7.3lfus): ",
iter, (delta_ns - 1000000000) / 1000.0);
- printf("hits %8.3lfM/s (%7.3lfM/prod), drops %8.3lfM/s\n",
- hits_per_sec, hits_per_prod, drops_per_sec);
+ printf("hits %8.3lfM/s (%7.3lfM/prod), drops %8.3lfM/s, total operations %8.3lfM/s\n",
+ hits_per_sec, hits_per_prod, drops_per_sec, hits_per_sec + drops_per_sec);
}
void hits_drops_report_final(struct bench_res res[], int res_cnt)
{
int i;
- double hits_mean = 0.0, drops_mean = 0.0;
- double hits_stddev = 0.0, drops_stddev = 0.0;
+ double hits_mean = 0.0, drops_mean = 0.0, total_ops_mean = 0.0;
+ double hits_stddev = 0.0, drops_stddev = 0.0, total_ops_stddev = 0.0;
for (i = 0; i < res_cnt; i++) {
hits_mean += res[i].hits / 1000000.0 / (0.0 + res_cnt);
drops_mean += res[i].drops / 1000000.0 / (0.0 + res_cnt);
}
+ total_ops_mean = hits_mean + drops_mean;
if (res_cnt > 1) {
for (i = 0; i < res_cnt; i++) {
@@ -115,14 +116,21 @@ void hits_drops_report_final(struct bench_res res[], int res_cnt)
drops_stddev += (drops_mean - res[i].drops / 1000000.0) *
(drops_mean - res[i].drops / 1000000.0) /
(res_cnt - 1.0);
+ total_ops_stddev += (total_ops_mean -
+ (res[i].hits + res[i].drops) / 1000000.0) *
+ (total_ops_mean - (res[i].hits + res[i].drops) / 1000000.0)
+ / (res_cnt - 1.0);
}
hits_stddev = sqrt(hits_stddev);
drops_stddev = sqrt(drops_stddev);
+ total_ops_stddev = sqrt(total_ops_stddev);
}
printf("Summary: hits %8.3lf \u00B1 %5.3lfM/s (%7.3lfM/prod), ",
hits_mean, hits_stddev, hits_mean / env.producer_cnt);
- printf("drops %8.3lf \u00B1 %5.3lfM/s\n",
+ printf("drops %8.3lf \u00B1 %5.3lfM/s, ",
drops_mean, drops_stddev);
+ printf("total operations %8.3lf \u00B1 %5.3lfM/s\n",
+ total_ops_mean, total_ops_stddev);
}
const char *argp_program_version = "benchmark";
@@ -357,6 +365,8 @@ extern const struct bench bench_pb_custom;
extern const struct bench bench_bloom_filter_lookup;
extern const struct bench bench_bloom_filter_update;
extern const struct bench bench_bloom_filter_false_positive;
+extern const struct bench bench_hashmap_without_bloom_filter;
+extern const struct bench bench_hashmap_with_bloom_filter;
static const struct bench *benchs[] = {
&bench_count_global,
@@ -381,6 +391,8 @@ static const struct bench *benchs[] = {
&bench_bloom_filter_lookup,
&bench_bloom_filter_update,
&bench_bloom_filter_false_positive,
+ &bench_hashmap_without_bloom_filter,
+ &bench_hashmap_with_bloom_filter,
};
static void setup_benchmark()
diff --git a/tools/testing/selftests/bpf/benchs/bench_bloom_filter_map.c b/tools/testing/selftests/bpf/benchs/bench_bloom_filter_map.c
index 25d6b8179c8e..7af8fd455dc0 100644
--- a/tools/testing/selftests/bpf/benchs/bench_bloom_filter_map.c
+++ b/tools/testing/selftests/bpf/benchs/bench_bloom_filter_map.c
@@ -337,6 +337,21 @@ static void hashmap_lookup_setup(void)
}
}
+static void hashmap_no_bloom_filter_setup(void)
+{
+ struct bpf_link *link;
+
+ ctx.skel = setup_skeleton(false);
+
+ populate_maps();
+
+ link = bpf_program__attach(ctx.skel->progs.prog_bloom_filter_hashmap_lookup);
+ if (!link) {
+ fprintf(stderr, "failed to attach program!\n");
+ exit(1);
+ }
+}
+
static void measure(struct bench_res *res)
{
long total_hits = 0, total_drops = 0, total_false_hits = 0;
@@ -409,3 +424,25 @@ const struct bench bench_bloom_filter_false_positive = {
.report_progress = false_hits_report_progress,
.report_final = false_hits_report_final,
};
+
+const struct bench bench_hashmap_without_bloom_filter = {
+ .name = "hashmap-without-bloom-filter",
+ .validate = validate,
+ .setup = hashmap_no_bloom_filter_setup,
+ .producer_thread = producer,
+ .consumer_thread = consumer,
+ .measure = measure,
+ .report_progress = hits_drops_report_progress,
+ .report_final = hits_drops_report_final,
+};
+
+const struct bench bench_hashmap_with_bloom_filter = {
+ .name = "hashmap-with-bloom-filter",
+ .validate = validate,
+ .setup = hashmap_lookup_setup,
+ .producer_thread = producer,
+ .consumer_thread = consumer,
+ .measure = measure,
+ .report_progress = hits_drops_report_progress,
+ .report_final = hits_drops_report_final,
+};
diff --git a/tools/testing/selftests/bpf/benchs/run_bench_bloom_filter_map.sh b/tools/testing/selftests/bpf/benchs/run_bench_bloom_filter_map.sh
index 5d4f84ad9973..a8cff64d0492 100755
--- a/tools/testing/selftests/bpf/benchs/run_bench_bloom_filter_map.sh
+++ b/tools/testing/selftests/bpf/benchs/run_bench_bloom_filter_map.sh
@@ -26,3 +26,20 @@ subtitle "value_size: $v bytes, # threads: $t, # hashes: $h"
done
done
done
+
+header "Hashmap without bitset vs. hashmap with bitset (throughput, 8 threads)"
+for v in 2, 4, 8, 16, 40; do
+for h in {1..10}; do
+subtitle "# hashes: $h"
+ for e in 10000 50000 75000 100000 250000 500000 750000 1000000 2500000 5000000; do
+ printf "%'d entries -\n" $e
+ printf "\t"
+ summarize_total "Hashmap without bitset: " \
+ "$($RUN_BENCH --nr_hash_funcs $h --nr_entries $e --value_size $v -p 8 hashmap-without-bloom-filter)"
+ printf "\t"
+ summarize_total "Hashmap with bitset: " \
+ "$($RUN_BENCH --nr_hash_funcs $h --nr_entries $e --value_size $v -p 8 hashmap-with-bloom-filter)"
+ done
+ printf "\n"
+done
+done
diff --git a/tools/testing/selftests/bpf/benchs/run_common.sh b/tools/testing/selftests/bpf/benchs/run_common.sh
index 670f23b037c4..9a16be78b180 100644
--- a/tools/testing/selftests/bpf/benchs/run_common.sh
+++ b/tools/testing/selftests/bpf/benchs/run_common.sh
@@ -33,6 +33,11 @@ function percentage()
echo "$*" | sed -E "s/.*Percentage\s=\s+([0-9]+\.[0-9]+).*/\1/"
}
+function total()
+{
+ echo "$*" | sed -E "s/.*total operations\s+([0-9]+\.[0-9]+ ± [0-9]+\.[0-9]+M\/s).*/\1/"
+}
+
function summarize()
{
bench="$1"
@@ -46,3 +51,10 @@ function summarize_percentage()
summary=$(echo $2 | tail -n1)
printf "%-20s %s%%\n" "$bench" "$(percentage $summary)"
}
+
+function summarize_total()
+{
+ bench="$1"
+ summary=$(echo $2 | tail -n1)
+ printf "%-20s %s\n" "$bench" "$(total $summary)"
+}
--
2.30.2
