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authorGravatar Benoit Jacob <benoitjacob@google.com>2015-03-05 13:44:20 -0500
committerGravatar Benoit Jacob <benoitjacob@google.com>2015-03-05 13:44:20 -0500
commit5db2baa573965ad8d059038336e272aaab2d025b (patch)
tree04b11a60a4c5484c4b1d42e9b0b9ec4c0f0822f6 /bench/benchmark-blocking-sizes.cpp
parent4c8b95d5c5295d8d3294ee0e9457e240b019a9f0 (diff)
Make benchmark-blocking-sizes detect changes to clock speed and be resilient to that.
Diffstat (limited to 'bench/benchmark-blocking-sizes.cpp')
-rw-r--r--bench/benchmark-blocking-sizes.cpp260
1 files changed, 208 insertions, 52 deletions
diff --git a/bench/benchmark-blocking-sizes.cpp b/bench/benchmark-blocking-sizes.cpp
index 6925cf560..0bf9c07f8 100644
--- a/bench/benchmark-blocking-sizes.cpp
+++ b/bench/benchmark-blocking-sizes.cpp
@@ -37,16 +37,18 @@ const int measurement_repetitions = 3;
// Timings below this value are too short to be accurate,
// we'll repeat measurements with more iterations until
// we get a timing above that threshold.
-const float min_accurate_time = 1e-2f;
+const float g_min_accurate_time = 1e-2f;
// See --min-working-set-size command line parameter.
-size_t min_working_set_size = 0;
+size_t g_min_working_set_size = 0;
// range of sizes that we will benchmark (in all 3 K,M,N dimensions)
const size_t maxsize = 2048;
const size_t minsize = 16;
typedef MatrixXf MatrixType;
+typedef MatrixType::Scalar Scalar;
+typedef internal::packet_traits<Scalar>::type Packet;
static_assert((maxsize & (maxsize - 1)) == 0, "maxsize must be a power of two");
static_assert((minsize & (minsize - 1)) == 0, "minsize must be a power of two");
@@ -95,24 +97,24 @@ struct benchmark_t
uint16_t compact_block_size;
bool use_default_block_size;
float gflops;
- benchmark_t()
- : compact_product_size(0)
- , compact_block_size(0)
- , gflops(0)
- , use_default_block_size(false)
- {}
+ size_t min_working_set_size;
+ float min_accurate_time;
benchmark_t(size_t pk, size_t pm, size_t pn,
size_t bk, size_t bm, size_t bn)
: compact_product_size(compact_size_triple(pk, pm, pn))
, compact_block_size(compact_size_triple(bk, bm, bn))
, use_default_block_size(false)
, gflops(0)
+ , min_working_set_size(g_min_working_set_size)
+ , min_accurate_time(g_min_accurate_time)
{}
benchmark_t(size_t pk, size_t pm, size_t pn)
: compact_product_size(compact_size_triple(pk, pm, pn))
, compact_block_size(0)
, use_default_block_size(true)
, gflops(0)
+ , min_working_set_size(g_min_working_set_size)
+ , min_accurate_time(g_min_accurate_time)
{}
void run();
@@ -124,7 +126,7 @@ ostream& operator<<(ostream& s, const benchmark_t& b)
if (b.use_default_block_size) {
size_triple_t t(b.compact_product_size);
Index k = t.k, m = t.m, n = t.n;
- internal::computeProductBlockingSizes<MatrixType::Scalar, MatrixType::Scalar>(k, m, n);
+ internal::computeProductBlockingSizes<Scalar, Scalar>(k, m, n);
s << " default(" << k << ", " << m << ", " << n << ")";
} else {
s << " " << hex << b.compact_block_size << dec;
@@ -162,7 +164,7 @@ void benchmark_t::run()
// set up the matrix pool
const size_t combined_three_matrices_sizes =
- sizeof(MatrixType::Scalar) *
+ sizeof(Scalar) *
(productsizes.k * productsizes.m +
productsizes.k * productsizes.n +
productsizes.m * productsizes.n);
@@ -267,7 +269,7 @@ struct action_t
virtual ~action_t() {}
};
-void show_usage_and_exit(int argc, char* argv[],
+void show_usage_and_exit(int /*argc*/, char* argv[],
const vector<unique_ptr<action_t>>& available_actions)
{
cerr << "usage: " << argv[0] << " <action> [options...]" << endl << endl;
@@ -287,54 +289,204 @@ void show_usage_and_exit(int argc, char* argv[],
cerr << " avoid warm caches." << endl;
exit(1);
}
+
+float measure_clock_speed()
+{
+ cerr << "Measuring clock speed... \r" << flush;
+
+ vector<float> all_gflops;
+ for (int i = 0; i < 8; i++) {
+ // a good measure of clock speed is obtained by benchmarking small matrices that
+ // fit in L1 cache and use warm caches (min_working_set_size = 1).
+ benchmark_t b(128, 128, 128);
+ b.min_working_set_size = 1;
+ b.min_accurate_time = 0.1f; // long-running for better accuracy
+ b.run();
+ all_gflops.push_back(b.gflops);
+ }
-void run_benchmarks(vector<benchmark_t>& benchmarks)
+ sort(all_gflops.begin(), all_gflops.end());
+ float stable_estimate = all_gflops[2] + all_gflops[3] + all_gflops[4] + all_gflops[5];
+
+ // multiply by an arbitrary constant to discourage trying doing anything with the
+ // returned values besides just comparing them with each other.
+ float result = stable_estimate * 123.456f;
+
+ return result;
+}
+
+struct human_duration_t
{
- // randomly shuffling benchmarks allows us to get accurate enough progress info,
- // as now the cheap/expensive benchmarks are randomly mixed so they average out.
- random_shuffle(benchmarks.begin(), benchmarks.end());
+ int seconds;
+ human_duration_t(int s) : seconds(s) {}
+};
+
+ostream& operator<<(ostream& s, const human_duration_t& d)
+{
+ int remainder = d.seconds;
+ if (remainder > 3600) {
+ int hours = remainder / 3600;
+ s << hours << " h ";
+ remainder -= hours * 3600;
+ }
+ if (remainder > 60) {
+ int minutes = remainder / 60;
+ s << minutes << " min ";
+ remainder -= minutes * 60;
+ }
+ if (d.seconds < 600) {
+ s << remainder << " s";
+ }
+ return s;
+}
+
+void try_run_some_benchmarks(
+ vector<benchmark_t>& benchmarks,
+ double time_start,
+ size_t& first_benchmark_to_run,
+ float& max_clock_speed)
+{
+ if (first_benchmark_to_run == benchmarks.size()) {
+ return;
+ }
+
+ double time_last_progress_update = 0;
+ double time_last_clock_speed_measurement = 0;
+ double time_now = 0;
+
+ size_t benchmark_index = first_benchmark_to_run;
+
+ while (true) {
+ float ratio_done = float(benchmark_index) / benchmarks.size();
+ time_now = timer.getRealTime();
+
+ // We check clock speed every minute and at the end.
+ if (benchmark_index == benchmarks.size() ||
+ time_now > time_last_clock_speed_measurement + 60.0f)
+ {
+ time_last_clock_speed_measurement = time_now;
+
+ // Ensure that clock speed is as expected
+ float current_clock_speed = measure_clock_speed();
+
+ // we only allow 1% higher clock speeds, because we want to know the
+ // clock speed with good accuracy, and this should only cause restarts
+ // at the beginning of the benchmarks run.
+ const float tolerance_higher_clock_speed = 1.01f;
+
+ if (current_clock_speed > tolerance_higher_clock_speed * max_clock_speed) {
+ // Clock speed is now higher than we previously measured.
+ // Either our initial measurement was inaccurate, which won't happen
+ // too many times as we are keeping the best clock speed value and
+ // and allowing some tolerance; or something really weird happened,
+ // which invalidates all benchmark results collected so far.
+ // Either way, we better restart all over again now.
+ if (benchmark_index) {
+ cerr << "Restarting at " << 100.0f * ratio_done
+ << " % because clock speed increased. " << endl;
+ }
+ max_clock_speed = current_clock_speed;
+ first_benchmark_to_run = 0;
+ return;
+ }
+
+ // we are a bit more tolerant to lower clock speeds because we don't want
+ // to cause sleeps and reruns all the time.
+ const float tolerance_lower_clock_speed = 0.98f;
+ bool rerun_last_tests = false;
+
+ if (current_clock_speed < tolerance_lower_clock_speed * max_clock_speed) {
+ cerr << "Measurements completed so far: "
+ << 100.0f * ratio_done
+ << " % " << endl;
+ cerr << "Clock speed seems to be only "
+ << current_clock_speed/max_clock_speed
+ << " times what it used to be." << endl;
+
+ unsigned int seconds_to_sleep_if_lower_clock_speed = 1;
+
+ while (current_clock_speed < tolerance_lower_clock_speed * max_clock_speed) {
+ if (seconds_to_sleep_if_lower_clock_speed > 300) {
+ cerr << "Sleeping longer probably won't make a difference. Giving up." << endl;
+ cerr << "Things to try:" << endl;
+ cerr << " 1. Check if the device is in some energy-saving state." << endl;
+ cerr << " On Android, it may help to enable 'Stay Awake' in the dev settings." << endl;
+ cerr << " 2. Check if the device is overheating." << endl;
+ cerr << " On some devices, system temperature is reported in" << endl;
+ cerr << " /sys/class/thermal/thermal_zone*/temp" << endl;
+ cerr << " 3. Some system daemon might be playing with clock speeds." << endl;
+ cerr << " In particular, on Qualcomm devices, disable mpdecision " << endl;
+ cerr << " by renaming /system/bin/mpdecision and rebooting." << endl;
+ cerr << " 4. CPU frequency scaling might conceivably be the problem." << endl;
+ cerr << " In particular, Intel Turbo Boost. Try disabling that." << endl;
+ exit(1);
+ }
+ rerun_last_tests = true;
+ cerr << "Sleeping "
+ << seconds_to_sleep_if_lower_clock_speed
+ << " s..." << endl;
+ sleep(seconds_to_sleep_if_lower_clock_speed);
+ current_clock_speed = measure_clock_speed();
+ seconds_to_sleep_if_lower_clock_speed *= 2;
+ }
+ }
+
+ if (rerun_last_tests) {
+ cerr << "Redoing the last "
+ << 100.0f * float(benchmark_index - first_benchmark_to_run) / benchmarks.size()
+ << " % because clock speed had been low. " << endl;
+ return;
+ }
+
+ // nothing wrong with the clock speed so far, so there won't be a need to rerun
+ // benchmarks run so far in case we later encounter a lower clock speed.
+ first_benchmark_to_run = benchmark_index;
+ }
+
+ if (benchmark_index == benchmarks.size()) {
+ // We're done!
+ first_benchmark_to_run = benchmarks.size();
+ // Erase progress info
+ cerr << " " << endl;
+ return;
+ }
- // timings here are only used to display progress info.
- // Whence the use of real time.
- double time_start = timer.getRealTime();
- double time_last_progress_update = time_start;
- for (size_t i = 0; i < benchmarks.size(); i++) {
// Display progress info on stderr
- double time_now = timer.getRealTime();
if (time_now > time_last_progress_update + 1.0f) {
time_last_progress_update = time_now;
- float ratio_done = float(i) / benchmarks.size();
- cerr.precision(3);
cerr << "Measurements... " << 100.0f * ratio_done
- << " %";
-
- if (i > 10) {
- cerr << ", ETA ";
- int eta = int(float(time_now - time_start) * (1.0f - ratio_done) / ratio_done);
- int eta_remainder = eta;
- if (eta_remainder > 3600) {
- int hours = eta_remainder / 3600;
- cerr << hours << " h ";
- eta_remainder -= hours * 3600;
- }
- if (eta_remainder > 60) {
- int minutes = eta_remainder / 60;
- cerr << minutes << " min ";
- eta_remainder -= minutes * 60;
- }
- if (eta < 600 && eta_remainder) {
- cerr << eta_remainder << " s";
- }
- }
- cerr << " \r" << flush;
+ << " %, ETA "
+ << human_duration_t(float(time_now - time_start) * (1.0f - ratio_done) / ratio_done)
+ << " \r" << flush;
}
// This is where we actually run a benchmark!
- benchmarks[i].run();
+ benchmarks[benchmark_index].run();
+ benchmark_index++;
}
+}
+
+void run_benchmarks(vector<benchmark_t>& benchmarks)
+{
+ // Randomly shuffling benchmarks allows us to get accurate enough progress info,
+ // as now the cheap/expensive benchmarks are randomly mixed so they average out.
+ // It also means that if data is corrupted for some time span, the odds are that
+ // not all repetitions of a given benchmark will be corrupted.
+ random_shuffle(benchmarks.begin(), benchmarks.end());
- // Erase progress info
- cerr << " " << endl;
+ float max_clock_speed = 0.0f;
+ for (int i = 0; i < 4; i++) {
+ max_clock_speed = max(max_clock_speed, measure_clock_speed());
+ }
+
+ double time_start = timer.getRealTime();
+ size_t first_benchmark_to_run = 0;
+ while (first_benchmark_to_run < benchmarks.size()) {
+ try_run_some_benchmarks(benchmarks,
+ time_start,
+ first_benchmark_to_run,
+ max_clock_speed);
+ }
// Sort timings by increasing benchmark parameters, and decreasing gflops.
// The latter is very important. It means that we can ignore all but the first
@@ -414,6 +566,7 @@ struct measure_default_sizes_action_t : action_t
int main(int argc, char* argv[])
{
+ double time_start = timer.getRealTime();
cout.precision(4);
cerr.precision(4);
@@ -440,7 +593,7 @@ int main(int argc, char* argv[])
for (int i = 2; i < argc; i++) {
if (argv[i] == strstr(argv[i], "--min-working-set-size=")) {
const char* equals_sign = strchr(argv[i], '=');
- min_working_set_size = strtoul(equals_sign+1, nullptr, 10);
+ g_min_working_set_size = strtoul(equals_sign+1, nullptr, 10);
} else {
cerr << "unrecognized option: " << argv[i] << endl << endl;
show_usage_and_exit(argc, argv, available_actions);
@@ -451,17 +604,20 @@ int main(int argc, char* argv[])
cout << "benchmark parameters:" << endl;
cout << "pointer size: " << 8*sizeof(void*) << " bits" << endl;
- cout << "scalar type: " << type_name<MatrixType::Scalar>() << endl;
+ cout << "scalar type: " << type_name<Scalar>() << endl;
cout << "packet size: " << internal::packet_traits<MatrixType::Scalar>::size << endl;
cout << "minsize = " << minsize << endl;
cout << "maxsize = " << maxsize << endl;
cout << "measurement_repetitions = " << measurement_repetitions << endl;
- cout << "min_accurate_time = " << min_accurate_time << endl;
- cout << "min_working_set_size = " << min_working_set_size;
- if (min_working_set_size == 0) {
+ cout << "g_min_accurate_time = " << g_min_accurate_time << endl;
+ cout << "g_min_working_set_size = " << g_min_working_set_size;
+ if (g_min_working_set_size == 0) {
cout << " (try to outsize caches)";
}
cout << endl << endl;
(*action)->run();
+
+ double time_end = timer.getRealTime();
+ cerr << "Finished in " << human_duration_t(time_end - time_start) << endl;
}