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https://gitlab.com/libeigen/eigen.git
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Automatically serialize partial results to disk, reboot, and resume, when timings are getting bad
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4ab01f7c21
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@ -13,6 +13,7 @@
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#include <vector>
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#include <fstream>
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#include <memory>
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#include <cstdio>
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bool eigen_use_specific_block_size;
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int eigen_block_size_k, eigen_block_size_m, eigen_block_size_n;
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@ -37,10 +38,12 @@ const int measurement_repetitions = 3;
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// Timings below this value are too short to be accurate,
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// we'll repeat measurements with more iterations until
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// we get a timing above that threshold.
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const float g_min_accurate_time = 1e-2f;
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const float min_accurate_time = 1e-2f;
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// See --min-working-set-size command line parameter.
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size_t g_min_working_set_size = 0;
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size_t min_working_set_size = 0;
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float max_clock_speed = 0.0f;
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// range of sizes that we will benchmark (in all 3 K,M,N dimensions)
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const size_t maxsize = 2048;
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@ -97,24 +100,25 @@ struct benchmark_t
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uint16_t compact_block_size;
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bool use_default_block_size;
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float gflops;
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size_t min_working_set_size;
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float min_accurate_time;
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benchmark_t()
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: compact_product_size(0)
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, compact_block_size(0)
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, use_default_block_size(false)
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, gflops(0)
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{
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}
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benchmark_t(size_t pk, size_t pm, size_t pn,
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size_t bk, size_t bm, size_t bn)
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: compact_product_size(compact_size_triple(pk, pm, pn))
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, compact_block_size(compact_size_triple(bk, bm, bn))
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, use_default_block_size(false)
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, gflops(0)
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, min_working_set_size(g_min_working_set_size)
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, min_accurate_time(g_min_accurate_time)
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{}
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benchmark_t(size_t pk, size_t pm, size_t pn)
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: compact_product_size(compact_size_triple(pk, pm, pn))
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, compact_block_size(0)
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, use_default_block_size(true)
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, gflops(0)
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, min_working_set_size(g_min_working_set_size)
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, min_accurate_time(g_min_accurate_time)
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{}
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void run();
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@ -296,11 +300,7 @@ float measure_clock_speed()
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vector<float> all_gflops;
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for (int i = 0; i < 8; i++) {
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// a good measure of clock speed is obtained by benchmarking small matrices that
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// fit in L1 cache and use warm caches (min_working_set_size = 1).
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benchmark_t b(128, 128, 128);
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b.min_working_set_size = 1;
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b.min_accurate_time = 0.1f; // long-running for better accuracy
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benchmark_t b(1024, 1024, 1024);
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b.run();
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all_gflops.push_back(b.gflops);
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}
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@ -340,11 +340,52 @@ ostream& operator<<(ostream& s, const human_duration_t& d)
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return s;
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}
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const char session_filename[] = "/data/local/tmp/benchmark-blocking-sizes-session.data";
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void serialize_benchmarks(const char* filename, const vector<benchmark_t>& benchmarks, size_t first_benchmark_to_run)
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{
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FILE* file = fopen(filename, "w");
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if (!file) {
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cerr << "Could not open file " << filename << " for writing." << endl;
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cerr << "Do you have write permissions on the current working directory?" << endl;
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exit(1);
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}
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size_t benchmarks_vector_size = benchmarks.size();
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fwrite(&max_clock_speed, sizeof(max_clock_speed), 1, file);
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fwrite(&benchmarks_vector_size, sizeof(benchmarks_vector_size), 1, file);
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fwrite(&first_benchmark_to_run, sizeof(first_benchmark_to_run), 1, file);
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fwrite(benchmarks.data(), sizeof(benchmark_t), benchmarks.size(), file);
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fclose(file);
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}
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bool deserialize_benchmarks(const char* filename, vector<benchmark_t>& benchmarks, size_t& first_benchmark_to_run)
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{
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FILE* file = fopen(filename, "r");
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if (!file) {
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return false;
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}
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if (1 != fread(&max_clock_speed, sizeof(max_clock_speed), 1, file)) {
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return false;
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}
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size_t benchmarks_vector_size = 0;
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if (1 != fread(&benchmarks_vector_size, sizeof(benchmarks_vector_size), 1, file)) {
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return false;
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}
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if (1 != fread(&first_benchmark_to_run, sizeof(first_benchmark_to_run), 1, file)) {
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return false;
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}
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benchmarks.resize(benchmarks_vector_size);
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if (benchmarks.size() != fread(benchmarks.data(), sizeof(benchmark_t), benchmarks.size(), file)) {
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return false;
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}
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unlink(filename);
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return true;
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}
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void try_run_some_benchmarks(
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vector<benchmark_t>& benchmarks,
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double time_start,
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size_t& first_benchmark_to_run,
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float& max_clock_speed)
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size_t& first_benchmark_to_run)
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{
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if (first_benchmark_to_run == benchmarks.size()) {
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return;
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@ -405,20 +446,12 @@ void try_run_some_benchmarks(
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unsigned int seconds_to_sleep_if_lower_clock_speed = 1;
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while (current_clock_speed < (1 - clock_speed_tolerance) * max_clock_speed) {
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if (seconds_to_sleep_if_lower_clock_speed > 300) {
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cerr << "Sleeping longer probably won't make a difference. Giving up." << endl;
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cerr << "Things to try:" << endl;
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cerr << " 1. Check if the device is in some energy-saving state." << endl;
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cerr << " On Android, it may help to enable 'Stay Awake' in the dev settings." << endl;
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cerr << " 2. Check if the device is overheating." << endl;
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cerr << " On some devices, system temperature is reported in" << endl;
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cerr << " /sys/class/thermal/thermal_zone*/temp" << endl;
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cerr << " 3. Some system daemon might be playing with clock speeds." << endl;
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cerr << " In particular, on Qualcomm devices, disable mpdecision " << endl;
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cerr << " by renaming /system/bin/mpdecision and rebooting." << endl;
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cerr << " 4. CPU frequency scaling might conceivably be the problem." << endl;
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cerr << " In particular, Intel Turbo Boost. Try disabling that." << endl;
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exit(1);
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if (seconds_to_sleep_if_lower_clock_speed > 30) {
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cerr << "Sleeping longer probably won't make a difference." << endl;
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cerr << "Serializing benchmarks to " << session_filename << endl;
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serialize_benchmarks(session_filename, benchmarks, first_benchmark_to_run);
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cerr << "Now restart this benchmark, and it should pick up where we left." << endl;
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exit(2);
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}
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rerun_last_tests = true;
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cerr << "Sleeping "
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@ -467,27 +500,57 @@ void try_run_some_benchmarks(
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void run_benchmarks(vector<benchmark_t>& benchmarks)
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{
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size_t first_benchmark_to_run;
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vector<benchmark_t> deserialized_benchmarks;
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bool use_deserialized_benchmarks = false;
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if (deserialize_benchmarks(session_filename, deserialized_benchmarks, first_benchmark_to_run)) {
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cerr << "Found serialized session with "
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<< 100.0f * first_benchmark_to_run / deserialized_benchmarks.size()
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<< " % already done" << endl;
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if (deserialized_benchmarks.size() == benchmarks.size() &&
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first_benchmark_to_run > 0 &&
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first_benchmark_to_run < benchmarks.size())
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{
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bool found_mismatch = false;
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for (size_t i = 0; i < benchmarks.size(); i++) {
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if (deserialized_benchmarks[i].compact_product_size != benchmarks[i].compact_product_size ||
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deserialized_benchmarks[i].compact_block_size != benchmarks[i].compact_block_size ||
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deserialized_benchmarks[i].use_default_block_size != benchmarks[i].use_default_block_size)
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{
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cerr << "Mismatch in serialized session. Ignoring it." << endl;
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found_mismatch = true;
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break;
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}
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}
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use_deserialized_benchmarks = !found_mismatch;
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}
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}
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if (use_deserialized_benchmarks) {
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benchmarks = deserialized_benchmarks;
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} else {
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// not using deserialized benchmarks, starting from scratch
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first_benchmark_to_run = 0;
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// Randomly shuffling benchmarks allows us to get accurate enough progress info,
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// as now the cheap/expensive benchmarks are randomly mixed so they average out.
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// It also means that if data is corrupted for some time span, the odds are that
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// not all repetitions of a given benchmark will be corrupted.
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random_shuffle(benchmarks.begin(), benchmarks.end());
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}
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float max_clock_speed = 0.0f;
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for (int i = 0; i < 4; i++) {
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max_clock_speed = max(max_clock_speed, measure_clock_speed());
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}
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double time_start = 0.0;
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size_t first_benchmark_to_run = 0;
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while (first_benchmark_to_run < benchmarks.size()) {
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if (first_benchmark_to_run == 0) {
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time_start = timer.getRealTime();
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}
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try_run_some_benchmarks(benchmarks,
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time_start,
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first_benchmark_to_run,
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max_clock_speed);
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first_benchmark_to_run);
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}
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// Sort timings by increasing benchmark parameters, and decreasing gflops.
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@ -595,7 +658,7 @@ int main(int argc, char* argv[])
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for (int i = 2; i < argc; i++) {
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if (argv[i] == strstr(argv[i], "--min-working-set-size=")) {
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const char* equals_sign = strchr(argv[i], '=');
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g_min_working_set_size = strtoul(equals_sign+1, nullptr, 10);
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min_working_set_size = strtoul(equals_sign+1, nullptr, 10);
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} else {
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cerr << "unrecognized option: " << argv[i] << endl << endl;
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show_usage_and_exit(argc, argv, available_actions);
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@ -611,9 +674,9 @@ int main(int argc, char* argv[])
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cout << "minsize = " << minsize << endl;
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cout << "maxsize = " << maxsize << endl;
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cout << "measurement_repetitions = " << measurement_repetitions << endl;
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cout << "g_min_accurate_time = " << g_min_accurate_time << endl;
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cout << "g_min_working_set_size = " << g_min_working_set_size;
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if (g_min_working_set_size == 0) {
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cout << "min_accurate_time = " << min_accurate_time << endl;
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cout << "min_working_set_size = " << min_working_set_size;
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if (min_working_set_size == 0) {
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cout << " (try to outsize caches)";
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}
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cout << endl << endl;
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