MegEngine/dnn/test/cpu/local.cpp

#include "test/cpu/fixture.h"

#include "test/common/benchmarker.h"
#include "test/common/checker.h"
#include "test/common/local.h"
#include "test/common/timer.h"

namespace megdnn {
namespace test {

TEST_F(CPU, LOCAL) {
    auto args = local::get_args();
    for (auto&& arg : args) {
        Checker<Local> checker(handle());
        checker.set_param(arg.param).exec(
                TensorShapeArray{arg.sshape(), arg.fshape(), arg.dshape()});
    }
}

#if MEGDNN_WITH_BENCHMARK
TEST_F(CPU, BENCHMARK_LOCAL) {
    size_t T = 10;
    float memcpy_bandwidth, local_bandwidth;
    {
        std::vector<float> src(1000000), dst(1000000);
        auto total_mem = (src.size() + dst.size()) * sizeof(float) * T;
        Timer timer;
        timer.start();
        for (size_t t = 0; t < T; ++t) {
            std::memcpy(dst.data(), src.data(), sizeof(float) * src.size());
            // to prevent compiler optimizing out memcpy above.
            asm volatile("");
        }
        timer.stop();
        auto time_in_ms = timer.get_time_in_us() / 1e3;
        auto bandwidth = total_mem / (time_in_ms / 1000.0f);
        std::cout << "Copy from src(" << src.data() << ") to dst(" << dst.data() << ")"
                  << std::endl;
        std::cout << "Memcpy bandwidth is " << bandwidth / 1e9 << "GB/s" << std::endl;
        memcpy_bandwidth = bandwidth;
    }
    {
        Benchmarker<Local> benchmarker(handle());
        TensorShape src{2, 64, 7, 7}, filter{5, 5, 64, 3, 3, 64}, dst{2, 64, 5, 5};
        Local::Param param;
        param.pad_h = param.pad_w = 0;
        auto time_in_ms =
                benchmarker.set_times(T).set_param(param).set_display(false).exec(
                        {src, filter, dst});
        auto total_mem = (src.total_nr_elems() + filter.total_nr_elems() +
                          dst.total_nr_elems()) *
                         sizeof(float) * T;
        auto bandwidth = total_mem / (time_in_ms / 1000.0f);
        std::cout << "Bandwidth is " << bandwidth / 1e9 << "GB/s" << std::endl;
        local_bandwidth = bandwidth;
    }
    float ratio = local_bandwidth / memcpy_bandwidth;
    ASSERT_GE(ratio, 0.05);
}
#endif

}  // namespace test
}  // namespace megdnn

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