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#include <chrono>
#include <sstream>
#include <benchmark/benchmark.h>
#include "benchmarks/utilities.h"
#include "purify/directories.h"
#include "purify/operators.h"
#include <sopt/imaging_padmm.h>
#include <sopt/mpi/communicator.h>
#include <sopt/mpi/session.h>
#include <sopt/wavelets.h>
using namespace purify;
using namespace purify::notinstalled;
// ----------------- Degrid operator constructor fixture -----------------------//
class DegridOperatorCtorFixturePar : public ::benchmark::Fixture {
public:
void SetUp(const ::benchmark::State &state) {
// Keep count of the benchmark repetitions
m_counter++;
m_imsizex = state.range(0);
m_imsizey = state.range(0);
// Generating random uv(w) coverage
bool newMeasurements = m_uv_data.size() != state.range(1);
if (newMeasurements) {
t_real const sigma_m = constant::pi / 3;
m_uv_data = utilities::random_sample_density(state.range(1), 0, sigma_m);
}
// Data needed for the creation of the measurement operator
const t_real FoV = 1; // deg
m_cellsize = FoV / m_imsizex * 60. * 60.;
m_w_term = false;
}
void TearDown(const ::benchmark::State &state) {}
t_uint m_counter;
sopt::mpi::Communicator m_world;
t_uint m_imsizex;
t_uint m_imsizey;
utilities::vis_params m_uv_data;
t_real m_cellsize;
bool m_w_term;
};
// -------------- Constructor benchmarks -------------------------//
BENCHMARK_DEFINE_F(DegridOperatorCtorFixturePar, Distr)(benchmark::State &state) {
// benchmark the creation of the distributed measurement operator
if ((m_counter % 10) == 1) {
auto sky_measurements = measurementoperator::init_degrid_operator_2d<Vector<t_complex>>(
m_world, m_uv_data, m_imsizey, m_imsizex, m_cellsize, m_cellsize, 2, kernels::kernel::kb,
state.range(2), state.range(2), m_w_term);
}
while (state.KeepRunning()) {
auto start = std::chrono::high_resolution_clock::now();
auto sky_measurements = measurementoperator::init_degrid_operator_2d<Vector<t_complex>>(
m_world, m_uv_data, m_imsizey, m_imsizex, m_cellsize, m_cellsize, 2, kernels::kernel::kb,
state.range(2), state.range(2), m_w_term);
auto end = std::chrono::high_resolution_clock::now();
state.SetIterationTime(b_utilities::duration(start, end, m_world));
}
state.SetBytesProcessed(int64_t(state.iterations()) * (state.range(1) + m_imsizex * m_imsizey) *
sizeof(t_complex));
}
BENCHMARK_DEFINE_F(DegridOperatorCtorFixturePar, MPI)(benchmark::State &state) {
// benchmark the creation of the distributed MPI measurement operator
if ((m_counter % 10) == 1) {
auto sky_measurements = measurementoperator::init_degrid_operator_2d_mpi<Vector<t_complex>>(
m_world, m_uv_data, m_imsizey, m_imsizex, m_cellsize, m_cellsize, 2, kernels::kernel::kb,
state.range(2), state.range(2), m_w_term);
}
while (state.KeepRunning()) {
auto start = std::chrono::high_resolution_clock::now();
auto sky_measurements = measurementoperator::init_degrid_operator_2d_mpi<Vector<t_complex>>(
m_world, m_uv_data, m_imsizey, m_imsizex, m_cellsize, m_cellsize, 2, kernels::kernel::kb,
state.range(2), state.range(2), m_w_term);
auto end = std::chrono::high_resolution_clock::now();
state.SetIterationTime(b_utilities::duration(start, end, m_world));
}
state.SetBytesProcessed(int64_t(state.iterations()) * (state.range(1) + m_imsizex * m_imsizey) *
sizeof(t_complex));
}
// ----------------- Application fixtures -----------------------//
class DegridOperatorFixturePar : public ::benchmark::Fixture {
public:
void SetUp(const ::benchmark::State &state) {
// Keep count of the benchmark repetitions
m_counter++;
// Reading image from file and create temporary image
bool newImage = updateImage(state.range(0));
// Generating random uv(w) coverage
bool newMeasurements = m_uv_data.size() != state.range(1);
if (newMeasurements) {
t_real const sigma_m = constant::pi / 3;
m_uv_data = utilities::random_sample_density(state.range(1), 0, sigma_m);
}
// Create measurement operators
bool newKernel = m_kernel != state.range(2);
if (newImage || newMeasurements || newKernel) {
const t_real FoV = 1; // deg
const t_real cellsize = FoV / m_imsizex * 60. * 60.;
const bool w_term = false;
m_kernel = state.range(2);
m_degridOperator = measurementOperator(cellsize, w_term);
}
}
void TearDown(const ::benchmark::State &state) {}
virtual bool updateImage(t_uint newSize) = 0;
virtual std::shared_ptr<sopt::LinearTransform<Vector<t_complex>> const> measurementOperator(
t_real cellsize, bool w_term) = 0;
t_uint m_counter;
sopt::mpi::Communicator m_world;
t_uint m_kernel;
t_uint m_imsizex;
t_uint m_imsizey;
utilities::vis_params m_uv_data;
std::shared_ptr<sopt::LinearTransform<Vector<t_complex>> const> m_degridOperator;
};
class DegridOperatorDirectFixturePar : public DegridOperatorFixturePar {
public:
virtual bool updateImage(t_uint newSize) {
return b_utilities::updateImage(newSize, m_image, m_imsizex, m_imsizey);
}
Image<t_complex> m_image;
};
class DegridOperatorAdjointFixturePar : public DegridOperatorFixturePar {
public:
virtual bool updateImage(t_uint newSize) {
return b_utilities::updateEmptyImage(newSize, m_image, m_imsizex, m_imsizey);
}
Vector<t_complex> m_image;
};
class DegridOperatorDirectFixtureDistr : public DegridOperatorDirectFixturePar {
public:
virtual std::shared_ptr<sopt::LinearTransform<Vector<t_complex>> const> measurementOperator(
t_real cellsize, bool w_term) {
return measurementoperator::init_degrid_operator_2d<Vector<t_complex>>(
m_world, m_uv_data, m_imsizey, m_imsizex, cellsize, cellsize, 2, kernels::kernel::kb,
m_kernel, m_kernel, w_term);
}
};
class DegridOperatorDirectFixtureMPI : public DegridOperatorDirectFixturePar {
public:
virtual std::shared_ptr<sopt::LinearTransform<Vector<t_complex>> const> measurementOperator(
t_real cellsize, bool w_term) {
return measurementoperator::init_degrid_operator_2d_mpi<Vector<t_complex>>(
m_world, m_uv_data, m_imsizey, m_imsizex, cellsize, cellsize, 2, kernels::kernel::kb,
m_kernel, m_kernel, w_term);
}
};
class DegridOperatorAdjointFixtureDistr : public DegridOperatorAdjointFixturePar {
public:
virtual std::shared_ptr<sopt::LinearTransform<Vector<t_complex>> const> measurementOperator(
t_real cellsize, bool w_term) {
return measurementoperator::init_degrid_operator_2d<Vector<t_complex>>(
m_world, m_uv_data, m_imsizey, m_imsizex, cellsize, cellsize, 2, kernels::kernel::kb,
m_kernel, m_kernel, w_term);
}
};
class DegridOperatorAdjointFixtureMPI : public DegridOperatorAdjointFixturePar {
public:
virtual std::shared_ptr<sopt::LinearTransform<Vector<t_complex>> const> measurementOperator(
t_real cellsize, bool w_term) {
return measurementoperator::init_degrid_operator_2d_mpi<Vector<t_complex>>(
m_world, m_uv_data, m_imsizey, m_imsizex, cellsize, cellsize, 2, kernels::kernel::kb,
m_kernel, m_kernel, w_term);
}
};
// ----------------- Application benchmarks -----------------------//
BENCHMARK_DEFINE_F(DegridOperatorDirectFixtureDistr, Apply)(benchmark::State &state) {
// Benchmark the application of the distributed operator
if ((m_counter % 10) == 1) {
m_uv_data.vis = (*m_degridOperator) * Image<t_complex>::Map(m_image.data(), m_image.size(), 1);
}
while (state.KeepRunning()) {
auto start = std::chrono::high_resolution_clock::now();
m_uv_data.vis = (*m_degridOperator) * Image<t_complex>::Map(m_image.data(), m_image.size(), 1);
auto end = std::chrono::high_resolution_clock::now();
state.SetIterationTime(b_utilities::duration(start, end, m_world));
}
state.SetBytesProcessed(int64_t(state.iterations()) * (state.range(1) + m_imsizey * m_imsizex) *
sizeof(t_complex));
}
BENCHMARK_DEFINE_F(DegridOperatorAdjointFixtureDistr, Apply)(benchmark::State &state) {
// Benchmark the application of the adjoint distributed operator
if ((m_counter % 10) == 1) {
m_image = m_degridOperator->adjoint() * m_uv_data.vis;
}
while (state.KeepRunning()) {
auto start = std::chrono::high_resolution_clock::now();
m_image = m_degridOperator->adjoint() * m_uv_data.vis;
auto end = std::chrono::high_resolution_clock::now();
state.SetIterationTime(b_utilities::duration(start, end, m_world));
}
state.SetBytesProcessed(int64_t(state.iterations()) * (state.range(1) + m_imsizey * m_imsizex) *
sizeof(t_complex));
}
BENCHMARK_DEFINE_F(DegridOperatorDirectFixtureMPI, Apply)(benchmark::State &state) {
// Benchmark the application of the distributed MPI operator
if ((m_counter % 10) == 1) {
m_uv_data.vis = (*m_degridOperator) * Image<t_complex>::Map(m_image.data(), m_image.size(), 1);
}
while (state.KeepRunning()) {
auto start = std::chrono::high_resolution_clock::now();
m_uv_data.vis = (*m_degridOperator) * Image<t_complex>::Map(m_image.data(), m_image.size(), 1);
auto end = std::chrono::high_resolution_clock::now();
state.SetIterationTime(b_utilities::duration(start, end, m_world));
}
state.SetBytesProcessed(int64_t(state.iterations()) * (state.range(1) + m_imsizey * m_imsizex) *
sizeof(t_complex));
}
BENCHMARK_DEFINE_F(DegridOperatorAdjointFixtureMPI, Apply)(benchmark::State &state) {
// Benchmark the application of the adjoint distributed MPI operator
if ((m_counter % 10) == 1) {
m_image = m_degridOperator->adjoint() * m_uv_data.vis;
}
while (state.KeepRunning()) {
auto start = std::chrono::high_resolution_clock::now();
m_image = m_degridOperator->adjoint() * m_uv_data.vis;
auto end = std::chrono::high_resolution_clock::now();
state.SetIterationTime(b_utilities::duration(start, end, m_world));
}
state.SetBytesProcessed(int64_t(state.iterations()) * (state.range(1) + m_imsizey * m_imsizex) *
sizeof(t_complex));
}
// -------------- Register benchmarks -------------------------//
/*
BENCHMARK_REGISTER_F(DegridOperatorCtorFixturePar, Distr)
//->Apply(b_utilities::Arguments)
->Args({1024, 1000000, 4})
->Args({1024, 10000000, 4})
->UseManualTime()
->Repetitions(10)
//->ReportAggregatesOnly(true)
->Unit(benchmark::kMillisecond);
BENCHMARK_REGISTER_F(DegridOperatorCtorFixturePar, MPI)
//->Apply(b_utilities::Arguments)
->Args({1024, 1000000, 4})
->Args({1024, 10000000, 4})
->UseManualTime()
->Repetitions(10)
//->ReportAggregatesOnly(true)
->Unit(benchmark::kMillisecond);
*/
BENCHMARK_REGISTER_F(DegridOperatorDirectFixtureDistr, Apply)
//->Apply(b_utilities::Arguments)
->Args({1024, static_cast<t_int>(1e6), 4})
->Args({1024, static_cast<t_int>(5e6), 4})
->Args({1024, static_cast<t_int>(1e7), 4})
->Args({1024, static_cast<t_int>(5e7), 4})
->Args({1024, static_cast<t_int>(1e8), 4})
->Args({1024, static_cast<t_int>(5e8), 4})
->UseManualTime()
->Repetitions(10)
//->ReportAggregatesOnly(true)
->Unit(benchmark::kMillisecond);
BENCHMARK_REGISTER_F(DegridOperatorAdjointFixtureDistr, Apply)
//->Apply(b_utilities::Arguments)
->Args({1024, static_cast<t_int>(1e6), 4})
->Args({1024, static_cast<t_int>(5e6), 4})
->Args({1024, static_cast<t_int>(1e7), 4})
->Args({1024, static_cast<t_int>(5e7), 4})
->Args({1024, static_cast<t_int>(1e8), 4})
->Args({1024, static_cast<t_int>(5e8), 4})
->UseManualTime()
->Repetitions(10)
//->ReportAggregatesOnly(true)
->Unit(benchmark::kMillisecond);
BENCHMARK_REGISTER_F(DegridOperatorDirectFixtureMPI, Apply)
//->Apply(b_utilities::Arguments)
->Args({1024, static_cast<t_int>(1e6), 4})
->Args({1024, static_cast<t_int>(5e6), 4})
->Args({1024, static_cast<t_int>(1e7), 4})
->Args({1024, static_cast<t_int>(5e7), 4})
->Args({1024, static_cast<t_int>(1e8), 4})
->Args({1024, static_cast<t_int>(5e8), 4})
->UseManualTime()
->Repetitions(10)
//->ReportAggregatesOnly(true)
->Unit(benchmark::kMillisecond);
BENCHMARK_REGISTER_F(DegridOperatorAdjointFixtureMPI, Apply)
//->Apply(b_utilities::Arguments)
->Args({1024, static_cast<t_int>(1e6), 4})
->Args({1024, static_cast<t_int>(5e6), 4})
->Args({1024, static_cast<t_int>(1e7), 4})
->Args({1024, static_cast<t_int>(5e7), 4})
->Args({1024, static_cast<t_int>(1e8), 4})
->Args({1024, static_cast<t_int>(5e8), 4})
->UseManualTime()
->Repetitions(10)
//->ReportAggregatesOnly(true)
->Unit(benchmark::kMillisecond);
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