#include #include #include #include #include #include typedef std::unique_ptr auto_pthreadpool_t; const size_t kParallelize1DRange = 1223; const size_t kParallelize1DTile1DRange = 1303; const size_t kParallelize1DTile1DTile = 11; const size_t kParallelize2DRangeI = 41; const size_t kParallelize2DRangeJ = 43; const size_t kParallelize2DTile1DRangeI = 43; const size_t kParallelize2DTile1DRangeJ = 53; const size_t kParallelize2DTile1DTileJ = 5; const size_t kParallelize2DTile2DRangeI = 53; const size_t kParallelize2DTile2DRangeJ = 59; const size_t kParallelize2DTile2DTileI = 5; const size_t kParallelize2DTile2DTileJ = 7; const size_t kParallelize3DRangeI = 13; const size_t kParallelize3DRangeJ = 17; const size_t kParallelize3DRangeK = 19; const size_t kParallelize3DTile1DRangeI = 17; const size_t kParallelize3DTile1DRangeJ = 19; const size_t kParallelize3DTile1DRangeK = 23; const size_t kParallelize3DTile1DTileK = 5; const size_t kParallelize3DTile2DRangeI = 19; const size_t kParallelize3DTile2DRangeJ = 23; const size_t kParallelize3DTile2DRangeK = 29; const size_t kParallelize3DTile2DTileJ = 2; const size_t kParallelize3DTile2DTileK = 3; const size_t kParallelize4DRangeI = 11; const size_t kParallelize4DRangeJ = 13; const size_t kParallelize4DRangeK = 17; const size_t kParallelize4DRangeL = 19; const size_t kParallelize4DTile1DRangeI = 13; const size_t kParallelize4DTile1DRangeJ = 17; const size_t kParallelize4DTile1DRangeK = 19; const size_t kParallelize4DTile1DRangeL = 23; const size_t kParallelize4DTile1DTileL = 5; const size_t kParallelize4DTile2DRangeI = 17; const size_t kParallelize4DTile2DRangeJ = 19; const size_t kParallelize4DTile2DRangeK = 23; const size_t kParallelize4DTile2DRangeL = 29; const size_t kParallelize4DTile2DTileK = 2; const size_t kParallelize4DTile2DTileL = 3; const size_t kParallelize5DRangeI = 7; const size_t kParallelize5DRangeJ = 11; const size_t kParallelize5DRangeK = 13; const size_t kParallelize5DRangeL = 17; const size_t kParallelize5DRangeM = 19; const size_t kParallelize5DTile1DRangeI = 11; const size_t kParallelize5DTile1DRangeJ = 13; const size_t kParallelize5DTile1DRangeK = 17; const size_t kParallelize5DTile1DRangeL = 19; const size_t kParallelize5DTile1DRangeM = 23; const size_t kParallelize5DTile1DTileM = 5; const size_t kParallelize5DTile2DRangeI = 13; const size_t kParallelize5DTile2DRangeJ = 17; const size_t kParallelize5DTile2DRangeK = 19; const size_t kParallelize5DTile2DRangeL = 23; const size_t kParallelize5DTile2DRangeM = 29; const size_t kParallelize5DTile2DTileL = 3; const size_t kParallelize5DTile2DTileM = 2; const size_t kParallelize6DRangeI = 3; const size_t kParallelize6DRangeJ = 5; const size_t kParallelize6DRangeK = 7; const size_t kParallelize6DRangeL = 11; const size_t kParallelize6DRangeM = 13; const size_t kParallelize6DRangeN = 17; const size_t kParallelize6DTile1DRangeI = 5; const size_t kParallelize6DTile1DRangeJ = 7; const size_t kParallelize6DTile1DRangeK = 11; const size_t kParallelize6DTile1DRangeL = 13; const size_t kParallelize6DTile1DRangeM = 17; const size_t kParallelize6DTile1DRangeN = 19; const size_t kParallelize6DTile1DTileN = 5; const size_t kParallelize6DTile2DRangeI = 7; const size_t kParallelize6DTile2DRangeJ = 11; const size_t kParallelize6DTile2DRangeK = 13; const size_t kParallelize6DTile2DRangeL = 17; const size_t kParallelize6DTile2DRangeM = 19; const size_t kParallelize6DTile2DRangeN = 23; const size_t kParallelize6DTile2DTileM = 3; const size_t kParallelize6DTile2DTileN = 2; const size_t kIncrementIterations = 101; const size_t kIncrementIterations5D = 7; const size_t kIncrementIterations6D = 3; const uint32_t kMaxUArchIndex = 0; const uint32_t kDefaultUArchIndex = 42; TEST(CreateAndDestroy, NullThreadPool) { pthreadpool* threadpool = nullptr; pthreadpool_destroy(threadpool); } TEST(CreateAndDestroy, SingleThreadPool) { pthreadpool* threadpool = pthreadpool_create(1); ASSERT_TRUE(threadpool); pthreadpool_destroy(threadpool); } TEST(CreateAndDestroy, MultiThreadPool) { pthreadpool* threadpool = pthreadpool_create(0); ASSERT_TRUE(threadpool); pthreadpool_destroy(threadpool); } static void ComputeNothing1D(void*, size_t) { } TEST(Parallelize1D, SingleThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_1d(threadpool.get(), ComputeNothing1D, nullptr, kParallelize1DRange, 0 /* flags */); } TEST(Parallelize1D, MultiThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_1d( threadpool.get(), ComputeNothing1D, nullptr, kParallelize1DRange, 0 /* flags */); } static void CheckBounds1D(void*, size_t i) { EXPECT_LT(i, kParallelize1DRange); } TEST(Parallelize1D, SingleThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_1d( threadpool.get(), CheckBounds1D, nullptr, kParallelize1DRange, 0 /* flags */); } TEST(Parallelize1D, MultiThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_1d( threadpool.get(), CheckBounds1D, nullptr, kParallelize1DRange, 0 /* flags */); } static void SetTrue1D(std::atomic_bool* processed_indicators, size_t i) { processed_indicators[i].store(true, std::memory_order_relaxed); } TEST(Parallelize1D, SingleThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize1DRange); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_1d( threadpool.get(), reinterpret_cast(SetTrue1D), static_cast(indicators.data()), kParallelize1DRange, 0 /* flags */); for (size_t i = 0; i < kParallelize1DRange; i++) { EXPECT_TRUE(indicators[i].load(std::memory_order_relaxed)) << "Element " << i << " not processed"; } } TEST(Parallelize1D, MultiThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize1DRange); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_1d( threadpool.get(), reinterpret_cast(SetTrue1D), static_cast(indicators.data()), kParallelize1DRange, 0 /* flags */); for (size_t i = 0; i < kParallelize1DRange; i++) { EXPECT_TRUE(indicators[i].load(std::memory_order_relaxed)) << "Element " << i << " not processed"; } } static void Increment1D(std::atomic_int* processed_counters, size_t i) { processed_counters[i].fetch_add(1, std::memory_order_relaxed); } TEST(Parallelize1D, SingleThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize1DRange); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_1d( threadpool.get(), reinterpret_cast(Increment1D), static_cast(counters.data()), kParallelize1DRange, 0 /* flags */); for (size_t i = 0; i < kParallelize1DRange; i++) { EXPECT_EQ(counters[i].load(std::memory_order_relaxed), 1) << "Element " << i << " was processed " << counters[i].load(std::memory_order_relaxed) << " times (expected: 1)"; } } TEST(Parallelize1D, MultiThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize1DRange); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_1d( threadpool.get(), reinterpret_cast(Increment1D), static_cast(counters.data()), kParallelize1DRange, 0 /* flags */); for (size_t i = 0; i < kParallelize1DRange; i++) { EXPECT_EQ(counters[i].load(std::memory_order_relaxed), 1) << "Element " << i << " was processed " << counters[i].load(std::memory_order_relaxed) << " times (expected: 1)"; } } TEST(Parallelize1D, SingleThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize1DRange); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); for (size_t iteration = 0; iteration < kIncrementIterations; iteration++) { pthreadpool_parallelize_1d( threadpool.get(), reinterpret_cast(Increment1D), static_cast(counters.data()), kParallelize1DRange, 0 /* flags */); } for (size_t i = 0; i < kParallelize1DRange; i++) { EXPECT_EQ(counters[i].load(std::memory_order_relaxed), kIncrementIterations) << "Element " << i << " was processed " << counters[i].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations << ")"; } } TEST(Parallelize1D, MultiThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize1DRange); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } for (size_t iteration = 0; iteration < kIncrementIterations; iteration++) { pthreadpool_parallelize_1d( threadpool.get(), reinterpret_cast(Increment1D), static_cast(counters.data()), kParallelize1DRange, 0 /* flags */); } for (size_t i = 0; i < kParallelize1DRange; i++) { EXPECT_EQ(counters[i].load(std::memory_order_relaxed), kIncrementIterations) << "Element " << i << " was processed " << counters[i].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations << ")"; } } static void IncrementSame1D(std::atomic_int* num_processed_items, size_t i) { num_processed_items->fetch_add(1, std::memory_order_relaxed); } TEST(Parallelize1D, MultiThreadPoolHighContention) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_1d( threadpool.get(), reinterpret_cast(IncrementSame1D), static_cast(&num_processed_items), kParallelize1DRange, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize1DRange); } static void WorkImbalance1D(std::atomic_int* num_processed_items, size_t i) { num_processed_items->fetch_add(1, std::memory_order_relaxed); if (i == 0) { /* Spin-wait until all items are computed */ while (num_processed_items->load(std::memory_order_relaxed) != kParallelize1DRange) { std::atomic_thread_fence(std::memory_order_acquire); } } } TEST(Parallelize1D, MultiThreadPoolWorkStealing) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_1d( threadpool.get(), reinterpret_cast(WorkImbalance1D), static_cast(&num_processed_items), kParallelize1DRange, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize1DRange); } static void ComputeNothing1DWithUArch(void*, uint32_t, size_t) { } TEST(Parallelize1DWithUArch, SingleThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_1d_with_uarch(threadpool.get(), ComputeNothing1DWithUArch, nullptr, kDefaultUArchIndex, kMaxUArchIndex, kParallelize1DRange, 0 /* flags */); } TEST(Parallelize1DWithUArch, MultiThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_1d_with_uarch( threadpool.get(), ComputeNothing1DWithUArch, nullptr, kDefaultUArchIndex, kMaxUArchIndex, kParallelize1DRange, 0 /* flags */); } static void CheckUArch1DWithUArch(void*, uint32_t uarch_index, size_t) { if (uarch_index != kDefaultUArchIndex) { EXPECT_LE(uarch_index, kMaxUArchIndex); } } TEST(Parallelize1DWithUArch, SingleThreadPoolUArchInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_1d_with_uarch(threadpool.get(), CheckUArch1DWithUArch, nullptr, kDefaultUArchIndex, kMaxUArchIndex, kParallelize1DRange, 0 /* flags */); } TEST(Parallelize1DWithUArch, MultiThreadPoolUArchInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_1d_with_uarch( threadpool.get(), CheckUArch1DWithUArch, nullptr, kDefaultUArchIndex, kMaxUArchIndex, kParallelize1DRange, 0 /* flags */); } static void CheckBounds1DWithUArch(void*, uint32_t, size_t i) { EXPECT_LT(i, kParallelize1DRange); } TEST(Parallelize1DWithUArch, SingleThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_1d_with_uarch( threadpool.get(), CheckBounds1DWithUArch, nullptr, kDefaultUArchIndex, kMaxUArchIndex, kParallelize1DRange, 0 /* flags */); } TEST(Parallelize1DWithUArch, MultiThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_1d_with_uarch( threadpool.get(), CheckBounds1DWithUArch, nullptr, kDefaultUArchIndex, kMaxUArchIndex, kParallelize1DRange, 0 /* flags */); } static void SetTrue1DWithUArch(std::atomic_bool* processed_indicators, uint32_t, size_t i) { processed_indicators[i].store(true, std::memory_order_relaxed); } TEST(Parallelize1DWithUArch, SingleThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize1DRange); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_1d_with_uarch( threadpool.get(), reinterpret_cast(SetTrue1DWithUArch), static_cast(indicators.data()), kDefaultUArchIndex, kMaxUArchIndex, kParallelize1DRange, 0 /* flags */); for (size_t i = 0; i < kParallelize1DRange; i++) { EXPECT_TRUE(indicators[i].load(std::memory_order_relaxed)) << "Element " << i << " not processed"; } } TEST(Parallelize1DWithUArch, MultiThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize1DRange); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_1d_with_uarch( threadpool.get(), reinterpret_cast(SetTrue1DWithUArch), static_cast(indicators.data()), kDefaultUArchIndex, kMaxUArchIndex, kParallelize1DRange, 0 /* flags */); for (size_t i = 0; i < kParallelize1DRange; i++) { EXPECT_TRUE(indicators[i].load(std::memory_order_relaxed)) << "Element " << i << " not processed"; } } static void Increment1DWithUArch(std::atomic_int* processed_counters, uint32_t, size_t i) { processed_counters[i].fetch_add(1, std::memory_order_relaxed); } TEST(Parallelize1DWithUArch, SingleThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize1DRange); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_1d_with_uarch( threadpool.get(), reinterpret_cast(Increment1DWithUArch), static_cast(counters.data()), kDefaultUArchIndex, kMaxUArchIndex, kParallelize1DRange, 0 /* flags */); for (size_t i = 0; i < kParallelize1DRange; i++) { EXPECT_EQ(counters[i].load(std::memory_order_relaxed), 1) << "Element " << i << " was processed " << counters[i].load(std::memory_order_relaxed) << " times (expected: 1)"; } } TEST(Parallelize1DWithUArch, MultiThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize1DRange); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_1d_with_uarch( threadpool.get(), reinterpret_cast(Increment1DWithUArch), static_cast(counters.data()), kDefaultUArchIndex, kMaxUArchIndex, kParallelize1DRange, 0 /* flags */); for (size_t i = 0; i < kParallelize1DRange; i++) { EXPECT_EQ(counters[i].load(std::memory_order_relaxed), 1) << "Element " << i << " was processed " << counters[i].load(std::memory_order_relaxed) << " times (expected: 1)"; } } TEST(Parallelize1DWithUArch, SingleThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize1DRange); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); for (size_t iteration = 0; iteration < kIncrementIterations; iteration++) { pthreadpool_parallelize_1d_with_uarch( threadpool.get(), reinterpret_cast(Increment1DWithUArch), static_cast(counters.data()), kDefaultUArchIndex, kMaxUArchIndex, kParallelize1DRange, 0 /* flags */); } for (size_t i = 0; i < kParallelize1DRange; i++) { EXPECT_EQ(counters[i].load(std::memory_order_relaxed), kIncrementIterations) << "Element " << i << " was processed " << counters[i].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations << ")"; } } TEST(Parallelize1DWithUArch, MultiThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize1DRange); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } for (size_t iteration = 0; iteration < kIncrementIterations; iteration++) { pthreadpool_parallelize_1d_with_uarch( threadpool.get(), reinterpret_cast(Increment1DWithUArch), static_cast(counters.data()), kDefaultUArchIndex, kMaxUArchIndex, kParallelize1DRange, 0 /* flags */); } for (size_t i = 0; i < kParallelize1DRange; i++) { EXPECT_EQ(counters[i].load(std::memory_order_relaxed), kIncrementIterations) << "Element " << i << " was processed " << counters[i].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations << ")"; } } static void IncrementSame1DWithUArch(std::atomic_int* num_processed_items, uint32_t, size_t i) { num_processed_items->fetch_add(1, std::memory_order_relaxed); } TEST(Parallelize1DWithUArch, MultiThreadPoolHighContention) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_1d_with_uarch( threadpool.get(), reinterpret_cast(IncrementSame1DWithUArch), static_cast(&num_processed_items), kDefaultUArchIndex, kMaxUArchIndex, kParallelize1DRange, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize1DRange); } static void WorkImbalance1DWithUArch(std::atomic_int* num_processed_items, uint32_t, size_t i) { num_processed_items->fetch_add(1, std::memory_order_relaxed); if (i == 0) { /* Spin-wait until all items are computed */ while (num_processed_items->load(std::memory_order_relaxed) != kParallelize1DRange) { std::atomic_thread_fence(std::memory_order_acquire); } } } TEST(Parallelize1DWithUArch, MultiThreadPoolWorkStealing) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_1d_with_uarch( threadpool.get(), reinterpret_cast(WorkImbalance1DWithUArch), static_cast(&num_processed_items), kDefaultUArchIndex, kMaxUArchIndex, kParallelize1DRange, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize1DRange); } static void ComputeNothing1DTile1D(void*, size_t, size_t) { } TEST(Parallelize1DTile1D, SingleThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_1d_tile_1d(threadpool.get(), ComputeNothing1DTile1D, nullptr, kParallelize1DTile1DRange, kParallelize1DTile1DTile, 0 /* flags */); } TEST(Parallelize1DTile1D, MultiThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_1d_tile_1d( threadpool.get(), ComputeNothing1DTile1D, nullptr, kParallelize1DTile1DRange, kParallelize1DTile1DTile, 0 /* flags */); } static void CheckBounds1DTile1D(void*, size_t start_i, size_t tile_i) { EXPECT_LT(start_i, kParallelize1DTile1DRange); EXPECT_LE(start_i + tile_i, kParallelize1DTile1DRange); } TEST(Parallelize1DTile1D, SingleThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_1d_tile_1d( threadpool.get(), CheckBounds1DTile1D, nullptr, kParallelize1DTile1DRange, kParallelize1DTile1DTile, 0 /* flags */); } TEST(Parallelize1DTile1D, MultiThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_1d_tile_1d( threadpool.get(), CheckBounds1DTile1D, nullptr, kParallelize1DTile1DRange, kParallelize1DTile1DTile, 0 /* flags */); } static void CheckTiling1DTile1D(void*, size_t start_i, size_t tile_i) { EXPECT_GT(tile_i, 0); EXPECT_LE(tile_i, kParallelize1DTile1DTile); EXPECT_EQ(start_i % kParallelize1DTile1DTile, 0); EXPECT_EQ(tile_i, std::min(kParallelize1DTile1DTile, kParallelize1DTile1DRange - start_i)); } TEST(Parallelize1DTile1D, SingleThreadPoolUniformTiling) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_1d_tile_1d( threadpool.get(), CheckTiling1DTile1D, nullptr, kParallelize1DTile1DRange, kParallelize1DTile1DTile, 0 /* flags */); } TEST(Parallelize1DTile1D, MultiThreadPoolUniformTiling) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_1d_tile_1d( threadpool.get(), CheckTiling1DTile1D, nullptr, kParallelize1DTile1DRange, kParallelize1DTile1DTile, 0 /* flags */); } static void SetTrue1DTile1D(std::atomic_bool* processed_indicators, size_t start_i, size_t tile_i) { for (size_t i = start_i; i < start_i + tile_i; i++) { processed_indicators[i].store(true, std::memory_order_relaxed); } } TEST(Parallelize1DTile1D, SingleThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize1DTile1DRange); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_1d_tile_1d( threadpool.get(), reinterpret_cast(SetTrue1DTile1D), static_cast(indicators.data()), kParallelize1DTile1DRange, kParallelize1DTile1DTile, 0 /* flags */); for (size_t i = 0; i < kParallelize1DTile1DRange; i++) { EXPECT_TRUE(indicators[i].load(std::memory_order_relaxed)) << "Element " << i << " not processed"; } } TEST(Parallelize1DTile1D, MultiThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize1DTile1DRange); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_1d_tile_1d( threadpool.get(), reinterpret_cast(SetTrue1DTile1D), static_cast(indicators.data()), kParallelize1DTile1DRange, kParallelize1DTile1DTile, 0 /* flags */); for (size_t i = 0; i < kParallelize1DTile1DRange; i++) { EXPECT_TRUE(indicators[i].load(std::memory_order_relaxed)) << "Element " << i << " not processed"; } } static void Increment1DTile1D(std::atomic_int* processed_counters, size_t start_i, size_t tile_i) { for (size_t i = start_i; i < start_i + tile_i; i++) { processed_counters[i].fetch_add(1, std::memory_order_relaxed); } } TEST(Parallelize1DTile1D, SingleThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize1DTile1DRange); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_1d_tile_1d( threadpool.get(), reinterpret_cast(Increment1DTile1D), static_cast(counters.data()), kParallelize1DTile1DRange, kParallelize1DTile1DTile, 0 /* flags */); for (size_t i = 0; i < kParallelize1DTile1DRange; i++) { EXPECT_EQ(counters[i].load(std::memory_order_relaxed), 1) << "Element " << i << " was processed " << counters[i].load(std::memory_order_relaxed) << " times (expected: 1)"; } } TEST(Parallelize1DTile1D, MultiThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize1DTile1DRange); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_1d_tile_1d( threadpool.get(), reinterpret_cast(Increment1DTile1D), static_cast(counters.data()), kParallelize1DTile1DRange, kParallelize1DTile1DTile, 0 /* flags */); for (size_t i = 0; i < kParallelize1DTile1DRange; i++) { EXPECT_EQ(counters[i].load(std::memory_order_relaxed), 1) << "Element " << i << " was processed " << counters[i].load(std::memory_order_relaxed) << " times (expected: 1)"; } } TEST(Parallelize1DTile1D, SingleThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize1DTile1DRange); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); for (size_t iteration = 0; iteration < kIncrementIterations; iteration++) { pthreadpool_parallelize_1d_tile_1d( threadpool.get(), reinterpret_cast(Increment1DTile1D), static_cast(counters.data()), kParallelize1DTile1DRange, kParallelize1DTile1DTile, 0 /* flags */); } for (size_t i = 0; i < kParallelize1DTile1DRange; i++) { EXPECT_EQ(counters[i].load(std::memory_order_relaxed), kIncrementIterations) << "Element " << i << " was processed " << counters[i].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations << ")"; } } TEST(Parallelize1DTile1D, MultiThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize1DTile1DRange); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } for (size_t iteration = 0; iteration < kIncrementIterations; iteration++) { pthreadpool_parallelize_1d_tile_1d( threadpool.get(), reinterpret_cast(Increment1DTile1D), static_cast(counters.data()), kParallelize1DTile1DRange, kParallelize1DTile1DTile, 0 /* flags */); } for (size_t i = 0; i < kParallelize1DTile1DRange; i++) { EXPECT_EQ(counters[i].load(std::memory_order_relaxed), kIncrementIterations) << "Element " << i << " was processed " << counters[i].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations << ")"; } } static void IncrementSame1DTile1D(std::atomic_int* num_processed_items, size_t start_i, size_t tile_i) { for (size_t i = start_i; i < start_i + tile_i; i++) { num_processed_items->fetch_add(1, std::memory_order_relaxed); } } TEST(Parallelize1DTile1D, MultiThreadPoolHighContention) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_1d_tile_1d( threadpool.get(), reinterpret_cast(IncrementSame1DTile1D), static_cast(&num_processed_items), kParallelize1DTile1DRange, kParallelize1DTile1DTile, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize1DTile1DRange); } static void WorkImbalance1DTile1D(std::atomic_int* num_processed_items, size_t start_i, size_t tile_i) { num_processed_items->fetch_add(tile_i, std::memory_order_relaxed); if (start_i == 0) { /* Spin-wait until all items are computed */ while (num_processed_items->load(std::memory_order_relaxed) != kParallelize1DTile1DRange) { std::atomic_thread_fence(std::memory_order_acquire); } } } TEST(Parallelize1DTile1D, MultiThreadPoolWorkStealing) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_1d_tile_1d( threadpool.get(), reinterpret_cast(WorkImbalance1DTile1D), static_cast(&num_processed_items), kParallelize1DTile1DRange, kParallelize1DTile1DTile, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize1DTile1DRange); } static void ComputeNothing2D(void*, size_t, size_t) { } TEST(Parallelize2D, SingleThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_2d(threadpool.get(), ComputeNothing2D, nullptr, kParallelize2DRangeI, kParallelize2DRangeJ, 0 /* flags */); } TEST(Parallelize2D, MultiThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_2d( threadpool.get(), ComputeNothing2D, nullptr, kParallelize2DRangeI, kParallelize2DRangeJ, 0 /* flags */); } static void CheckBounds2D(void*, size_t i, size_t j) { EXPECT_LT(i, kParallelize2DRangeI); EXPECT_LT(j, kParallelize2DRangeJ); } TEST(Parallelize2D, SingleThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_2d( threadpool.get(), CheckBounds2D, nullptr, kParallelize2DRangeI, kParallelize2DRangeJ, 0 /* flags */); } TEST(Parallelize2D, MultiThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_2d( threadpool.get(), CheckBounds2D, nullptr, kParallelize2DRangeI, kParallelize2DRangeJ, 0 /* flags */); } static void SetTrue2D(std::atomic_bool* processed_indicators, size_t i, size_t j) { const size_t linear_idx = i * kParallelize2DRangeJ + j; processed_indicators[linear_idx].store(true, std::memory_order_relaxed); } TEST(Parallelize2D, SingleThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize2DRangeI * kParallelize2DRangeJ); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_2d( threadpool.get(), reinterpret_cast(SetTrue2D), static_cast(indicators.data()), kParallelize2DRangeI, kParallelize2DRangeJ, 0 /* flags */); for (size_t i = 0; i < kParallelize2DRangeI; i++) { for (size_t j = 0; j < kParallelize2DRangeJ; j++) { const size_t linear_idx = i * kParallelize2DRangeJ + j; EXPECT_TRUE(indicators[linear_idx].load(std::memory_order_relaxed)) << "Element (" << i << ", " << j << ") not processed"; } } } TEST(Parallelize2D, MultiThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize2DRangeI * kParallelize2DRangeJ); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_2d( threadpool.get(), reinterpret_cast(SetTrue2D), static_cast(indicators.data()), kParallelize2DRangeI, kParallelize2DRangeJ, 0 /* flags */); for (size_t i = 0; i < kParallelize2DRangeI; i++) { for (size_t j = 0; j < kParallelize2DRangeJ; j++) { const size_t linear_idx = i * kParallelize2DRangeJ + j; EXPECT_TRUE(indicators[linear_idx].load(std::memory_order_relaxed)) << "Element (" << i << ", " << j << ") not processed"; } } } static void Increment2D(std::atomic_int* processed_counters, size_t i, size_t j) { const size_t linear_idx = i * kParallelize2DRangeJ + j; processed_counters[linear_idx].fetch_add(1, std::memory_order_relaxed); } TEST(Parallelize2D, SingleThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize2DRangeI * kParallelize2DRangeJ); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_2d( threadpool.get(), reinterpret_cast(Increment2D), static_cast(counters.data()), kParallelize2DRangeI, kParallelize2DRangeJ, 0 /* flags */); for (size_t i = 0; i < kParallelize2DRangeI; i++) { for (size_t j = 0; j < kParallelize2DRangeJ; j++) { const size_t linear_idx = i * kParallelize2DRangeJ + j; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), 1) << "Element (" << i << ", " << j << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times (expected: 1)"; } } } TEST(Parallelize2D, MultiThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize2DRangeI * kParallelize2DRangeJ); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_2d( threadpool.get(), reinterpret_cast(Increment2D), static_cast(counters.data()), kParallelize2DRangeI, kParallelize2DRangeJ, 0 /* flags */); for (size_t i = 0; i < kParallelize2DRangeI; i++) { for (size_t j = 0; j < kParallelize2DRangeJ; j++) { const size_t linear_idx = i * kParallelize2DRangeJ + j; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), 1) << "Element (" << i << ", " << j << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times (expected: 1)"; } } } TEST(Parallelize2D, SingleThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize2DRangeI * kParallelize2DRangeJ); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); for (size_t iteration = 0; iteration < kIncrementIterations; iteration++) { pthreadpool_parallelize_2d( threadpool.get(), reinterpret_cast(Increment2D), static_cast(counters.data()), kParallelize2DRangeI, kParallelize2DRangeJ, 0 /* flags */); } for (size_t i = 0; i < kParallelize2DRangeI; i++) { for (size_t j = 0; j < kParallelize2DRangeJ; j++) { const size_t linear_idx = i * kParallelize2DRangeJ + j; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), kIncrementIterations) << "Element (" << i << ", " << j << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations << ")"; } } } TEST(Parallelize2D, MultiThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize2DRangeI * kParallelize2DRangeJ); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } for (size_t iteration = 0; iteration < kIncrementIterations; iteration++) { pthreadpool_parallelize_2d( threadpool.get(), reinterpret_cast(Increment2D), static_cast(counters.data()), kParallelize2DRangeI, kParallelize2DRangeJ, 0 /* flags */); } for (size_t i = 0; i < kParallelize2DRangeI; i++) { for (size_t j = 0; j < kParallelize2DRangeJ; j++) { const size_t linear_idx = i * kParallelize2DRangeJ + j; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), kIncrementIterations) << "Element (" << i << ", " << j << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations << ")"; } } } static void IncrementSame2D(std::atomic_int* num_processed_items, size_t i, size_t j) { num_processed_items->fetch_add(1, std::memory_order_relaxed); } TEST(Parallelize2D, MultiThreadPoolHighContention) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_2d( threadpool.get(), reinterpret_cast(IncrementSame2D), static_cast(&num_processed_items), kParallelize2DRangeI, kParallelize2DRangeJ, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize2DRangeI * kParallelize2DRangeJ); } static void WorkImbalance2D(std::atomic_int* num_processed_items, size_t i, size_t j) { num_processed_items->fetch_add(1, std::memory_order_relaxed); if (i == 0 && j == 0) { /* Spin-wait until all items are computed */ while (num_processed_items->load(std::memory_order_relaxed) != kParallelize2DRangeI * kParallelize2DRangeJ) { std::atomic_thread_fence(std::memory_order_acquire); } } } TEST(Parallelize2D, MultiThreadPoolWorkStealing) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_2d( threadpool.get(), reinterpret_cast(WorkImbalance2D), static_cast(&num_processed_items), kParallelize2DRangeI, kParallelize2DRangeJ, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize2DRangeI * kParallelize2DRangeJ); } static void ComputeNothing2DTile1D(void*, size_t, size_t, size_t) { } TEST(Parallelize2DTile1D, SingleThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_2d_tile_1d(threadpool.get(), ComputeNothing2DTile1D, nullptr, kParallelize2DTile1DRangeI, kParallelize2DTile1DRangeJ, kParallelize2DTile1DTileJ, 0 /* flags */); } TEST(Parallelize2DTile1D, MultiThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_2d_tile_1d( threadpool.get(), ComputeNothing2DTile1D, nullptr, kParallelize2DTile1DRangeI, kParallelize2DTile1DRangeJ, kParallelize2DTile1DTileJ, 0 /* flags */); } static void CheckBounds2DTile1D(void*, size_t i, size_t start_j, size_t tile_j) { EXPECT_LT(i, kParallelize2DTile1DRangeI); EXPECT_LT(start_j, kParallelize2DTile1DRangeJ); EXPECT_LE(start_j + tile_j, kParallelize2DTile1DRangeJ); } TEST(Parallelize2DTile1D, SingleThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_2d_tile_1d( threadpool.get(), CheckBounds2DTile1D, nullptr, kParallelize2DTile1DRangeI, kParallelize2DTile1DRangeJ, kParallelize2DTile1DTileJ, 0 /* flags */); } TEST(Parallelize2DTile1D, MultiThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_2d_tile_1d( threadpool.get(), CheckBounds2DTile1D, nullptr, kParallelize2DTile1DRangeI, kParallelize2DTile1DRangeJ, kParallelize2DTile1DTileJ, 0 /* flags */); } static void CheckTiling2DTile1D(void*, size_t i, size_t start_j, size_t tile_j) { EXPECT_GT(tile_j, 0); EXPECT_LE(tile_j, kParallelize2DTile1DTileJ); EXPECT_EQ(start_j % kParallelize2DTile1DTileJ, 0); EXPECT_EQ(tile_j, std::min(kParallelize2DTile1DTileJ, kParallelize2DTile1DRangeJ - start_j)); } TEST(Parallelize2DTile1D, SingleThreadPoolUniformTiling) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_2d_tile_1d( threadpool.get(), CheckTiling2DTile1D, nullptr, kParallelize2DTile1DRangeI, kParallelize2DTile1DRangeJ, kParallelize2DTile1DTileJ, 0 /* flags */); } TEST(Parallelize2DTile1D, MultiThreadPoolUniformTiling) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_2d_tile_1d( threadpool.get(), CheckTiling2DTile1D, nullptr, kParallelize2DTile1DRangeI, kParallelize2DTile1DRangeJ, kParallelize2DTile1DTileJ, 0 /* flags */); } static void SetTrue2DTile1D(std::atomic_bool* processed_indicators, size_t i, size_t start_j, size_t tile_j) { for (size_t j = start_j; j < start_j + tile_j; j++) { const size_t linear_idx = i * kParallelize2DTile1DRangeJ + j; processed_indicators[linear_idx].store(true, std::memory_order_relaxed); } } TEST(Parallelize2DTile1D, SingleThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize2DTile1DRangeI * kParallelize2DTile1DRangeJ); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_2d_tile_1d( threadpool.get(), reinterpret_cast(SetTrue2DTile1D), static_cast(indicators.data()), kParallelize2DTile1DRangeI, kParallelize2DTile1DRangeJ, kParallelize2DTile1DTileJ, 0 /* flags */); for (size_t i = 0; i < kParallelize2DTile1DRangeI; i++) { for (size_t j = 0; j < kParallelize2DTile1DRangeJ; j++) { const size_t linear_idx = i * kParallelize2DTile1DRangeJ + j; EXPECT_TRUE(indicators[linear_idx].load(std::memory_order_relaxed)) << "Element (" << i << ", " << j << ") not processed"; } } } TEST(Parallelize2DTile1D, MultiThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize2DTile1DRangeI * kParallelize2DTile1DRangeJ); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_2d_tile_1d( threadpool.get(), reinterpret_cast(SetTrue2DTile1D), static_cast(indicators.data()), kParallelize2DTile1DRangeI, kParallelize2DTile1DRangeJ, kParallelize2DTile1DTileJ, 0 /* flags */); for (size_t i = 0; i < kParallelize2DTile1DRangeI; i++) { for (size_t j = 0; j < kParallelize2DTile1DRangeJ; j++) { const size_t linear_idx = i * kParallelize2DTile1DRangeJ + j; EXPECT_TRUE(indicators[linear_idx].load(std::memory_order_relaxed)) << "Element (" << i << ", " << j << ") not processed"; } } } static void Increment2DTile1D(std::atomic_int* processed_counters, size_t i, size_t start_j, size_t tile_j) { for (size_t j = start_j; j < start_j + tile_j; j++) { const size_t linear_idx = i * kParallelize2DTile1DRangeJ + j; processed_counters[linear_idx].fetch_add(1, std::memory_order_relaxed); } } TEST(Parallelize2DTile1D, SingleThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize2DTile1DRangeI * kParallelize2DTile1DRangeJ); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_2d_tile_1d( threadpool.get(), reinterpret_cast(Increment2DTile1D), static_cast(counters.data()), kParallelize2DTile1DRangeI, kParallelize2DTile1DRangeJ, kParallelize2DTile1DTileJ, 0 /* flags */); for (size_t i = 0; i < kParallelize2DTile1DRangeI; i++) { for (size_t j = 0; j < kParallelize2DTile1DRangeJ; j++) { const size_t linear_idx = i * kParallelize2DTile1DRangeJ + j; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), 1) << "Element (" << i << ", " << j << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times (expected: 1)"; } } } TEST(Parallelize2DTile1D, MultiThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize2DTile1DRangeI * kParallelize2DTile1DRangeJ); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_2d_tile_1d( threadpool.get(), reinterpret_cast(Increment2DTile1D), static_cast(counters.data()), kParallelize2DTile1DRangeI, kParallelize2DTile1DRangeJ, kParallelize2DTile1DTileJ, 0 /* flags */); for (size_t i = 0; i < kParallelize2DTile1DRangeI; i++) { for (size_t j = 0; j < kParallelize2DTile1DRangeJ; j++) { const size_t linear_idx = i * kParallelize2DTile1DRangeJ + j; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), 1) << "Element (" << i << ", " << j << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times (expected: 1)"; } } } TEST(Parallelize2DTile1D, SingleThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize2DTile1DRangeI * kParallelize2DTile1DRangeJ); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); for (size_t iteration = 0; iteration < kIncrementIterations; iteration++) { pthreadpool_parallelize_2d_tile_1d( threadpool.get(), reinterpret_cast(Increment2DTile1D), static_cast(counters.data()), kParallelize2DTile1DRangeI, kParallelize2DTile1DRangeJ, kParallelize2DTile1DTileJ, 0 /* flags */); } for (size_t i = 0; i < kParallelize2DTile1DRangeI; i++) { for (size_t j = 0; j < kParallelize2DTile1DRangeJ; j++) { const size_t linear_idx = i * kParallelize2DTile1DRangeJ + j; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), kIncrementIterations) << "Element (" << i << ", " << j << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations << ")"; } } } TEST(Parallelize2DTile1D, MultiThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize2DTile1DRangeI * kParallelize2DTile1DRangeJ); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } for (size_t iteration = 0; iteration < kIncrementIterations; iteration++) { pthreadpool_parallelize_2d_tile_1d( threadpool.get(), reinterpret_cast(Increment2DTile1D), static_cast(counters.data()), kParallelize2DTile1DRangeI, kParallelize2DTile1DRangeJ, kParallelize2DTile1DTileJ, 0 /* flags */); } for (size_t i = 0; i < kParallelize2DTile1DRangeI; i++) { for (size_t j = 0; j < kParallelize2DTile1DRangeJ; j++) { const size_t linear_idx = i * kParallelize2DTile1DRangeJ + j; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), kIncrementIterations) << "Element (" << i << ", " << j << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations << ")"; } } } static void IncrementSame2DTile1D(std::atomic_int* num_processed_items, size_t i, size_t start_j, size_t tile_j) { for (size_t j = start_j; j < start_j + tile_j; j++) { num_processed_items->fetch_add(1, std::memory_order_relaxed); } } TEST(Parallelize2DTile1D, MultiThreadPoolHighContention) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_2d_tile_1d( threadpool.get(), reinterpret_cast(IncrementSame2DTile1D), static_cast(&num_processed_items), kParallelize2DTile1DRangeI, kParallelize2DTile1DRangeJ, kParallelize2DTile1DTileJ, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize2DTile1DRangeI * kParallelize2DTile1DRangeJ); } static void WorkImbalance2DTile1D(std::atomic_int* num_processed_items, size_t i, size_t start_j, size_t tile_j) { num_processed_items->fetch_add(tile_j, std::memory_order_relaxed); if (i == 0 && start_j == 0) { /* Spin-wait until all items are computed */ while (num_processed_items->load(std::memory_order_relaxed) != kParallelize2DTile1DRangeI * kParallelize2DTile1DRangeJ) { std::atomic_thread_fence(std::memory_order_acquire); } } } TEST(Parallelize2DTile1D, MultiThreadPoolWorkStealing) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_2d_tile_1d( threadpool.get(), reinterpret_cast(WorkImbalance2DTile1D), static_cast(&num_processed_items), kParallelize2DTile1DRangeI, kParallelize2DTile1DRangeJ, kParallelize2DTile1DTileJ, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize2DTile1DRangeI * kParallelize2DTile1DRangeJ); } static void ComputeNothing2DTile2D(void*, size_t, size_t, size_t, size_t) { } TEST(Parallelize2DTile2D, SingleThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_2d_tile_2d(threadpool.get(), ComputeNothing2DTile2D, nullptr, kParallelize2DTile2DRangeI, kParallelize2DTile2DRangeJ, kParallelize2DTile2DTileI, kParallelize2DTile2DTileJ, 0 /* flags */); } TEST(Parallelize2DTile2D, MultiThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_2d_tile_2d( threadpool.get(), ComputeNothing2DTile2D, nullptr, kParallelize2DTile2DRangeI, kParallelize2DTile2DRangeJ, kParallelize2DTile2DTileI, kParallelize2DTile2DTileJ, 0 /* flags */); } static void CheckBounds2DTile2D(void*, size_t start_i, size_t start_j, size_t tile_i, size_t tile_j) { EXPECT_LT(start_i, kParallelize2DTile2DRangeI); EXPECT_LT(start_j, kParallelize2DTile2DRangeJ); EXPECT_LE(start_i + tile_i, kParallelize2DTile2DRangeI); EXPECT_LE(start_j + tile_j, kParallelize2DTile2DRangeJ); } TEST(Parallelize2DTile2D, SingleThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_2d_tile_2d( threadpool.get(), CheckBounds2DTile2D, nullptr, kParallelize2DTile2DRangeI, kParallelize2DTile2DRangeJ, kParallelize2DTile2DTileI, kParallelize2DTile2DTileJ, 0 /* flags */); } TEST(Parallelize2DTile2D, MultiThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_2d_tile_2d( threadpool.get(), CheckBounds2DTile2D, nullptr, kParallelize2DTile2DRangeI, kParallelize2DTile2DRangeJ, kParallelize2DTile2DTileI, kParallelize2DTile2DTileJ, 0 /* flags */); } static void CheckTiling2DTile2D(void*, size_t start_i, size_t start_j, size_t tile_i, size_t tile_j) { EXPECT_GT(tile_i, 0); EXPECT_LE(tile_i, kParallelize2DTile2DTileI); EXPECT_EQ(start_i % kParallelize2DTile2DTileI, 0); EXPECT_EQ(tile_i, std::min(kParallelize2DTile2DTileI, kParallelize2DTile2DRangeI - start_i)); EXPECT_GT(tile_j, 0); EXPECT_LE(tile_j, kParallelize2DTile2DTileJ); EXPECT_EQ(start_j % kParallelize2DTile2DTileJ, 0); EXPECT_EQ(tile_j, std::min(kParallelize2DTile2DTileJ, kParallelize2DTile2DRangeJ - start_j)); } TEST(Parallelize2DTile2D, SingleThreadPoolUniformTiling) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_2d_tile_2d( threadpool.get(), CheckTiling2DTile2D, nullptr, kParallelize2DTile2DRangeI, kParallelize2DTile2DRangeJ, kParallelize2DTile2DTileI, kParallelize2DTile2DTileJ, 0 /* flags */); } TEST(Parallelize2DTile2D, MultiThreadPoolUniformTiling) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_2d_tile_2d( threadpool.get(), CheckTiling2DTile2D, nullptr, kParallelize2DTile2DRangeI, kParallelize2DTile2DRangeJ, kParallelize2DTile2DTileI, kParallelize2DTile2DTileJ, 0 /* flags */); } static void SetTrue2DTile2D(std::atomic_bool* processed_indicators, size_t start_i, size_t start_j, size_t tile_i, size_t tile_j) { for (size_t i = start_i; i < start_i + tile_i; i++) { for (size_t j = start_j; j < start_j + tile_j; j++) { const size_t linear_idx = i * kParallelize2DTile2DRangeJ + j; processed_indicators[linear_idx].store(true, std::memory_order_relaxed); } } } TEST(Parallelize2DTile2D, SingleThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize2DTile2DRangeI * kParallelize2DTile2DRangeJ); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_2d_tile_2d( threadpool.get(), reinterpret_cast(SetTrue2DTile2D), static_cast(indicators.data()), kParallelize2DTile2DRangeI, kParallelize2DTile2DRangeJ, kParallelize2DTile2DTileI, kParallelize2DTile2DTileJ, 0 /* flags */); for (size_t i = 0; i < kParallelize2DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize2DTile2DRangeJ; j++) { const size_t linear_idx = i * kParallelize2DTile2DRangeJ + j; EXPECT_TRUE(indicators[linear_idx].load(std::memory_order_relaxed)) << "Element (" << i << ", " << j << ") not processed"; } } } TEST(Parallelize2DTile2D, MultiThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize2DTile2DRangeI * kParallelize2DTile2DRangeJ); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_2d_tile_2d( threadpool.get(), reinterpret_cast(SetTrue2DTile2D), static_cast(indicators.data()), kParallelize2DTile2DRangeI, kParallelize2DTile2DRangeJ, kParallelize2DTile2DTileI, kParallelize2DTile2DTileJ, 0 /* flags */); for (size_t i = 0; i < kParallelize2DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize2DTile2DRangeJ; j++) { const size_t linear_idx = i * kParallelize2DTile2DRangeJ + j; EXPECT_TRUE(indicators[linear_idx].load(std::memory_order_relaxed)) << "Element (" << i << ", " << j << ") not processed"; } } } static void Increment2DTile2D(std::atomic_int* processed_counters, size_t start_i, size_t start_j, size_t tile_i, size_t tile_j) { for (size_t i = start_i; i < start_i + tile_i; i++) { for (size_t j = start_j; j < start_j + tile_j; j++) { const size_t linear_idx = i * kParallelize2DTile2DRangeJ + j; processed_counters[linear_idx].fetch_add(1, std::memory_order_relaxed); } } } TEST(Parallelize2DTile2D, SingleThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize2DTile2DRangeI * kParallelize2DTile2DRangeJ); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_2d_tile_2d( threadpool.get(), reinterpret_cast(Increment2DTile2D), static_cast(counters.data()), kParallelize2DTile2DRangeI, kParallelize2DTile2DRangeJ, kParallelize2DTile2DTileI, kParallelize2DTile2DTileJ, 0 /* flags */); for (size_t i = 0; i < kParallelize2DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize2DTile2DRangeJ; j++) { const size_t linear_idx = i * kParallelize2DTile2DRangeJ + j; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), 1) << "Element (" << i << ", " << j << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times (expected: 1)"; } } } TEST(Parallelize2DTile2D, MultiThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize2DTile2DRangeI * kParallelize2DTile2DRangeJ); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_2d_tile_2d( threadpool.get(), reinterpret_cast(Increment2DTile2D), static_cast(counters.data()), kParallelize2DTile2DRangeI, kParallelize2DTile2DRangeJ, kParallelize2DTile2DTileI, kParallelize2DTile2DTileJ, 0 /* flags */); for (size_t i = 0; i < kParallelize2DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize2DTile2DRangeJ; j++) { const size_t linear_idx = i * kParallelize2DTile2DRangeJ + j; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), 1) << "Element (" << i << ", " << j << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times (expected: 1)"; } } } TEST(Parallelize2DTile2D, SingleThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize2DTile2DRangeI * kParallelize2DTile2DRangeJ); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); for (size_t iteration = 0; iteration < kIncrementIterations; iteration++) { pthreadpool_parallelize_2d_tile_2d( threadpool.get(), reinterpret_cast(Increment2DTile2D), static_cast(counters.data()), kParallelize2DTile2DRangeI, kParallelize2DTile2DRangeJ, kParallelize2DTile2DTileI, kParallelize2DTile2DTileJ, 0 /* flags */); } for (size_t i = 0; i < kParallelize2DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize2DTile2DRangeJ; j++) { const size_t linear_idx = i * kParallelize2DTile2DRangeJ + j; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), kIncrementIterations) << "Element (" << i << ", " << j << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations << ")"; } } } TEST(Parallelize2DTile2D, MultiThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize2DTile2DRangeI * kParallelize2DTile2DRangeJ); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } for (size_t iteration = 0; iteration < kIncrementIterations; iteration++) { pthreadpool_parallelize_2d_tile_2d( threadpool.get(), reinterpret_cast(Increment2DTile2D), static_cast(counters.data()), kParallelize2DTile2DRangeI, kParallelize2DTile2DRangeJ, kParallelize2DTile2DTileI, kParallelize2DTile2DTileJ, 0 /* flags */); } for (size_t i = 0; i < kParallelize2DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize2DTile2DRangeJ; j++) { const size_t linear_idx = i * kParallelize2DTile2DRangeJ + j; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), kIncrementIterations) << "Element (" << i << ", " << j << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations << ")"; } } } static void IncrementSame2DTile2D(std::atomic_int* num_processed_items, size_t start_i, size_t start_j, size_t tile_i, size_t tile_j) { for (size_t i = start_i; i < start_i + tile_i; i++) { for (size_t j = start_j; j < start_j + tile_j; j++) { num_processed_items->fetch_add(1, std::memory_order_relaxed); } } } TEST(Parallelize2DTile2D, MultiThreadPoolHighContention) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_2d_tile_2d( threadpool.get(), reinterpret_cast(IncrementSame2DTile2D), static_cast(&num_processed_items), kParallelize2DTile2DRangeI, kParallelize2DTile2DRangeJ, kParallelize2DTile2DTileI, kParallelize2DTile2DTileJ, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize2DTile2DRangeI * kParallelize2DTile2DRangeJ); } static void WorkImbalance2DTile2D(std::atomic_int* num_processed_items, size_t start_i, size_t start_j, size_t tile_i, size_t tile_j) { num_processed_items->fetch_add(tile_i * tile_j, std::memory_order_relaxed); if (start_i == 0 && start_j == 0) { /* Spin-wait until all items are computed */ while (num_processed_items->load(std::memory_order_relaxed) != kParallelize2DTile2DRangeI * kParallelize2DTile2DRangeJ) { std::atomic_thread_fence(std::memory_order_acquire); } } } TEST(Parallelize2DTile2D, MultiThreadPoolWorkStealing) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_2d_tile_2d( threadpool.get(), reinterpret_cast(WorkImbalance2DTile2D), static_cast(&num_processed_items), kParallelize2DTile2DRangeI, kParallelize2DTile2DRangeJ, kParallelize2DTile2DTileI, kParallelize2DTile2DTileJ, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize2DTile2DRangeI * kParallelize2DTile2DRangeJ); } static void ComputeNothing2DTile2DWithUArch(void*, uint32_t, size_t, size_t, size_t, size_t) { } TEST(Parallelize2DTile2DWithUArch, SingleThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_2d_tile_2d_with_uarch(threadpool.get(), ComputeNothing2DTile2DWithUArch, nullptr, kDefaultUArchIndex, kMaxUArchIndex, kParallelize2DTile2DRangeI, kParallelize2DTile2DRangeJ, kParallelize2DTile2DTileI, kParallelize2DTile2DTileJ, 0 /* flags */); } TEST(Parallelize2DTile2DWithUArch, MultiThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_2d_tile_2d_with_uarch( threadpool.get(), ComputeNothing2DTile2DWithUArch, nullptr, kDefaultUArchIndex, kMaxUArchIndex, kParallelize2DTile2DRangeI, kParallelize2DTile2DRangeJ, kParallelize2DTile2DTileI, kParallelize2DTile2DTileJ, 0 /* flags */); } static void CheckUArch2DTile2DWithUArch(void*, uint32_t uarch_index, size_t, size_t, size_t, size_t) { if (uarch_index != kDefaultUArchIndex) { EXPECT_LE(uarch_index, kMaxUArchIndex); } } TEST(Parallelize2DTile2DWithUArch, SingleThreadPoolUArchInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_2d_tile_2d_with_uarch( threadpool.get(), CheckUArch2DTile2DWithUArch, nullptr, kDefaultUArchIndex, kMaxUArchIndex, kParallelize2DTile2DRangeI, kParallelize2DTile2DRangeJ, kParallelize2DTile2DTileI, kParallelize2DTile2DTileJ, 0 /* flags */); } TEST(Parallelize2DTile2DWithUArch, MultiThreadPoolUArchInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_2d_tile_2d_with_uarch( threadpool.get(), CheckUArch2DTile2DWithUArch, nullptr, kDefaultUArchIndex, kMaxUArchIndex, kParallelize2DTile2DRangeI, kParallelize2DTile2DRangeJ, kParallelize2DTile2DTileI, kParallelize2DTile2DTileJ, 0 /* flags */); } static void CheckBounds2DTile2DWithUArch(void*, uint32_t, size_t start_i, size_t start_j, size_t tile_i, size_t tile_j) { EXPECT_LT(start_i, kParallelize2DTile2DRangeI); EXPECT_LT(start_j, kParallelize2DTile2DRangeJ); EXPECT_LE(start_i + tile_i, kParallelize2DTile2DRangeI); EXPECT_LE(start_j + tile_j, kParallelize2DTile2DRangeJ); } TEST(Parallelize2DTile2DWithUArch, SingleThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_2d_tile_2d_with_uarch( threadpool.get(), CheckBounds2DTile2DWithUArch, nullptr, kDefaultUArchIndex, kMaxUArchIndex, kParallelize2DTile2DRangeI, kParallelize2DTile2DRangeJ, kParallelize2DTile2DTileI, kParallelize2DTile2DTileJ, 0 /* flags */); } TEST(Parallelize2DTile2DWithUArch, MultiThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_2d_tile_2d_with_uarch( threadpool.get(), CheckBounds2DTile2DWithUArch, nullptr, kDefaultUArchIndex, kMaxUArchIndex, kParallelize2DTile2DRangeI, kParallelize2DTile2DRangeJ, kParallelize2DTile2DTileI, kParallelize2DTile2DTileJ, 0 /* flags */); } static void CheckTiling2DTile2DWithUArch(void*, uint32_t, size_t start_i, size_t start_j, size_t tile_i, size_t tile_j) { EXPECT_GT(tile_i, 0); EXPECT_LE(tile_i, kParallelize2DTile2DTileI); EXPECT_EQ(start_i % kParallelize2DTile2DTileI, 0); EXPECT_EQ(tile_i, std::min(kParallelize2DTile2DTileI, kParallelize2DTile2DRangeI - start_i)); EXPECT_GT(tile_j, 0); EXPECT_LE(tile_j, kParallelize2DTile2DTileJ); EXPECT_EQ(start_j % kParallelize2DTile2DTileJ, 0); EXPECT_EQ(tile_j, std::min(kParallelize2DTile2DTileJ, kParallelize2DTile2DRangeJ - start_j)); } TEST(Parallelize2DTile2DWithUArch, SingleThreadPoolUniformTiling) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_2d_tile_2d_with_uarch( threadpool.get(), CheckTiling2DTile2DWithUArch, nullptr, kDefaultUArchIndex, kMaxUArchIndex, kParallelize2DTile2DRangeI, kParallelize2DTile2DRangeJ, kParallelize2DTile2DTileI, kParallelize2DTile2DTileJ, 0 /* flags */); } TEST(Parallelize2DTile2DWithUArch, MultiThreadPoolUniformTiling) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_2d_tile_2d_with_uarch( threadpool.get(), CheckTiling2DTile2DWithUArch, nullptr, kDefaultUArchIndex, kMaxUArchIndex, kParallelize2DTile2DRangeI, kParallelize2DTile2DRangeJ, kParallelize2DTile2DTileI, kParallelize2DTile2DTileJ, 0 /* flags */); } static void SetTrue2DTile2DWithUArch(std::atomic_bool* processed_indicators, uint32_t, size_t start_i, size_t start_j, size_t tile_i, size_t tile_j) { for (size_t i = start_i; i < start_i + tile_i; i++) { for (size_t j = start_j; j < start_j + tile_j; j++) { const size_t linear_idx = i * kParallelize2DTile2DRangeJ + j; processed_indicators[linear_idx].store(true, std::memory_order_relaxed); } } } TEST(Parallelize2DTile2DWithUArch, SingleThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize2DTile2DRangeI * kParallelize2DTile2DRangeJ); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_2d_tile_2d_with_uarch( threadpool.get(), reinterpret_cast(SetTrue2DTile2DWithUArch), static_cast(indicators.data()), kDefaultUArchIndex, kMaxUArchIndex, kParallelize2DTile2DRangeI, kParallelize2DTile2DRangeJ, kParallelize2DTile2DTileI, kParallelize2DTile2DTileJ, 0 /* flags */); for (size_t i = 0; i < kParallelize2DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize2DTile2DRangeJ; j++) { const size_t linear_idx = i * kParallelize2DTile2DRangeJ + j; EXPECT_TRUE(indicators[linear_idx].load(std::memory_order_relaxed)) << "Element (" << i << ", " << j << ") not processed"; } } } TEST(Parallelize2DTile2DWithUArch, MultiThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize2DTile2DRangeI * kParallelize2DTile2DRangeJ); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_2d_tile_2d_with_uarch( threadpool.get(), reinterpret_cast(SetTrue2DTile2DWithUArch), static_cast(indicators.data()), kDefaultUArchIndex, kMaxUArchIndex, kParallelize2DTile2DRangeI, kParallelize2DTile2DRangeJ, kParallelize2DTile2DTileI, kParallelize2DTile2DTileJ, 0 /* flags */); for (size_t i = 0; i < kParallelize2DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize2DTile2DRangeJ; j++) { const size_t linear_idx = i * kParallelize2DTile2DRangeJ + j; EXPECT_TRUE(indicators[linear_idx].load(std::memory_order_relaxed)) << "Element (" << i << ", " << j << ") not processed"; } } } static void Increment2DTile2DWithUArch(std::atomic_int* processed_counters, uint32_t, size_t start_i, size_t start_j, size_t tile_i, size_t tile_j) { for (size_t i = start_i; i < start_i + tile_i; i++) { for (size_t j = start_j; j < start_j + tile_j; j++) { const size_t linear_idx = i * kParallelize2DTile2DRangeJ + j; processed_counters[linear_idx].fetch_add(1, std::memory_order_relaxed); } } } TEST(Parallelize2DTile2DWithUArch, SingleThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize2DTile2DRangeI * kParallelize2DTile2DRangeJ); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_2d_tile_2d_with_uarch( threadpool.get(), reinterpret_cast(Increment2DTile2DWithUArch), static_cast(counters.data()), kDefaultUArchIndex, kMaxUArchIndex, kParallelize2DTile2DRangeI, kParallelize2DTile2DRangeJ, kParallelize2DTile2DTileI, kParallelize2DTile2DTileJ, 0 /* flags */); for (size_t i = 0; i < kParallelize2DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize2DTile2DRangeJ; j++) { const size_t linear_idx = i * kParallelize2DTile2DRangeJ + j; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), 1) << "Element (" << i << ", " << j << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times (expected: 1)"; } } } TEST(Parallelize2DTile2DWithUArch, MultiThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize2DTile2DRangeI * kParallelize2DTile2DRangeJ); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_2d_tile_2d_with_uarch( threadpool.get(), reinterpret_cast(Increment2DTile2DWithUArch), static_cast(counters.data()), kDefaultUArchIndex, kMaxUArchIndex, kParallelize2DTile2DRangeI, kParallelize2DTile2DRangeJ, kParallelize2DTile2DTileI, kParallelize2DTile2DTileJ, 0 /* flags */); for (size_t i = 0; i < kParallelize2DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize2DTile2DRangeJ; j++) { const size_t linear_idx = i * kParallelize2DTile2DRangeJ + j; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), 1) << "Element (" << i << ", " << j << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times (expected: 1)"; } } } TEST(Parallelize2DTile2DWithUArch, SingleThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize2DTile2DRangeI * kParallelize2DTile2DRangeJ); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); for (size_t iteration = 0; iteration < kIncrementIterations; iteration++) { pthreadpool_parallelize_2d_tile_2d_with_uarch( threadpool.get(), reinterpret_cast(Increment2DTile2DWithUArch), static_cast(counters.data()), kDefaultUArchIndex, kMaxUArchIndex, kParallelize2DTile2DRangeI, kParallelize2DTile2DRangeJ, kParallelize2DTile2DTileI, kParallelize2DTile2DTileJ, 0 /* flags */); } for (size_t i = 0; i < kParallelize2DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize2DTile2DRangeJ; j++) { const size_t linear_idx = i * kParallelize2DTile2DRangeJ + j; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), kIncrementIterations) << "Element (" << i << ", " << j << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations << ")"; } } } TEST(Parallelize2DTile2DWithUArch, MultiThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize2DTile2DRangeI * kParallelize2DTile2DRangeJ); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } for (size_t iteration = 0; iteration < kIncrementIterations; iteration++) { pthreadpool_parallelize_2d_tile_2d_with_uarch( threadpool.get(), reinterpret_cast(Increment2DTile2DWithUArch), static_cast(counters.data()), kDefaultUArchIndex, kMaxUArchIndex, kParallelize2DTile2DRangeI, kParallelize2DTile2DRangeJ, kParallelize2DTile2DTileI, kParallelize2DTile2DTileJ, 0 /* flags */); } for (size_t i = 0; i < kParallelize2DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize2DTile2DRangeJ; j++) { const size_t linear_idx = i * kParallelize2DTile2DRangeJ + j; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), kIncrementIterations) << "Element (" << i << ", " << j << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations << ")"; } } } static void IncrementSame2DTile2DWithUArch(std::atomic_int* num_processed_items, uint32_t, size_t start_i, size_t start_j, size_t tile_i, size_t tile_j) { for (size_t i = start_i; i < start_i + tile_i; i++) { for (size_t j = start_j; j < start_j + tile_j; j++) { num_processed_items->fetch_add(1, std::memory_order_relaxed); } } } TEST(Parallelize2DTile2DWithUArch, MultiThreadPoolHighContention) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_2d_tile_2d_with_uarch( threadpool.get(), reinterpret_cast(IncrementSame2DTile2DWithUArch), static_cast(&num_processed_items), kDefaultUArchIndex, kMaxUArchIndex, kParallelize2DTile2DRangeI, kParallelize2DTile2DRangeJ, kParallelize2DTile2DTileI, kParallelize2DTile2DTileJ, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize2DTile2DRangeI * kParallelize2DTile2DRangeJ); } static void WorkImbalance2DTile2DWithUArch(std::atomic_int* num_processed_items, uint32_t, size_t start_i, size_t start_j, size_t tile_i, size_t tile_j) { num_processed_items->fetch_add(tile_i * tile_j, std::memory_order_relaxed); if (start_i == 0 && start_j == 0) { /* Spin-wait until all items are computed */ while (num_processed_items->load(std::memory_order_relaxed) != kParallelize2DTile2DRangeI * kParallelize2DTile2DRangeJ) { std::atomic_thread_fence(std::memory_order_acquire); } } } TEST(Parallelize2DTile2DWithUArch, MultiThreadPoolWorkStealing) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_2d_tile_2d_with_uarch( threadpool.get(), reinterpret_cast(WorkImbalance2DTile2DWithUArch), static_cast(&num_processed_items), kDefaultUArchIndex, kMaxUArchIndex, kParallelize2DTile2DRangeI, kParallelize2DTile2DRangeJ, kParallelize2DTile2DTileI, kParallelize2DTile2DTileJ, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize2DTile2DRangeI * kParallelize2DTile2DRangeJ); } static void ComputeNothing3D(void*, size_t, size_t, size_t) { } TEST(Parallelize3D, SingleThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_3d(threadpool.get(), ComputeNothing3D, nullptr, kParallelize3DRangeI, kParallelize3DRangeJ, kParallelize3DRangeK, 0 /* flags */); } TEST(Parallelize3D, MultiThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_3d( threadpool.get(), ComputeNothing3D, nullptr, kParallelize3DRangeI, kParallelize3DRangeJ, kParallelize3DRangeK, 0 /* flags */); } static void CheckBounds3D(void*, size_t i, size_t j, size_t k) { EXPECT_LT(i, kParallelize3DRangeI); EXPECT_LT(j, kParallelize3DRangeJ); EXPECT_LT(k, kParallelize3DRangeK); } TEST(Parallelize3D, SingleThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_3d( threadpool.get(), CheckBounds3D, nullptr, kParallelize3DRangeI, kParallelize3DRangeJ, kParallelize3DRangeK, 0 /* flags */); } TEST(Parallelize3D, MultiThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_3d( threadpool.get(), CheckBounds3D, nullptr, kParallelize3DRangeI, kParallelize3DRangeJ, kParallelize3DRangeK, 0 /* flags */); } static void SetTrue3D(std::atomic_bool* processed_indicators, size_t i, size_t j, size_t k) { const size_t linear_idx = (i * kParallelize3DRangeJ + j) * kParallelize3DRangeK + k; processed_indicators[linear_idx].store(true, std::memory_order_relaxed); } TEST(Parallelize3D, SingleThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize3DRangeI * kParallelize3DRangeJ * kParallelize3DRangeK); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_3d( threadpool.get(), reinterpret_cast(SetTrue3D), static_cast(indicators.data()), kParallelize3DRangeI, kParallelize3DRangeJ, kParallelize3DRangeK, 0 /* flags */); for (size_t i = 0; i < kParallelize3DRangeI; i++) { for (size_t j = 0; j < kParallelize3DRangeJ; j++) { for (size_t k = 0; k < kParallelize3DRangeK; k++) { const size_t linear_idx = (i * kParallelize3DRangeJ + j) * kParallelize3DRangeK + k; EXPECT_TRUE(indicators[linear_idx].load(std::memory_order_relaxed)) << "Element (" << i << ", " << j << ", " << k << ") not processed"; } } } } TEST(Parallelize3D, MultiThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize3DRangeI * kParallelize3DRangeJ * kParallelize3DRangeK); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_3d( threadpool.get(), reinterpret_cast(SetTrue3D), static_cast(indicators.data()), kParallelize3DRangeI, kParallelize3DRangeJ, kParallelize3DRangeK, 0 /* flags */); for (size_t i = 0; i < kParallelize3DRangeI; i++) { for (size_t j = 0; j < kParallelize3DRangeJ; j++) { for (size_t k = 0; k < kParallelize3DRangeK; k++) { const size_t linear_idx = (i * kParallelize3DRangeJ + j) * kParallelize3DRangeK + k; EXPECT_TRUE(indicators[linear_idx].load(std::memory_order_relaxed)) << "Element (" << i << ", " << j << ", " << k << ") not processed"; } } } } static void Increment3D(std::atomic_int* processed_counters, size_t i, size_t j, size_t k) { const size_t linear_idx = (i * kParallelize3DRangeJ + j) * kParallelize3DRangeK + k; processed_counters[linear_idx].fetch_add(1, std::memory_order_relaxed); } TEST(Parallelize3D, SingleThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize3DRangeI * kParallelize3DRangeJ * kParallelize3DRangeK); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_3d( threadpool.get(), reinterpret_cast(Increment3D), static_cast(counters.data()), kParallelize3DRangeI, kParallelize3DRangeJ, kParallelize3DRangeK, 0 /* flags */); for (size_t i = 0; i < kParallelize3DRangeI; i++) { for (size_t j = 0; j < kParallelize3DRangeJ; j++) { for (size_t k = 0; k < kParallelize3DRangeK; k++) { const size_t linear_idx = (i * kParallelize3DRangeJ + j) * kParallelize3DRangeK + k; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), 1) << "Element (" << i << ", " << j << ", " << k << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times (expected: 1)"; } } } } TEST(Parallelize3D, MultiThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize3DRangeI * kParallelize3DRangeJ * kParallelize3DRangeK); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_3d( threadpool.get(), reinterpret_cast(Increment3D), static_cast(counters.data()), kParallelize3DRangeI, kParallelize3DRangeJ, kParallelize3DRangeK, 0 /* flags */); for (size_t i = 0; i < kParallelize3DRangeI; i++) { for (size_t j = 0; j < kParallelize3DRangeJ; j++) { for (size_t k = 0; k < kParallelize3DRangeK; k++) { const size_t linear_idx = (i * kParallelize3DRangeJ + j) * kParallelize3DRangeK + k; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), 1) << "Element (" << i << ", " << j << ", " << k << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times (expected: 1)"; } } } } TEST(Parallelize3D, SingleThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize3DRangeI * kParallelize3DRangeJ * kParallelize3DRangeK); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); for (size_t iteration = 0; iteration < kIncrementIterations; iteration++) { pthreadpool_parallelize_3d( threadpool.get(), reinterpret_cast(Increment3D), static_cast(counters.data()), kParallelize3DRangeI, kParallelize3DRangeJ, kParallelize3DRangeK, 0 /* flags */); } for (size_t i = 0; i < kParallelize3DRangeI; i++) { for (size_t j = 0; j < kParallelize3DRangeJ; j++) { for (size_t k = 0; k < kParallelize3DRangeK; k++) { const size_t linear_idx = (i * kParallelize3DRangeJ + j) * kParallelize3DRangeK + k; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), kIncrementIterations) << "Element (" << i << ", " << j << ", " << k << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations << ")"; } } } } TEST(Parallelize3D, MultiThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize3DRangeI * kParallelize3DRangeJ * kParallelize3DRangeK); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } for (size_t iteration = 0; iteration < kIncrementIterations; iteration++) { pthreadpool_parallelize_3d( threadpool.get(), reinterpret_cast(Increment3D), static_cast(counters.data()), kParallelize3DRangeI, kParallelize3DRangeJ, kParallelize3DRangeK, 0 /* flags */); } for (size_t i = 0; i < kParallelize3DRangeI; i++) { for (size_t j = 0; j < kParallelize3DRangeJ; j++) { for (size_t k = 0; k < kParallelize3DRangeK; k++) { const size_t linear_idx = (i * kParallelize3DRangeJ + j) * kParallelize3DRangeK + k; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), kIncrementIterations) << "Element (" << i << ", " << j << ", " << k << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations << ")"; } } } } static void IncrementSame3D(std::atomic_int* num_processed_items, size_t i, size_t j, size_t k) { num_processed_items->fetch_add(1, std::memory_order_relaxed); } TEST(Parallelize3D, MultiThreadPoolHighContention) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_3d( threadpool.get(), reinterpret_cast(IncrementSame3D), static_cast(&num_processed_items), kParallelize3DRangeI, kParallelize3DRangeJ, kParallelize3DRangeK, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize3DRangeI * kParallelize3DRangeJ * kParallelize3DRangeK); } static void WorkImbalance3D(std::atomic_int* num_processed_items, size_t i, size_t j, size_t k) { num_processed_items->fetch_add(1, std::memory_order_relaxed); if (i == 0 && j == 0 && k == 0) { /* Spin-wait until all items are computed */ while (num_processed_items->load(std::memory_order_relaxed) != kParallelize3DRangeI * kParallelize3DRangeJ * kParallelize3DRangeK) { std::atomic_thread_fence(std::memory_order_acquire); } } } TEST(Parallelize3D, MultiThreadPoolWorkStealing) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_3d( threadpool.get(), reinterpret_cast(WorkImbalance3D), static_cast(&num_processed_items), kParallelize3DRangeI, kParallelize3DRangeJ, kParallelize3DRangeK, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize3DRangeI * kParallelize3DRangeJ * kParallelize3DRangeK); } static void ComputeNothing3DTile1D(void*, size_t, size_t, size_t, size_t) { } TEST(Parallelize3DTile1D, SingleThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_3d_tile_1d(threadpool.get(), ComputeNothing3DTile1D, nullptr, kParallelize3DTile1DRangeI, kParallelize3DTile1DRangeJ, kParallelize3DTile1DRangeK, kParallelize3DTile1DTileK, 0 /* flags */); } TEST(Parallelize3DTile1D, MultiThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_3d_tile_1d( threadpool.get(), ComputeNothing3DTile1D, nullptr, kParallelize3DTile1DRangeI, kParallelize3DTile1DRangeJ, kParallelize3DTile1DRangeK, kParallelize3DTile1DTileK, 0 /* flags */); } static void CheckBounds3DTile1D(void*, size_t i, size_t j, size_t start_k, size_t tile_k) { EXPECT_LT(i, kParallelize3DTile1DRangeI); EXPECT_LT(j, kParallelize3DTile1DRangeJ); EXPECT_LT(start_k, kParallelize3DTile1DRangeK); EXPECT_LE(start_k + tile_k, kParallelize3DTile1DRangeK); } TEST(Parallelize3DTile1D, SingleThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_3d_tile_1d( threadpool.get(), CheckBounds3DTile1D, nullptr, kParallelize3DTile1DRangeI, kParallelize3DTile1DRangeJ, kParallelize3DTile1DRangeK, kParallelize3DTile1DTileK, 0 /* flags */); } TEST(Parallelize3DTile1D, MultiThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_3d_tile_1d( threadpool.get(), CheckBounds3DTile1D, nullptr, kParallelize3DTile1DRangeI, kParallelize3DTile1DRangeJ, kParallelize3DTile1DRangeK, kParallelize3DTile1DTileK, 0 /* flags */); } static void CheckTiling3DTile1D(void*, size_t i, size_t j, size_t start_k, size_t tile_k) { EXPECT_GT(tile_k, 0); EXPECT_LE(tile_k, kParallelize3DTile1DTileK); EXPECT_EQ(start_k % kParallelize3DTile1DTileK, 0); EXPECT_EQ(tile_k, std::min(kParallelize3DTile1DTileK, kParallelize3DTile1DRangeK - start_k)); } TEST(Parallelize3DTile1D, SingleThreadPoolUniformTiling) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_3d_tile_1d( threadpool.get(), CheckTiling3DTile1D, nullptr, kParallelize3DTile1DRangeI, kParallelize3DTile1DRangeJ, kParallelize3DTile1DRangeK, kParallelize3DTile1DTileK, 0 /* flags */); } TEST(Parallelize3DTile1D, MultiThreadPoolUniformTiling) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_3d_tile_1d( threadpool.get(), CheckTiling3DTile1D, nullptr, kParallelize3DTile1DRangeI, kParallelize3DTile1DRangeJ, kParallelize3DTile1DRangeK, kParallelize3DTile1DTileK, 0 /* flags */); } static void SetTrue3DTile1D(std::atomic_bool* processed_indicators, size_t i, size_t j, size_t start_k, size_t tile_k) { for (size_t k = start_k; k < start_k + tile_k; k++) { const size_t linear_idx = (i * kParallelize3DTile1DRangeJ + j) * kParallelize3DTile1DRangeK + k; processed_indicators[linear_idx].store(true, std::memory_order_relaxed); } } TEST(Parallelize3DTile1D, SingleThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize3DTile1DRangeI * kParallelize3DTile1DRangeJ * kParallelize3DTile1DRangeK); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_3d_tile_1d( threadpool.get(), reinterpret_cast(SetTrue3DTile1D), static_cast(indicators.data()), kParallelize3DTile1DRangeI, kParallelize3DTile1DRangeJ, kParallelize3DTile1DRangeK, kParallelize3DTile1DTileK, 0 /* flags */); for (size_t i = 0; i < kParallelize3DTile1DRangeI; i++) { for (size_t j = 0; j < kParallelize3DTile1DRangeJ; j++) { for (size_t k = 0; k < kParallelize3DTile1DRangeK; k++) { const size_t linear_idx = (i * kParallelize3DTile1DRangeJ + j) * kParallelize3DTile1DRangeK + k; EXPECT_TRUE(indicators[linear_idx].load(std::memory_order_relaxed)) << "Element (" << i << ", " << j << ", " << k << ") not processed"; } } } } TEST(Parallelize3DTile1D, MultiThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize3DTile1DRangeI * kParallelize3DTile1DRangeJ * kParallelize3DTile1DRangeK); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_3d_tile_1d( threadpool.get(), reinterpret_cast(SetTrue3DTile1D), static_cast(indicators.data()), kParallelize3DTile1DRangeI, kParallelize3DTile1DRangeJ, kParallelize3DTile1DRangeK, kParallelize3DTile1DTileK, 0 /* flags */); for (size_t i = 0; i < kParallelize3DTile1DRangeI; i++) { for (size_t j = 0; j < kParallelize3DTile1DRangeJ; j++) { for (size_t k = 0; k < kParallelize3DTile1DRangeK; k++) { const size_t linear_idx = (i * kParallelize3DTile1DRangeJ + j) * kParallelize3DTile1DRangeK + k; EXPECT_TRUE(indicators[linear_idx].load(std::memory_order_relaxed)) << "Element (" << i << ", " << j << ", " << k << ") not processed"; } } } } static void Increment3DTile1D(std::atomic_int* processed_counters, size_t i, size_t j, size_t start_k, size_t tile_k) { for (size_t k = start_k; k < start_k + tile_k; k++) { const size_t linear_idx = (i * kParallelize3DTile1DRangeJ + j) * kParallelize3DTile1DRangeK + k; processed_counters[linear_idx].fetch_add(1, std::memory_order_relaxed); } } TEST(Parallelize3DTile1D, SingleThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize3DTile1DRangeI * kParallelize3DTile1DRangeJ * kParallelize3DTile1DRangeK); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_3d_tile_1d( threadpool.get(), reinterpret_cast(Increment3DTile1D), static_cast(counters.data()), kParallelize3DTile1DRangeI, kParallelize3DTile1DRangeJ, kParallelize3DTile1DRangeK, kParallelize3DTile1DTileK, 0 /* flags */); for (size_t i = 0; i < kParallelize3DTile1DRangeI; i++) { for (size_t j = 0; j < kParallelize3DTile1DRangeJ; j++) { for (size_t k = 0; k < kParallelize3DTile1DRangeK; k++) { const size_t linear_idx = (i * kParallelize3DTile1DRangeJ + j) * kParallelize3DTile1DRangeK + k; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), 1) << "Element (" << i << ", " << j << ", " << k << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times (expected: 1)"; } } } } TEST(Parallelize3DTile1D, MultiThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize3DTile1DRangeI * kParallelize3DTile1DRangeJ * kParallelize3DTile1DRangeK); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_3d_tile_1d( threadpool.get(), reinterpret_cast(Increment3DTile1D), static_cast(counters.data()), kParallelize3DTile1DRangeI, kParallelize3DTile1DRangeJ, kParallelize3DTile1DRangeK, kParallelize3DTile1DTileK, 0 /* flags */); for (size_t i = 0; i < kParallelize3DTile1DRangeI; i++) { for (size_t j = 0; j < kParallelize3DTile1DRangeJ; j++) { for (size_t k = 0; k < kParallelize3DTile1DRangeK; k++) { const size_t linear_idx = (i * kParallelize3DTile1DRangeJ + j) * kParallelize3DTile1DRangeK + k; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), 1) << "Element (" << i << ", " << j << ", " << k << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times (expected: 1)"; } } } } TEST(Parallelize3DTile1D, SingleThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize3DTile1DRangeI * kParallelize3DTile1DRangeJ * kParallelize3DTile1DRangeK); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); for (size_t iteration = 0; iteration < kIncrementIterations; iteration++) { pthreadpool_parallelize_3d_tile_1d( threadpool.get(), reinterpret_cast(Increment3DTile1D), static_cast(counters.data()), kParallelize3DTile1DRangeI, kParallelize3DTile1DRangeJ, kParallelize3DTile1DRangeK, kParallelize3DTile1DTileK, 0 /* flags */); } for (size_t i = 0; i < kParallelize3DTile1DRangeI; i++) { for (size_t j = 0; j < kParallelize3DTile1DRangeJ; j++) { for (size_t k = 0; k < kParallelize3DTile1DRangeK; k++) { const size_t linear_idx = (i * kParallelize3DTile1DRangeJ + j) * kParallelize3DTile1DRangeK + k; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), kIncrementIterations) << "Element (" << i << ", " << j << ", " << k << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations << ")"; } } } } TEST(Parallelize3DTile1D, MultiThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize3DTile1DRangeI * kParallelize3DTile1DRangeJ * kParallelize3DTile1DRangeK); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } for (size_t iteration = 0; iteration < kIncrementIterations; iteration++) { pthreadpool_parallelize_3d_tile_1d( threadpool.get(), reinterpret_cast(Increment3DTile1D), static_cast(counters.data()), kParallelize3DTile1DRangeI, kParallelize3DTile1DRangeJ, kParallelize3DTile1DRangeK, kParallelize3DTile1DTileK, 0 /* flags */); } for (size_t i = 0; i < kParallelize3DTile1DRangeI; i++) { for (size_t j = 0; j < kParallelize3DTile1DRangeJ; j++) { for (size_t k = 0; k < kParallelize3DTile1DRangeK; k++) { const size_t linear_idx = (i * kParallelize3DTile1DRangeJ + j) * kParallelize3DTile1DRangeK + k; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), kIncrementIterations) << "Element (" << i << ", " << j << ", " << k << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations << ")"; } } } } static void IncrementSame3DTile1D(std::atomic_int* num_processed_items, size_t i, size_t j, size_t start_k, size_t tile_k) { for (size_t k = start_k; k < start_k + tile_k; k++) { num_processed_items->fetch_add(1, std::memory_order_relaxed); } } TEST(Parallelize3DTile1D, MultiThreadPoolHighContention) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_3d_tile_1d( threadpool.get(), reinterpret_cast(IncrementSame3DTile1D), static_cast(&num_processed_items), kParallelize3DTile1DRangeI, kParallelize3DTile1DRangeJ, kParallelize3DTile1DRangeK, kParallelize3DTile1DTileK, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize3DTile1DRangeI * kParallelize3DTile1DRangeJ * kParallelize3DTile1DRangeK); } static void WorkImbalance3DTile1D(std::atomic_int* num_processed_items, size_t i, size_t j, size_t start_k, size_t tile_k) { num_processed_items->fetch_add(tile_k, std::memory_order_relaxed); if (i == 0 && j == 0 && start_k == 0) { /* Spin-wait until all items are computed */ while (num_processed_items->load(std::memory_order_relaxed) != kParallelize3DTile1DRangeI * kParallelize3DTile1DRangeJ * kParallelize3DTile1DRangeK) { std::atomic_thread_fence(std::memory_order_acquire); } } } TEST(Parallelize3DTile1D, MultiThreadPoolWorkStealing) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_3d_tile_1d( threadpool.get(), reinterpret_cast(WorkImbalance3DTile1D), static_cast(&num_processed_items), kParallelize3DTile1DRangeI, kParallelize3DTile1DRangeJ, kParallelize3DTile1DRangeK, kParallelize3DTile1DTileK, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize3DTile1DRangeI * kParallelize3DTile1DRangeJ * kParallelize3DTile1DRangeK); } static void ComputeNothing3DTile2D(void*, size_t, size_t, size_t, size_t, size_t) { } TEST(Parallelize3DTile2D, SingleThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_3d_tile_2d(threadpool.get(), ComputeNothing3DTile2D, nullptr, kParallelize3DTile2DRangeI, kParallelize3DTile2DRangeJ, kParallelize3DTile2DRangeK, kParallelize3DTile2DTileJ, kParallelize3DTile2DTileK, 0 /* flags */); } TEST(Parallelize3DTile2D, MultiThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_3d_tile_2d( threadpool.get(), ComputeNothing3DTile2D, nullptr, kParallelize3DTile2DRangeI, kParallelize3DTile2DRangeJ, kParallelize3DTile2DRangeK, kParallelize3DTile2DTileJ, kParallelize3DTile2DTileK, 0 /* flags */); } static void CheckBounds3DTile2D(void*, size_t i, size_t start_j, size_t start_k, size_t tile_j, size_t tile_k) { EXPECT_LT(i, kParallelize3DTile2DRangeI); EXPECT_LT(start_j, kParallelize3DTile2DRangeJ); EXPECT_LT(start_k, kParallelize3DTile2DRangeK); EXPECT_LE(start_j + tile_j, kParallelize3DTile2DRangeJ); EXPECT_LE(start_k + tile_k, kParallelize3DTile2DRangeK); } TEST(Parallelize3DTile2D, SingleThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_3d_tile_2d( threadpool.get(), CheckBounds3DTile2D, nullptr, kParallelize3DTile2DRangeI, kParallelize3DTile2DRangeJ, kParallelize3DTile2DRangeK, kParallelize3DTile2DTileJ, kParallelize3DTile2DTileK, 0 /* flags */); } TEST(Parallelize3DTile2D, MultiThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_3d_tile_2d( threadpool.get(), CheckBounds3DTile2D, nullptr, kParallelize3DTile2DRangeI, kParallelize3DTile2DRangeJ, kParallelize3DTile2DRangeK, kParallelize3DTile2DTileJ, kParallelize3DTile2DTileK, 0 /* flags */); } static void CheckTiling3DTile2D(void*, size_t i, size_t start_j, size_t start_k, size_t tile_j, size_t tile_k) { EXPECT_GT(tile_j, 0); EXPECT_LE(tile_j, kParallelize3DTile2DTileJ); EXPECT_EQ(start_j % kParallelize3DTile2DTileJ, 0); EXPECT_EQ(tile_j, std::min(kParallelize3DTile2DTileJ, kParallelize3DTile2DRangeJ - start_j)); EXPECT_GT(tile_k, 0); EXPECT_LE(tile_k, kParallelize3DTile2DTileK); EXPECT_EQ(start_k % kParallelize3DTile2DTileK, 0); EXPECT_EQ(tile_k, std::min(kParallelize3DTile2DTileK, kParallelize3DTile2DRangeK - start_k)); } TEST(Parallelize3DTile2D, SingleThreadPoolUniformTiling) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_3d_tile_2d( threadpool.get(), CheckTiling3DTile2D, nullptr, kParallelize3DTile2DRangeI, kParallelize3DTile2DRangeJ, kParallelize3DTile2DRangeK, kParallelize3DTile2DTileJ, kParallelize3DTile2DTileK, 0 /* flags */); } TEST(Parallelize3DTile2D, MultiThreadPoolUniformTiling) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_3d_tile_2d( threadpool.get(), CheckTiling3DTile2D, nullptr, kParallelize3DTile2DRangeI, kParallelize3DTile2DRangeJ, kParallelize3DTile2DRangeK, kParallelize3DTile2DTileJ, kParallelize3DTile2DTileK, 0 /* flags */); } static void SetTrue3DTile2D(std::atomic_bool* processed_indicators, size_t i, size_t start_j, size_t start_k, size_t tile_j, size_t tile_k) { for (size_t j = start_j; j < start_j + tile_j; j++) { for (size_t k = start_k; k < start_k + tile_k; k++) { const size_t linear_idx = (i * kParallelize3DTile2DRangeJ + j) * kParallelize3DTile2DRangeK + k; processed_indicators[linear_idx].store(true, std::memory_order_relaxed); } } } TEST(Parallelize3DTile2D, SingleThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize3DTile2DRangeI * kParallelize3DTile2DRangeJ * kParallelize3DTile2DRangeK); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_3d_tile_2d( threadpool.get(), reinterpret_cast(SetTrue3DTile2D), static_cast(indicators.data()), kParallelize3DTile2DRangeI, kParallelize3DTile2DRangeJ, kParallelize3DTile2DRangeK, kParallelize3DTile2DTileJ, kParallelize3DTile2DTileK, 0 /* flags */); for (size_t i = 0; i < kParallelize3DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize3DTile2DRangeJ; j++) { for (size_t k = 0; k < kParallelize3DTile2DRangeK; k++) { const size_t linear_idx = (i * kParallelize3DTile2DRangeJ + j) * kParallelize3DTile2DRangeK + k; EXPECT_TRUE(indicators[linear_idx].load(std::memory_order_relaxed)) << "Element (" << i << ", " << j << ", " << k << ") not processed"; } } } } TEST(Parallelize3DTile2D, MultiThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize3DTile2DRangeI * kParallelize3DTile2DRangeJ * kParallelize3DTile2DRangeK); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_3d_tile_2d( threadpool.get(), reinterpret_cast(SetTrue3DTile2D), static_cast(indicators.data()), kParallelize3DTile2DRangeI, kParallelize3DTile2DRangeJ, kParallelize3DTile2DRangeK, kParallelize3DTile2DTileJ, kParallelize3DTile2DTileK, 0 /* flags */); for (size_t i = 0; i < kParallelize3DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize3DTile2DRangeJ; j++) { for (size_t k = 0; k < kParallelize3DTile2DRangeK; k++) { const size_t linear_idx = (i * kParallelize3DTile2DRangeJ + j) * kParallelize3DTile2DRangeK + k; EXPECT_TRUE(indicators[linear_idx].load(std::memory_order_relaxed)) << "Element (" << i << ", " << j << ", " << k << ") not processed"; } } } } static void Increment3DTile2D(std::atomic_int* processed_counters, size_t i, size_t start_j, size_t start_k, size_t tile_j, size_t tile_k) { for (size_t j = start_j; j < start_j + tile_j; j++) { for (size_t k = start_k; k < start_k + tile_k; k++) { const size_t linear_idx = (i * kParallelize3DTile2DRangeJ + j) * kParallelize3DTile2DRangeK + k; processed_counters[linear_idx].fetch_add(1, std::memory_order_relaxed); } } } TEST(Parallelize3DTile2D, SingleThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize3DTile2DRangeI * kParallelize3DTile2DRangeJ * kParallelize3DTile2DRangeK); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_3d_tile_2d( threadpool.get(), reinterpret_cast(Increment3DTile2D), static_cast(counters.data()), kParallelize3DTile2DRangeI, kParallelize3DTile2DRangeJ, kParallelize3DTile2DRangeK, kParallelize3DTile2DTileJ, kParallelize3DTile2DTileK, 0 /* flags */); for (size_t i = 0; i < kParallelize3DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize3DTile2DRangeJ; j++) { for (size_t k = 0; k < kParallelize3DTile2DRangeK; k++) { const size_t linear_idx = (i * kParallelize3DTile2DRangeJ + j) * kParallelize3DTile2DRangeK + k; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), 1) << "Element (" << i << ", " << j << ", " << k << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times (expected: 1)"; } } } } TEST(Parallelize3DTile2D, MultiThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize3DTile2DRangeI * kParallelize3DTile2DRangeJ * kParallelize3DTile2DRangeK); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_3d_tile_2d( threadpool.get(), reinterpret_cast(Increment3DTile2D), static_cast(counters.data()), kParallelize3DTile2DRangeI, kParallelize3DTile2DRangeJ, kParallelize3DTile2DRangeK, kParallelize3DTile2DTileJ, kParallelize3DTile2DTileK, 0 /* flags */); for (size_t i = 0; i < kParallelize3DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize3DTile2DRangeJ; j++) { for (size_t k = 0; k < kParallelize3DTile2DRangeK; k++) { const size_t linear_idx = (i * kParallelize3DTile2DRangeJ + j) * kParallelize3DTile2DRangeK + k; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), 1) << "Element (" << i << ", " << j << ", " << k << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times (expected: 1)"; } } } } TEST(Parallelize3DTile2D, SingleThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize3DTile2DRangeI * kParallelize3DTile2DRangeJ * kParallelize3DTile2DRangeK); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); for (size_t iteration = 0; iteration < kIncrementIterations; iteration++) { pthreadpool_parallelize_3d_tile_2d( threadpool.get(), reinterpret_cast(Increment3DTile2D), static_cast(counters.data()), kParallelize3DTile2DRangeI, kParallelize3DTile2DRangeJ, kParallelize3DTile2DRangeK, kParallelize3DTile2DTileJ, kParallelize3DTile2DTileK, 0 /* flags */); } for (size_t i = 0; i < kParallelize3DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize3DTile2DRangeJ; j++) { for (size_t k = 0; k < kParallelize3DTile2DRangeK; k++) { const size_t linear_idx = (i * kParallelize3DTile2DRangeJ + j) * kParallelize3DTile2DRangeK + k; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), kIncrementIterations) << "Element (" << i << ", " << j << ", " << k << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations << ")"; } } } } TEST(Parallelize3DTile2D, MultiThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize3DTile2DRangeI * kParallelize3DTile2DRangeJ * kParallelize3DTile2DRangeK); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } for (size_t iteration = 0; iteration < kIncrementIterations; iteration++) { pthreadpool_parallelize_3d_tile_2d( threadpool.get(), reinterpret_cast(Increment3DTile2D), static_cast(counters.data()), kParallelize3DTile2DRangeI, kParallelize3DTile2DRangeJ, kParallelize3DTile2DRangeK, kParallelize3DTile2DTileJ, kParallelize3DTile2DTileK, 0 /* flags */); } for (size_t i = 0; i < kParallelize3DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize3DTile2DRangeJ; j++) { for (size_t k = 0; k < kParallelize3DTile2DRangeK; k++) { const size_t linear_idx = (i * kParallelize3DTile2DRangeJ + j) * kParallelize3DTile2DRangeK + k; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), kIncrementIterations) << "Element (" << i << ", " << j << ", " << k << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations << ")"; } } } } static void IncrementSame3DTile2D(std::atomic_int* num_processed_items, size_t i, size_t start_j, size_t start_k, size_t tile_j, size_t tile_k) { for (size_t j = start_j; j < start_j + tile_j; j++) { for (size_t k = start_k; k < start_k + tile_k; k++) { num_processed_items->fetch_add(1, std::memory_order_relaxed); } } } TEST(Parallelize3DTile2D, MultiThreadPoolHighContention) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_3d_tile_2d( threadpool.get(), reinterpret_cast(IncrementSame3DTile2D), static_cast(&num_processed_items), kParallelize3DTile2DRangeI, kParallelize3DTile2DRangeJ, kParallelize3DTile2DRangeK, kParallelize3DTile2DTileJ, kParallelize3DTile2DTileK, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize3DTile2DRangeI * kParallelize3DTile2DRangeJ * kParallelize3DTile2DRangeK); } static void WorkImbalance3DTile2D(std::atomic_int* num_processed_items, size_t i, size_t start_j, size_t start_k, size_t tile_j, size_t tile_k) { num_processed_items->fetch_add(tile_j * tile_k, std::memory_order_relaxed); if (i == 0 && start_j == 0 && start_k == 0) { /* Spin-wait until all items are computed */ while (num_processed_items->load(std::memory_order_relaxed) != kParallelize3DTile2DRangeI * kParallelize3DTile2DRangeJ * kParallelize3DTile2DRangeK) { std::atomic_thread_fence(std::memory_order_acquire); } } } TEST(Parallelize3DTile2D, MultiThreadPoolWorkStealing) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_3d_tile_2d( threadpool.get(), reinterpret_cast(WorkImbalance3DTile2D), static_cast(&num_processed_items), kParallelize3DTile2DRangeI, kParallelize3DTile2DRangeJ, kParallelize3DTile2DRangeK, kParallelize3DTile2DTileJ, kParallelize3DTile2DTileK, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize3DTile2DRangeI * kParallelize3DTile2DRangeJ * kParallelize3DTile2DRangeK); } static void ComputeNothing3DTile2DWithUArch(void*, uint32_t, size_t, size_t, size_t, size_t, size_t) { } TEST(Parallelize3DTile2DWithUArch, SingleThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_3d_tile_2d_with_uarch(threadpool.get(), ComputeNothing3DTile2DWithUArch, nullptr, kDefaultUArchIndex, kMaxUArchIndex, kParallelize3DTile2DRangeI, kParallelize3DTile2DRangeJ, kParallelize3DTile2DRangeK, kParallelize3DTile2DTileJ, kParallelize3DTile2DTileK, 0 /* flags */); } TEST(Parallelize3DTile2DWithUArch, MultiThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_3d_tile_2d_with_uarch( threadpool.get(), ComputeNothing3DTile2DWithUArch, nullptr, kDefaultUArchIndex, kMaxUArchIndex, kParallelize3DTile2DRangeI, kParallelize3DTile2DRangeJ, kParallelize3DTile2DRangeK, kParallelize3DTile2DTileJ, kParallelize3DTile2DTileK, 0 /* flags */); } static void CheckUArch3DTile2DWithUArch(void*, uint32_t uarch_index, size_t, size_t, size_t, size_t, size_t) { if (uarch_index != kDefaultUArchIndex) { EXPECT_LE(uarch_index, kMaxUArchIndex); } } TEST(Parallelize3DTile2DWithUArch, SingleThreadPoolUArchInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_3d_tile_2d_with_uarch( threadpool.get(), CheckUArch3DTile2DWithUArch, nullptr, kDefaultUArchIndex, kMaxUArchIndex, kParallelize3DTile2DRangeI, kParallelize3DTile2DRangeJ, kParallelize3DTile2DRangeK, kParallelize3DTile2DTileJ, kParallelize3DTile2DTileK, 0 /* flags */); } TEST(Parallelize3DTile2DWithUArch, MultiThreadPoolUArchInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_3d_tile_2d_with_uarch( threadpool.get(), CheckUArch3DTile2DWithUArch, nullptr, kDefaultUArchIndex, kMaxUArchIndex, kParallelize3DTile2DRangeI, kParallelize3DTile2DRangeJ, kParallelize3DTile2DRangeK, kParallelize3DTile2DTileJ, kParallelize3DTile2DTileK, 0 /* flags */); } static void CheckBounds3DTile2DWithUArch(void*, uint32_t, size_t i, size_t start_j, size_t start_k, size_t tile_j, size_t tile_k) { EXPECT_LT(i, kParallelize3DTile2DRangeI); EXPECT_LT(start_j, kParallelize3DTile2DRangeJ); EXPECT_LT(start_k, kParallelize3DTile2DRangeK); EXPECT_LE(start_j + tile_j, kParallelize3DTile2DRangeJ); EXPECT_LE(start_k + tile_k, kParallelize3DTile2DRangeK); } TEST(Parallelize3DTile2DWithUArch, SingleThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_3d_tile_2d_with_uarch( threadpool.get(), CheckBounds3DTile2DWithUArch, nullptr, kDefaultUArchIndex, kMaxUArchIndex, kParallelize3DTile2DRangeI, kParallelize3DTile2DRangeJ, kParallelize3DTile2DRangeK, kParallelize3DTile2DTileJ, kParallelize3DTile2DTileK, 0 /* flags */); } TEST(Parallelize3DTile2DWithUArch, MultiThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_3d_tile_2d_with_uarch( threadpool.get(), CheckBounds3DTile2DWithUArch, nullptr, kDefaultUArchIndex, kMaxUArchIndex, kParallelize3DTile2DRangeI, kParallelize3DTile2DRangeJ, kParallelize3DTile2DRangeK, kParallelize3DTile2DTileJ, kParallelize3DTile2DTileK, 0 /* flags */); } static void CheckTiling3DTile2DWithUArch(void*, uint32_t, size_t i, size_t start_j, size_t start_k, size_t tile_j, size_t tile_k) { EXPECT_GT(tile_j, 0); EXPECT_LE(tile_j, kParallelize3DTile2DTileJ); EXPECT_EQ(start_j % kParallelize3DTile2DTileJ, 0); EXPECT_EQ(tile_j, std::min(kParallelize3DTile2DTileJ, kParallelize3DTile2DRangeJ - start_j)); EXPECT_GT(tile_k, 0); EXPECT_LE(tile_k, kParallelize3DTile2DTileK); EXPECT_EQ(start_k % kParallelize3DTile2DTileK, 0); EXPECT_EQ(tile_k, std::min(kParallelize3DTile2DTileK, kParallelize3DTile2DRangeK - start_k)); } TEST(Parallelize3DTile2DWithUArch, SingleThreadPoolUniformTiling) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_3d_tile_2d_with_uarch( threadpool.get(), CheckTiling3DTile2DWithUArch, nullptr, kDefaultUArchIndex, kMaxUArchIndex, kParallelize3DTile2DRangeI, kParallelize3DTile2DRangeJ, kParallelize3DTile2DRangeK, kParallelize3DTile2DTileJ, kParallelize3DTile2DTileK, 0 /* flags */); } TEST(Parallelize3DTile2DWithUArch, MultiThreadPoolUniformTiling) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_3d_tile_2d_with_uarch( threadpool.get(), CheckTiling3DTile2DWithUArch, nullptr, kDefaultUArchIndex, kMaxUArchIndex, kParallelize3DTile2DRangeI, kParallelize3DTile2DRangeJ, kParallelize3DTile2DRangeK, kParallelize3DTile2DTileJ, kParallelize3DTile2DTileK, 0 /* flags */); } static void SetTrue3DTile2DWithUArch(std::atomic_bool* processed_indicators, uint32_t, size_t i, size_t start_j, size_t start_k, size_t tile_j, size_t tile_k) { for (size_t j = start_j; j < start_j + tile_j; j++) { for (size_t k = start_k; k < start_k + tile_k; k++) { const size_t linear_idx = (i * kParallelize3DTile2DRangeJ + j) * kParallelize3DTile2DRangeK + k; processed_indicators[linear_idx].store(true, std::memory_order_relaxed); } } } TEST(Parallelize3DTile2DWithUArch, SingleThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize3DTile2DRangeI * kParallelize3DTile2DRangeJ * kParallelize3DTile2DRangeK); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_3d_tile_2d_with_uarch( threadpool.get(), reinterpret_cast(SetTrue3DTile2DWithUArch), static_cast(indicators.data()), kDefaultUArchIndex, kMaxUArchIndex, kParallelize3DTile2DRangeI, kParallelize3DTile2DRangeJ, kParallelize3DTile2DRangeK, kParallelize3DTile2DTileJ, kParallelize3DTile2DTileK, 0 /* flags */); for (size_t i = 0; i < kParallelize3DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize3DTile2DRangeJ; j++) { for (size_t k = 0; k < kParallelize3DTile2DRangeK; k++) { const size_t linear_idx = (i * kParallelize3DTile2DRangeJ + j) * kParallelize3DTile2DRangeK + k; EXPECT_TRUE(indicators[linear_idx].load(std::memory_order_relaxed)) << "Element (" << i << ", " << j << ", " << k << ") not processed"; } } } } TEST(Parallelize3DTile2DWithUArch, MultiThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize3DTile2DRangeI * kParallelize3DTile2DRangeJ * kParallelize3DTile2DRangeK); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_3d_tile_2d_with_uarch( threadpool.get(), reinterpret_cast(SetTrue3DTile2DWithUArch), static_cast(indicators.data()), kDefaultUArchIndex, kMaxUArchIndex, kParallelize3DTile2DRangeI, kParallelize3DTile2DRangeJ, kParallelize3DTile2DRangeK, kParallelize3DTile2DTileJ, kParallelize3DTile2DTileK, 0 /* flags */); for (size_t i = 0; i < kParallelize3DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize3DTile2DRangeJ; j++) { for (size_t k = 0; k < kParallelize3DTile2DRangeK; k++) { const size_t linear_idx = (i * kParallelize3DTile2DRangeJ + j) * kParallelize3DTile2DRangeK + k; EXPECT_TRUE(indicators[linear_idx].load(std::memory_order_relaxed)) << "Element (" << i << ", " << j << ", " << k << ") not processed"; } } } } static void Increment3DTile2DWithUArch(std::atomic_int* processed_counters, uint32_t, size_t i, size_t start_j, size_t start_k, size_t tile_j, size_t tile_k) { for (size_t j = start_j; j < start_j + tile_j; j++) { for (size_t k = start_k; k < start_k + tile_k; k++) { const size_t linear_idx = (i * kParallelize3DTile2DRangeJ + j) * kParallelize3DTile2DRangeK + k; processed_counters[linear_idx].fetch_add(1, std::memory_order_relaxed); } } } TEST(Parallelize3DTile2DWithUArch, SingleThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize3DTile2DRangeI * kParallelize3DTile2DRangeJ * kParallelize3DTile2DRangeK); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_3d_tile_2d_with_uarch( threadpool.get(), reinterpret_cast(Increment3DTile2DWithUArch), static_cast(counters.data()), kDefaultUArchIndex, kMaxUArchIndex, kParallelize3DTile2DRangeI, kParallelize3DTile2DRangeJ, kParallelize3DTile2DRangeK, kParallelize3DTile2DTileJ, kParallelize3DTile2DTileK, 0 /* flags */); for (size_t i = 0; i < kParallelize3DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize3DTile2DRangeJ; j++) { for (size_t k = 0; k < kParallelize3DTile2DRangeK; k++) { const size_t linear_idx = (i * kParallelize3DTile2DRangeJ + j) * kParallelize3DTile2DRangeK + k; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), 1) << "Element (" << i << ", " << j << ", " << k << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times (expected: 1)"; } } } } TEST(Parallelize3DTile2DWithUArch, MultiThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize3DTile2DRangeI * kParallelize3DTile2DRangeJ * kParallelize3DTile2DRangeK); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_3d_tile_2d_with_uarch( threadpool.get(), reinterpret_cast(Increment3DTile2DWithUArch), static_cast(counters.data()), kDefaultUArchIndex, kMaxUArchIndex, kParallelize3DTile2DRangeI, kParallelize3DTile2DRangeJ, kParallelize3DTile2DRangeK, kParallelize3DTile2DTileJ, kParallelize3DTile2DTileK, 0 /* flags */); for (size_t i = 0; i < kParallelize3DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize3DTile2DRangeJ; j++) { for (size_t k = 0; k < kParallelize3DTile2DRangeK; k++) { const size_t linear_idx = (i * kParallelize3DTile2DRangeJ + j) * kParallelize3DTile2DRangeK + k; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), 1) << "Element (" << i << ", " << j << ", " << k << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times (expected: 1)"; } } } } TEST(Parallelize3DTile2DWithUArch, SingleThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize3DTile2DRangeI * kParallelize3DTile2DRangeJ * kParallelize3DTile2DRangeK); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); for (size_t iteration = 0; iteration < kIncrementIterations; iteration++) { pthreadpool_parallelize_3d_tile_2d_with_uarch( threadpool.get(), reinterpret_cast(Increment3DTile2DWithUArch), static_cast(counters.data()), kDefaultUArchIndex, kMaxUArchIndex, kParallelize3DTile2DRangeI, kParallelize3DTile2DRangeJ, kParallelize3DTile2DRangeK, kParallelize3DTile2DTileJ, kParallelize3DTile2DTileK, 0 /* flags */); } for (size_t i = 0; i < kParallelize3DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize3DTile2DRangeJ; j++) { for (size_t k = 0; k < kParallelize3DTile2DRangeK; k++) { const size_t linear_idx = (i * kParallelize3DTile2DRangeJ + j) * kParallelize3DTile2DRangeK + k; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), kIncrementIterations) << "Element (" << i << ", " << j << ", " << k << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations << ")"; } } } } TEST(Parallelize3DTile2DWithUArch, MultiThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize3DTile2DRangeI * kParallelize3DTile2DRangeJ * kParallelize3DTile2DRangeK); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } for (size_t iteration = 0; iteration < kIncrementIterations; iteration++) { pthreadpool_parallelize_3d_tile_2d_with_uarch( threadpool.get(), reinterpret_cast(Increment3DTile2DWithUArch), static_cast(counters.data()), kDefaultUArchIndex, kMaxUArchIndex, kParallelize3DTile2DRangeI, kParallelize3DTile2DRangeJ, kParallelize3DTile2DRangeK, kParallelize3DTile2DTileJ, kParallelize3DTile2DTileK, 0 /* flags */); } for (size_t i = 0; i < kParallelize3DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize3DTile2DRangeJ; j++) { for (size_t k = 0; k < kParallelize3DTile2DRangeK; k++) { const size_t linear_idx = (i * kParallelize3DTile2DRangeJ + j) * kParallelize3DTile2DRangeK + k; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), kIncrementIterations) << "Element (" << i << ", " << j << ", " << k << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations << ")"; } } } } static void IncrementSame3DTile2DWithUArch(std::atomic_int* num_processed_items, uint32_t, size_t i, size_t start_j, size_t start_k, size_t tile_j, size_t tile_k) { for (size_t j = start_j; j < start_j + tile_j; j++) { for (size_t k = start_k; k < start_k + tile_k; k++) { num_processed_items->fetch_add(1, std::memory_order_relaxed); } } } TEST(Parallelize3DTile2DWithUArch, MultiThreadPoolHighContention) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_3d_tile_2d_with_uarch( threadpool.get(), reinterpret_cast(IncrementSame3DTile2DWithUArch), static_cast(&num_processed_items), kDefaultUArchIndex, kMaxUArchIndex, kParallelize3DTile2DRangeI, kParallelize3DTile2DRangeJ, kParallelize3DTile2DRangeK, kParallelize3DTile2DTileJ, kParallelize3DTile2DTileK, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize3DTile2DRangeI * kParallelize3DTile2DRangeJ * kParallelize3DTile2DRangeK); } static void WorkImbalance3DTile2DWithUArch(std::atomic_int* num_processed_items, uint32_t, size_t i, size_t start_j, size_t start_k, size_t tile_j, size_t tile_k) { num_processed_items->fetch_add(tile_j * tile_k, std::memory_order_relaxed); if (i == 0 && start_j == 0 && start_k == 0) { /* Spin-wait until all items are computed */ while (num_processed_items->load(std::memory_order_relaxed) != kParallelize3DTile2DRangeI * kParallelize3DTile2DRangeJ * kParallelize3DTile2DRangeK) { std::atomic_thread_fence(std::memory_order_acquire); } } } TEST(Parallelize3DTile2DWithUArch, MultiThreadPoolWorkStealing) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_3d_tile_2d_with_uarch( threadpool.get(), reinterpret_cast(WorkImbalance3DTile2DWithUArch), static_cast(&num_processed_items), kDefaultUArchIndex, kMaxUArchIndex, kParallelize3DTile2DRangeI, kParallelize3DTile2DRangeJ, kParallelize3DTile2DRangeK, kParallelize3DTile2DTileJ, kParallelize3DTile2DTileK, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize3DTile2DRangeI * kParallelize3DTile2DRangeJ * kParallelize3DTile2DRangeK); } static void ComputeNothing4D(void*, size_t, size_t, size_t, size_t) { } TEST(Parallelize4D, SingleThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_4d(threadpool.get(), ComputeNothing4D, nullptr, kParallelize4DRangeI, kParallelize4DRangeJ, kParallelize4DRangeK, kParallelize4DRangeL, 0 /* flags */); } TEST(Parallelize4D, MultiThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_4d( threadpool.get(), ComputeNothing4D, nullptr, kParallelize4DRangeI, kParallelize4DRangeJ, kParallelize4DRangeK, kParallelize4DRangeL, 0 /* flags */); } static void CheckBounds4D(void*, size_t i, size_t j, size_t k, size_t l) { EXPECT_LT(i, kParallelize4DRangeI); EXPECT_LT(j, kParallelize4DRangeJ); EXPECT_LT(k, kParallelize4DRangeK); EXPECT_LT(l, kParallelize4DRangeL); } TEST(Parallelize4D, SingleThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_4d( threadpool.get(), CheckBounds4D, nullptr, kParallelize4DRangeI, kParallelize4DRangeJ, kParallelize4DRangeK, kParallelize4DRangeL, 0 /* flags */); } TEST(Parallelize4D, MultiThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_4d( threadpool.get(), CheckBounds4D, nullptr, kParallelize4DRangeI, kParallelize4DRangeJ, kParallelize4DRangeK, kParallelize4DRangeL, 0 /* flags */); } static void SetTrue4D(std::atomic_bool* processed_indicators, size_t i, size_t j, size_t k, size_t l) { const size_t linear_idx = ((i * kParallelize4DRangeJ + j) * kParallelize4DRangeK + k) * kParallelize4DRangeL + l; processed_indicators[linear_idx].store(true, std::memory_order_relaxed); } TEST(Parallelize4D, SingleThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize4DRangeI * kParallelize4DRangeJ * kParallelize4DRangeK * kParallelize4DRangeL); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_4d( threadpool.get(), reinterpret_cast(SetTrue4D), static_cast(indicators.data()), kParallelize4DRangeI, kParallelize4DRangeJ, kParallelize4DRangeK, kParallelize4DRangeL, 0 /* flags */); for (size_t i = 0; i < kParallelize4DRangeI; i++) { for (size_t j = 0; j < kParallelize4DRangeJ; j++) { for (size_t k = 0; k < kParallelize4DRangeK; k++) { for (size_t l = 0; l < kParallelize4DRangeL; l++) { const size_t linear_idx = ((i * kParallelize4DRangeJ + j) * kParallelize4DRangeK + k) * kParallelize4DRangeL + l; EXPECT_TRUE(indicators[linear_idx].load(std::memory_order_relaxed)) << "Element (" << i << ", " << j << ", " << k << ", " << l << ") not processed"; } } } } } TEST(Parallelize4D, MultiThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize4DRangeI * kParallelize4DRangeJ * kParallelize4DRangeK * kParallelize4DRangeL); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_4d( threadpool.get(), reinterpret_cast(SetTrue4D), static_cast(indicators.data()), kParallelize4DRangeI, kParallelize4DRangeJ, kParallelize4DRangeK, kParallelize4DRangeL, 0 /* flags */); for (size_t i = 0; i < kParallelize4DRangeI; i++) { for (size_t j = 0; j < kParallelize4DRangeJ; j++) { for (size_t k = 0; k < kParallelize4DRangeK; k++) { for (size_t l = 0; l < kParallelize4DRangeL; l++) { const size_t linear_idx = ((i * kParallelize4DRangeJ + j) * kParallelize4DRangeK + k) * kParallelize4DRangeL + l; EXPECT_TRUE(indicators[linear_idx].load(std::memory_order_relaxed)) << "Element (" << i << ", " << j << ", " << k << ", " << l << ") not processed"; } } } } } static void Increment4D(std::atomic_int* processed_counters, size_t i, size_t j, size_t k, size_t l) { const size_t linear_idx = ((i * kParallelize4DRangeJ + j) * kParallelize4DRangeK + k) * kParallelize4DRangeL + l; processed_counters[linear_idx].fetch_add(1, std::memory_order_relaxed); } TEST(Parallelize4D, SingleThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize4DRangeI * kParallelize4DRangeJ * kParallelize4DRangeK * kParallelize4DRangeL); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_4d( threadpool.get(), reinterpret_cast(Increment4D), static_cast(counters.data()), kParallelize4DRangeI, kParallelize4DRangeJ, kParallelize4DRangeK, kParallelize4DRangeL, 0 /* flags */); for (size_t i = 0; i < kParallelize4DRangeI; i++) { for (size_t j = 0; j < kParallelize4DRangeJ; j++) { for (size_t k = 0; k < kParallelize4DRangeK; k++) { for (size_t l = 0; l < kParallelize4DRangeL; l++) { const size_t linear_idx = ((i * kParallelize4DRangeJ + j) * kParallelize4DRangeK + k) * kParallelize4DRangeL + l; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), 1) << "Element (" << i << ", " << j << ", " << k << ", " << l << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times (expected: 1)"; } } } } } TEST(Parallelize4D, MultiThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize4DRangeI * kParallelize4DRangeJ * kParallelize4DRangeK * kParallelize4DRangeL); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_4d( threadpool.get(), reinterpret_cast(Increment4D), static_cast(counters.data()), kParallelize4DRangeI, kParallelize4DRangeJ, kParallelize4DRangeK, kParallelize4DRangeL, 0 /* flags */); for (size_t i = 0; i < kParallelize4DRangeI; i++) { for (size_t j = 0; j < kParallelize4DRangeJ; j++) { for (size_t k = 0; k < kParallelize4DRangeK; k++) { for (size_t l = 0; l < kParallelize4DRangeL; l++) { const size_t linear_idx = ((i * kParallelize4DRangeJ + j) * kParallelize4DRangeK + k) * kParallelize4DRangeL + l; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), 1) << "Element (" << i << ", " << j << ", " << k << ", " << l << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times (expected: 1)"; } } } } } TEST(Parallelize4D, SingleThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize4DRangeI * kParallelize4DRangeJ * kParallelize4DRangeK * kParallelize4DRangeL); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); for (size_t iteration = 0; iteration < kIncrementIterations; iteration++) { pthreadpool_parallelize_4d( threadpool.get(), reinterpret_cast(Increment4D), static_cast(counters.data()), kParallelize4DRangeI, kParallelize4DRangeJ, kParallelize4DRangeK, kParallelize4DRangeL, 0 /* flags */); } for (size_t i = 0; i < kParallelize4DRangeI; i++) { for (size_t j = 0; j < kParallelize4DRangeJ; j++) { for (size_t k = 0; k < kParallelize4DRangeK; k++) { for (size_t l = 0; l < kParallelize4DRangeL; l++) { const size_t linear_idx = ((i * kParallelize4DRangeJ + j) * kParallelize4DRangeK + k) * kParallelize4DRangeL + l; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), kIncrementIterations) << "Element (" << i << ", " << j << ", " << k << ", " << l << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations << ")"; } } } } } TEST(Parallelize4D, MultiThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize4DRangeI * kParallelize4DRangeJ * kParallelize4DRangeK * kParallelize4DRangeL); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } for (size_t iteration = 0; iteration < kIncrementIterations; iteration++) { pthreadpool_parallelize_4d( threadpool.get(), reinterpret_cast(Increment4D), static_cast(counters.data()), kParallelize4DRangeI, kParallelize4DRangeJ, kParallelize4DRangeK, kParallelize4DRangeL, 0 /* flags */); } for (size_t i = 0; i < kParallelize4DRangeI; i++) { for (size_t j = 0; j < kParallelize4DRangeJ; j++) { for (size_t k = 0; k < kParallelize4DRangeK; k++) { for (size_t l = 0; l < kParallelize4DRangeL; l++) { const size_t linear_idx = ((i * kParallelize4DRangeJ + j) * kParallelize4DRangeK + k) * kParallelize4DRangeL + l; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), kIncrementIterations) << "Element (" << i << ", " << j << ", " << k << ", " << l << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations << ")"; } } } } } static void IncrementSame4D(std::atomic_int* num_processed_items, size_t i, size_t j, size_t k, size_t l) { num_processed_items->fetch_add(1, std::memory_order_relaxed); } TEST(Parallelize4D, MultiThreadPoolHighContention) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_4d( threadpool.get(), reinterpret_cast(IncrementSame4D), static_cast(&num_processed_items), kParallelize4DRangeI, kParallelize4DRangeJ, kParallelize4DRangeK, kParallelize4DRangeL, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize4DRangeI * kParallelize4DRangeJ * kParallelize4DRangeK * kParallelize4DRangeL); } static void WorkImbalance4D(std::atomic_int* num_processed_items, size_t i, size_t j, size_t k, size_t l) { num_processed_items->fetch_add(1, std::memory_order_relaxed); if (i == 0 && j == 0 && k == 0 && l == 0) { /* Spin-wait until all items are computed */ while (num_processed_items->load(std::memory_order_relaxed) != kParallelize4DRangeI * kParallelize4DRangeJ * kParallelize4DRangeK * kParallelize4DRangeL) { std::atomic_thread_fence(std::memory_order_acquire); } } } TEST(Parallelize4D, MultiThreadPoolWorkStealing) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_4d( threadpool.get(), reinterpret_cast(WorkImbalance4D), static_cast(&num_processed_items), kParallelize4DRangeI, kParallelize4DRangeJ, kParallelize4DRangeK, kParallelize4DRangeL, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize4DRangeI * kParallelize4DRangeJ * kParallelize4DRangeK * kParallelize4DRangeL); } static void ComputeNothing4DTile1D(void*, size_t, size_t, size_t, size_t, size_t) { } TEST(Parallelize4DTile1D, SingleThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_4d_tile_1d(threadpool.get(), ComputeNothing4DTile1D, nullptr, kParallelize4DTile1DRangeI, kParallelize4DTile1DRangeJ, kParallelize4DTile1DRangeK, kParallelize4DTile1DRangeL, kParallelize4DTile1DTileL, 0 /* flags */); } TEST(Parallelize4DTile1D, MultiThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_4d_tile_1d( threadpool.get(), ComputeNothing4DTile1D, nullptr, kParallelize4DTile1DRangeI, kParallelize4DTile1DRangeJ, kParallelize4DTile1DRangeK, kParallelize4DTile1DRangeL, kParallelize4DTile1DTileL, 0 /* flags */); } static void CheckBounds4DTile1D(void*, size_t i, size_t j, size_t k, size_t start_l, size_t tile_l) { EXPECT_LT(i, kParallelize4DTile1DRangeI); EXPECT_LT(j, kParallelize4DTile1DRangeJ); EXPECT_LT(k, kParallelize4DTile1DRangeK); EXPECT_LT(start_l, kParallelize4DTile1DRangeL); EXPECT_LE(start_l + tile_l, kParallelize4DTile1DRangeL); } TEST(Parallelize4DTile1D, SingleThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_4d_tile_1d( threadpool.get(), CheckBounds4DTile1D, nullptr, kParallelize4DTile1DRangeI, kParallelize4DTile1DRangeJ, kParallelize4DTile1DRangeK, kParallelize4DTile1DRangeL, kParallelize4DTile1DTileL, 0 /* flags */); } TEST(Parallelize4DTile1D, MultiThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_4d_tile_1d( threadpool.get(), CheckBounds4DTile1D, nullptr, kParallelize4DTile1DRangeI, kParallelize4DTile1DRangeJ, kParallelize4DTile1DRangeK, kParallelize4DTile1DRangeL, kParallelize4DTile1DTileL, 0 /* flags */); } static void CheckTiling4DTile1D(void*, size_t i, size_t j, size_t k, size_t start_l, size_t tile_l) { EXPECT_GT(tile_l, 0); EXPECT_LE(tile_l, kParallelize4DTile1DTileL); EXPECT_EQ(start_l % kParallelize4DTile1DTileL, 0); EXPECT_EQ(tile_l, std::min(kParallelize4DTile1DTileL, kParallelize4DTile1DRangeL - start_l)); } TEST(Parallelize4DTile1D, SingleThreadPoolUniformTiling) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_4d_tile_1d( threadpool.get(), CheckTiling4DTile1D, nullptr, kParallelize4DTile1DRangeI, kParallelize4DTile1DRangeJ, kParallelize4DTile1DRangeK, kParallelize4DTile1DRangeL, kParallelize4DTile1DTileL, 0 /* flags */); } TEST(Parallelize4DTile1D, MultiThreadPoolUniformTiling) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_4d_tile_1d( threadpool.get(), CheckTiling4DTile1D, nullptr, kParallelize4DTile1DRangeI, kParallelize4DTile1DRangeJ, kParallelize4DTile1DRangeK, kParallelize4DTile1DRangeL, kParallelize4DTile1DTileL, 0 /* flags */); } static void SetTrue4DTile1D(std::atomic_bool* processed_indicators, size_t i, size_t j, size_t k, size_t start_l, size_t tile_l) { for (size_t l = start_l; l < start_l + tile_l; l++) { const size_t linear_idx = ((i * kParallelize4DTile1DRangeJ + j) * kParallelize4DTile1DRangeK + k) * kParallelize4DTile1DRangeL + l; processed_indicators[linear_idx].store(true, std::memory_order_relaxed); } } TEST(Parallelize4DTile1D, SingleThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize4DTile1DRangeI * kParallelize4DTile1DRangeJ * kParallelize4DTile1DRangeK * kParallelize4DTile1DRangeL); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_4d_tile_1d( threadpool.get(), reinterpret_cast(SetTrue4DTile1D), static_cast(indicators.data()), kParallelize4DTile1DRangeI, kParallelize4DTile1DRangeJ, kParallelize4DTile1DRangeK, kParallelize4DTile1DRangeL, kParallelize4DTile1DTileL, 0 /* flags */); for (size_t i = 0; i < kParallelize4DTile1DRangeI; i++) { for (size_t j = 0; j < kParallelize4DTile1DRangeJ; j++) { for (size_t k = 0; k < kParallelize4DTile1DRangeK; k++) { for (size_t l = 0; l < kParallelize4DTile1DRangeL; l++) { const size_t linear_idx = ((i * kParallelize4DTile1DRangeJ + j) * kParallelize4DTile1DRangeK + k) * kParallelize4DTile1DRangeL + l; EXPECT_TRUE(indicators[linear_idx].load(std::memory_order_relaxed)) << "Element (" << i << ", " << j << ", " << k << ", " << l << ") not processed"; } } } } } TEST(Parallelize4DTile1D, MultiThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize4DTile1DRangeI * kParallelize4DTile1DRangeJ * kParallelize4DTile1DRangeK * kParallelize4DTile1DRangeL); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_4d_tile_1d( threadpool.get(), reinterpret_cast(SetTrue4DTile1D), static_cast(indicators.data()), kParallelize4DTile1DRangeI, kParallelize4DTile1DRangeJ, kParallelize4DTile1DRangeK, kParallelize4DTile1DRangeL, kParallelize4DTile1DTileL, 0 /* flags */); for (size_t i = 0; i < kParallelize4DTile1DRangeI; i++) { for (size_t j = 0; j < kParallelize4DTile1DRangeJ; j++) { for (size_t k = 0; k < kParallelize4DTile1DRangeK; k++) { for (size_t l = 0; l < kParallelize4DTile1DRangeL; l++) { const size_t linear_idx = ((i * kParallelize4DTile1DRangeJ + j) * kParallelize4DTile1DRangeK + k) * kParallelize4DTile1DRangeL + l; EXPECT_TRUE(indicators[linear_idx].load(std::memory_order_relaxed)) << "Element (" << i << ", " << j << ", " << k << ", " << l << ") not processed"; } } } } } static void Increment4DTile1D(std::atomic_int* processed_counters, size_t i, size_t j, size_t k, size_t start_l, size_t tile_l) { for (size_t l = start_l; l < start_l + tile_l; l++) { const size_t linear_idx = ((i * kParallelize4DTile1DRangeJ + j) * kParallelize4DTile1DRangeK + k) * kParallelize4DTile1DRangeL + l; processed_counters[linear_idx].fetch_add(1, std::memory_order_relaxed); } } TEST(Parallelize4DTile1D, SingleThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize4DTile1DRangeI * kParallelize4DTile1DRangeJ * kParallelize4DTile1DRangeK * kParallelize4DTile1DRangeL); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_4d_tile_1d( threadpool.get(), reinterpret_cast(Increment4DTile1D), static_cast(counters.data()), kParallelize4DTile1DRangeI, kParallelize4DTile1DRangeJ, kParallelize4DTile1DRangeK, kParallelize4DTile1DRangeL, kParallelize4DTile1DTileL, 0 /* flags */); for (size_t i = 0; i < kParallelize4DTile1DRangeI; i++) { for (size_t j = 0; j < kParallelize4DTile1DRangeJ; j++) { for (size_t k = 0; k < kParallelize4DTile1DRangeK; k++) { for (size_t l = 0; l < kParallelize4DTile1DRangeL; l++) { const size_t linear_idx = ((i * kParallelize4DTile1DRangeJ + j) * kParallelize4DTile1DRangeK + k) * kParallelize4DTile1DRangeL + l; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), 1) << "Element (" << i << ", " << j << ", " << k << ", " << l << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times (expected: 1)"; } } } } } TEST(Parallelize4DTile1D, MultiThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize4DTile1DRangeI * kParallelize4DTile1DRangeJ * kParallelize4DTile1DRangeK * kParallelize4DTile1DRangeL); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_4d_tile_1d( threadpool.get(), reinterpret_cast(Increment4DTile1D), static_cast(counters.data()), kParallelize4DTile1DRangeI, kParallelize4DTile1DRangeJ, kParallelize4DTile1DRangeK, kParallelize4DTile1DRangeL, kParallelize4DTile1DTileL, 0 /* flags */); for (size_t i = 0; i < kParallelize4DTile1DRangeI; i++) { for (size_t j = 0; j < kParallelize4DTile1DRangeJ; j++) { for (size_t k = 0; k < kParallelize4DTile1DRangeK; k++) { for (size_t l = 0; l < kParallelize4DTile1DRangeL; l++) { const size_t linear_idx = ((i * kParallelize4DTile1DRangeJ + j) * kParallelize4DTile1DRangeK + k) * kParallelize4DTile1DRangeL + l; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), 1) << "Element (" << i << ", " << j << ", " << k << ", " << l << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times (expected: 1)"; } } } } } TEST(Parallelize4DTile1D, SingleThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize4DTile1DRangeI * kParallelize4DTile1DRangeJ * kParallelize4DTile1DRangeK * kParallelize4DTile1DRangeL); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); for (size_t iteration = 0; iteration < kIncrementIterations; iteration++) { pthreadpool_parallelize_4d_tile_1d( threadpool.get(), reinterpret_cast(Increment4DTile1D), static_cast(counters.data()), kParallelize4DTile1DRangeI, kParallelize4DTile1DRangeJ, kParallelize4DTile1DRangeK, kParallelize4DTile1DRangeL, kParallelize4DTile1DTileL, 0 /* flags */); } for (size_t i = 0; i < kParallelize4DTile1DRangeI; i++) { for (size_t j = 0; j < kParallelize4DTile1DRangeJ; j++) { for (size_t k = 0; k < kParallelize4DTile1DRangeK; k++) { for (size_t l = 0; l < kParallelize4DTile1DRangeL; l++) { const size_t linear_idx = ((i * kParallelize4DTile1DRangeJ + j) * kParallelize4DTile1DRangeK + k) * kParallelize4DTile1DRangeL + l; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), kIncrementIterations) << "Element (" << i << ", " << j << ", " << k << ", " << l << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations << ")"; } } } } } TEST(Parallelize4DTile1D, MultiThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize4DTile1DRangeI * kParallelize4DTile1DRangeJ * kParallelize4DTile1DRangeK * kParallelize4DTile1DRangeL); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } for (size_t iteration = 0; iteration < kIncrementIterations; iteration++) { pthreadpool_parallelize_4d_tile_1d( threadpool.get(), reinterpret_cast(Increment4DTile1D), static_cast(counters.data()), kParallelize4DTile1DRangeI, kParallelize4DTile1DRangeJ, kParallelize4DTile1DRangeK, kParallelize4DTile1DRangeL, kParallelize4DTile1DTileL, 0 /* flags */); } for (size_t i = 0; i < kParallelize4DTile1DRangeI; i++) { for (size_t j = 0; j < kParallelize4DTile1DRangeJ; j++) { for (size_t k = 0; k < kParallelize4DTile1DRangeK; k++) { for (size_t l = 0; l < kParallelize4DTile1DRangeL; l++) { const size_t linear_idx = ((i * kParallelize4DTile1DRangeJ + j) * kParallelize4DTile1DRangeK + k) * kParallelize4DTile1DRangeL + l; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), kIncrementIterations) << "Element (" << i << ", " << j << ", " << k << ", " << l << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations << ")"; } } } } } static void IncrementSame4DTile1D(std::atomic_int* num_processed_items, size_t i, size_t j, size_t k, size_t start_l, size_t tile_l) { for (size_t l = start_l; l < start_l + tile_l; l++) { num_processed_items->fetch_add(1, std::memory_order_relaxed); } } TEST(Parallelize4DTile1D, MultiThreadPoolHighContention) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_4d_tile_1d( threadpool.get(), reinterpret_cast(IncrementSame4DTile1D), static_cast(&num_processed_items), kParallelize4DTile1DRangeI, kParallelize4DTile1DRangeJ, kParallelize4DTile1DRangeK, kParallelize4DTile1DRangeL, kParallelize4DTile1DTileL, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize4DTile1DRangeI * kParallelize4DTile1DRangeJ * kParallelize4DTile1DRangeK * kParallelize4DTile1DRangeL); } static void WorkImbalance4DTile1D(std::atomic_int* num_processed_items, size_t i, size_t j, size_t k, size_t start_l, size_t tile_l) { num_processed_items->fetch_add(tile_l, std::memory_order_relaxed); if (i == 0 && j == 0 && k == 0 && start_l == 0) { /* Spin-wait until all items are computed */ while (num_processed_items->load(std::memory_order_relaxed) != kParallelize4DTile1DRangeI * kParallelize4DTile1DRangeJ * kParallelize4DTile1DRangeK * kParallelize4DTile1DRangeL) { std::atomic_thread_fence(std::memory_order_acquire); } } } TEST(Parallelize4DTile1D, MultiThreadPoolWorkStealing) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_4d_tile_1d( threadpool.get(), reinterpret_cast(WorkImbalance4DTile1D), static_cast(&num_processed_items), kParallelize4DTile1DRangeI, kParallelize4DTile1DRangeJ, kParallelize4DTile1DRangeK, kParallelize4DTile1DRangeL, kParallelize4DTile1DTileL, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize4DTile1DRangeI * kParallelize4DTile1DRangeJ * kParallelize4DTile1DRangeK * kParallelize4DTile1DRangeL); } static void ComputeNothing4DTile2D(void*, size_t, size_t, size_t, size_t, size_t, size_t) { } TEST(Parallelize4DTile2D, SingleThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_4d_tile_2d(threadpool.get(), ComputeNothing4DTile2D, nullptr, kParallelize4DTile2DRangeI, kParallelize4DTile2DRangeJ, kParallelize4DTile2DRangeK, kParallelize4DTile2DRangeL, kParallelize4DTile2DTileK, kParallelize4DTile2DTileL, 0 /* flags */); } TEST(Parallelize4DTile2D, MultiThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_4d_tile_2d( threadpool.get(), ComputeNothing4DTile2D, nullptr, kParallelize4DTile2DRangeI, kParallelize4DTile2DRangeJ, kParallelize4DTile2DRangeK, kParallelize4DTile2DRangeL, kParallelize4DTile2DTileK, kParallelize4DTile2DTileL, 0 /* flags */); } static void CheckBounds4DTile2D(void*, size_t i, size_t j, size_t start_k, size_t start_l, size_t tile_k, size_t tile_l) { EXPECT_LT(i, kParallelize4DTile2DRangeI); EXPECT_LT(j, kParallelize4DTile2DRangeJ); EXPECT_LT(start_k, kParallelize4DTile2DRangeK); EXPECT_LT(start_l, kParallelize4DTile2DRangeL); EXPECT_LE(start_k + tile_k, kParallelize4DTile2DRangeK); EXPECT_LE(start_l + tile_l, kParallelize4DTile2DRangeL); } TEST(Parallelize4DTile2D, SingleThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_4d_tile_2d( threadpool.get(), CheckBounds4DTile2D, nullptr, kParallelize4DTile2DRangeI, kParallelize4DTile2DRangeJ, kParallelize4DTile2DRangeK, kParallelize4DTile2DRangeL, kParallelize4DTile2DTileK, kParallelize4DTile2DTileL, 0 /* flags */); } TEST(Parallelize4DTile2D, MultiThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_4d_tile_2d( threadpool.get(), CheckBounds4DTile2D, nullptr, kParallelize4DTile2DRangeI, kParallelize4DTile2DRangeJ, kParallelize4DTile2DRangeK, kParallelize4DTile2DRangeL, kParallelize4DTile2DTileK, kParallelize4DTile2DTileL, 0 /* flags */); } static void CheckTiling4DTile2D(void*, size_t i, size_t j, size_t start_k, size_t start_l, size_t tile_k, size_t tile_l) { EXPECT_GT(tile_k, 0); EXPECT_LE(tile_k, kParallelize4DTile2DTileK); EXPECT_EQ(start_k % kParallelize4DTile2DTileK, 0); EXPECT_EQ(tile_k, std::min(kParallelize4DTile2DTileK, kParallelize4DTile2DRangeK - start_k)); EXPECT_GT(tile_l, 0); EXPECT_LE(tile_l, kParallelize4DTile2DTileL); EXPECT_EQ(start_l % kParallelize4DTile2DTileL, 0); EXPECT_EQ(tile_l, std::min(kParallelize4DTile2DTileL, kParallelize4DTile2DRangeL - start_l)); } TEST(Parallelize4DTile2D, SingleThreadPoolUniformTiling) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_4d_tile_2d( threadpool.get(), CheckTiling4DTile2D, nullptr, kParallelize4DTile2DRangeI, kParallelize4DTile2DRangeJ, kParallelize4DTile2DRangeK, kParallelize4DTile2DRangeL, kParallelize4DTile2DTileK, kParallelize4DTile2DTileL, 0 /* flags */); } TEST(Parallelize4DTile2D, MultiThreadPoolUniformTiling) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_4d_tile_2d( threadpool.get(), CheckTiling4DTile2D, nullptr, kParallelize4DTile2DRangeI, kParallelize4DTile2DRangeJ, kParallelize4DTile2DRangeK, kParallelize4DTile2DRangeL, kParallelize4DTile2DTileK, kParallelize4DTile2DTileL, 0 /* flags */); } static void SetTrue4DTile2D(std::atomic_bool* processed_indicators, size_t i, size_t j, size_t start_k, size_t start_l, size_t tile_k, size_t tile_l) { for (size_t k = start_k; k < start_k + tile_k; k++) { for (size_t l = start_l; l < start_l + tile_l; l++) { const size_t linear_idx = ((i * kParallelize4DTile2DRangeJ + j) * kParallelize4DTile2DRangeK + k) * kParallelize4DTile2DRangeL + l; processed_indicators[linear_idx].store(true, std::memory_order_relaxed); } } } TEST(Parallelize4DTile2D, SingleThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize4DTile2DRangeI * kParallelize4DTile2DRangeJ * kParallelize4DTile2DRangeK * kParallelize4DTile2DRangeL); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_4d_tile_2d( threadpool.get(), reinterpret_cast(SetTrue4DTile2D), static_cast(indicators.data()), kParallelize4DTile2DRangeI, kParallelize4DTile2DRangeJ, kParallelize4DTile2DRangeK, kParallelize4DTile2DRangeL, kParallelize4DTile2DTileK, kParallelize4DTile2DTileL, 0 /* flags */); for (size_t i = 0; i < kParallelize4DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize4DTile2DRangeJ; j++) { for (size_t k = 0; k < kParallelize4DTile2DRangeK; k++) { for (size_t l = 0; l < kParallelize4DTile2DRangeL; l++) { const size_t linear_idx = ((i * kParallelize4DTile2DRangeJ + j) * kParallelize4DTile2DRangeK + k) * kParallelize4DTile2DRangeL + l; EXPECT_TRUE(indicators[linear_idx].load(std::memory_order_relaxed)) << "Element (" << i << ", " << j << ", " << k << ", " << l << ") not processed"; } } } } } TEST(Parallelize4DTile2D, MultiThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize4DTile2DRangeI * kParallelize4DTile2DRangeJ * kParallelize4DTile2DRangeK * kParallelize4DTile2DRangeL); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_4d_tile_2d( threadpool.get(), reinterpret_cast(SetTrue4DTile2D), static_cast(indicators.data()), kParallelize4DTile2DRangeI, kParallelize4DTile2DRangeJ, kParallelize4DTile2DRangeK, kParallelize4DTile2DRangeL, kParallelize4DTile2DTileK, kParallelize4DTile2DTileL, 0 /* flags */); for (size_t i = 0; i < kParallelize4DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize4DTile2DRangeJ; j++) { for (size_t k = 0; k < kParallelize4DTile2DRangeK; k++) { for (size_t l = 0; l < kParallelize4DTile2DRangeL; l++) { const size_t linear_idx = ((i * kParallelize4DTile2DRangeJ + j) * kParallelize4DTile2DRangeK + k) * kParallelize4DTile2DRangeL + l; EXPECT_TRUE(indicators[linear_idx].load(std::memory_order_relaxed)) << "Element (" << i << ", " << j << ", " << k << ", " << l << ") not processed"; } } } } } static void Increment4DTile2D(std::atomic_int* processed_counters, size_t i, size_t j, size_t start_k, size_t start_l, size_t tile_k, size_t tile_l) { for (size_t k = start_k; k < start_k + tile_k; k++) { for (size_t l = start_l; l < start_l + tile_l; l++) { const size_t linear_idx = ((i * kParallelize4DTile2DRangeJ + j) * kParallelize4DTile2DRangeK + k) * kParallelize4DTile2DRangeL + l; processed_counters[linear_idx].fetch_add(1, std::memory_order_relaxed); } } } TEST(Parallelize4DTile2D, SingleThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize4DTile2DRangeI * kParallelize4DTile2DRangeJ * kParallelize4DTile2DRangeK * kParallelize4DTile2DRangeL); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_4d_tile_2d( threadpool.get(), reinterpret_cast(Increment4DTile2D), static_cast(counters.data()), kParallelize4DTile2DRangeI, kParallelize4DTile2DRangeJ, kParallelize4DTile2DRangeK, kParallelize4DTile2DRangeL, kParallelize4DTile2DTileK, kParallelize4DTile2DTileL, 0 /* flags */); for (size_t i = 0; i < kParallelize4DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize4DTile2DRangeJ; j++) { for (size_t k = 0; k < kParallelize4DTile2DRangeK; k++) { for (size_t l = 0; l < kParallelize4DTile2DRangeL; l++) { const size_t linear_idx = ((i * kParallelize4DTile2DRangeJ + j) * kParallelize4DTile2DRangeK + k) * kParallelize4DTile2DRangeL + l; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), 1) << "Element (" << i << ", " << j << ", " << k << ", " << l << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times (expected: 1)"; } } } } } TEST(Parallelize4DTile2D, MultiThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize4DTile2DRangeI * kParallelize4DTile2DRangeJ * kParallelize4DTile2DRangeK * kParallelize4DTile2DRangeL); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_4d_tile_2d( threadpool.get(), reinterpret_cast(Increment4DTile2D), static_cast(counters.data()), kParallelize4DTile2DRangeI, kParallelize4DTile2DRangeJ, kParallelize4DTile2DRangeK, kParallelize4DTile2DRangeL, kParallelize4DTile2DTileK, kParallelize4DTile2DTileL, 0 /* flags */); for (size_t i = 0; i < kParallelize4DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize4DTile2DRangeJ; j++) { for (size_t k = 0; k < kParallelize4DTile2DRangeK; k++) { for (size_t l = 0; l < kParallelize4DTile2DRangeL; l++) { const size_t linear_idx = ((i * kParallelize4DTile2DRangeJ + j) * kParallelize4DTile2DRangeK + k) * kParallelize4DTile2DRangeL + l; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), 1) << "Element (" << i << ", " << j << ", " << k << ", " << l << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times (expected: 1)"; } } } } } TEST(Parallelize4DTile2D, SingleThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize4DTile2DRangeI * kParallelize4DTile2DRangeJ * kParallelize4DTile2DRangeK * kParallelize4DTile2DRangeL); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); for (size_t iteration = 0; iteration < kIncrementIterations; iteration++) { pthreadpool_parallelize_4d_tile_2d( threadpool.get(), reinterpret_cast(Increment4DTile2D), static_cast(counters.data()), kParallelize4DTile2DRangeI, kParallelize4DTile2DRangeJ, kParallelize4DTile2DRangeK, kParallelize4DTile2DRangeL, kParallelize4DTile2DTileK, kParallelize4DTile2DTileL, 0 /* flags */); } for (size_t i = 0; i < kParallelize4DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize4DTile2DRangeJ; j++) { for (size_t k = 0; k < kParallelize4DTile2DRangeK; k++) { for (size_t l = 0; l < kParallelize4DTile2DRangeL; l++) { const size_t linear_idx = ((i * kParallelize4DTile2DRangeJ + j) * kParallelize4DTile2DRangeK + k) * kParallelize4DTile2DRangeL + l; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), kIncrementIterations) << "Element (" << i << ", " << j << ", " << k << ", " << l << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations << ")"; } } } } } TEST(Parallelize4DTile2D, MultiThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize4DTile2DRangeI * kParallelize4DTile2DRangeJ * kParallelize4DTile2DRangeK * kParallelize4DTile2DRangeL); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } for (size_t iteration = 0; iteration < kIncrementIterations; iteration++) { pthreadpool_parallelize_4d_tile_2d( threadpool.get(), reinterpret_cast(Increment4DTile2D), static_cast(counters.data()), kParallelize4DTile2DRangeI, kParallelize4DTile2DRangeJ, kParallelize4DTile2DRangeK, kParallelize4DTile2DRangeL, kParallelize4DTile2DTileK, kParallelize4DTile2DTileL, 0 /* flags */); } for (size_t i = 0; i < kParallelize4DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize4DTile2DRangeJ; j++) { for (size_t k = 0; k < kParallelize4DTile2DRangeK; k++) { for (size_t l = 0; l < kParallelize4DTile2DRangeL; l++) { const size_t linear_idx = ((i * kParallelize4DTile2DRangeJ + j) * kParallelize4DTile2DRangeK + k) * kParallelize4DTile2DRangeL + l; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), kIncrementIterations) << "Element (" << i << ", " << j << ", " << k << ", " << l << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations << ")"; } } } } } static void IncrementSame4DTile2D(std::atomic_int* num_processed_items, size_t i, size_t j, size_t start_k, size_t start_l, size_t tile_k, size_t tile_l) { for (size_t k = start_k; k < start_k + tile_k; k++) { for (size_t l = start_l; l < start_l + tile_l; l++) { num_processed_items->fetch_add(1, std::memory_order_relaxed); } } } TEST(Parallelize4DTile2D, MultiThreadPoolHighContention) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_4d_tile_2d( threadpool.get(), reinterpret_cast(IncrementSame4DTile2D), static_cast(&num_processed_items), kParallelize4DTile2DRangeI, kParallelize4DTile2DRangeJ, kParallelize4DTile2DRangeK, kParallelize4DTile2DRangeL, kParallelize4DTile2DTileK, kParallelize4DTile2DTileL, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize4DTile2DRangeI * kParallelize4DTile2DRangeJ * kParallelize4DTile2DRangeK * kParallelize4DTile2DRangeL); } static void WorkImbalance4DTile2D(std::atomic_int* num_processed_items, size_t i, size_t j, size_t start_k, size_t start_l, size_t tile_k, size_t tile_l) { num_processed_items->fetch_add(tile_k * tile_l, std::memory_order_relaxed); if (i == 0 && j == 0 && start_k == 0 && start_l == 0) { /* Spin-wait until all items are computed */ while (num_processed_items->load(std::memory_order_relaxed) != kParallelize4DTile2DRangeI * kParallelize4DTile2DRangeJ * kParallelize4DTile2DRangeK * kParallelize4DTile2DRangeL) { std::atomic_thread_fence(std::memory_order_acquire); } } } TEST(Parallelize4DTile2D, MultiThreadPoolWorkStealing) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_4d_tile_2d( threadpool.get(), reinterpret_cast(WorkImbalance4DTile2D), static_cast(&num_processed_items), kParallelize4DTile2DRangeI, kParallelize4DTile2DRangeJ, kParallelize4DTile2DRangeK, kParallelize4DTile2DRangeL, kParallelize4DTile2DTileK, kParallelize4DTile2DTileL, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize4DTile2DRangeI * kParallelize4DTile2DRangeJ * kParallelize4DTile2DRangeK * kParallelize4DTile2DRangeL); } static void ComputeNothing4DTile2DWithUArch(void*, uint32_t, size_t, size_t, size_t, size_t, size_t, size_t) { } TEST(Parallelize4DTile2DWithUArch, SingleThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_4d_tile_2d_with_uarch(threadpool.get(), ComputeNothing4DTile2DWithUArch, nullptr, kDefaultUArchIndex, kMaxUArchIndex, kParallelize4DTile2DRangeI, kParallelize4DTile2DRangeJ, kParallelize4DTile2DRangeK, kParallelize4DTile2DRangeL, kParallelize4DTile2DTileK, kParallelize4DTile2DTileL, 0 /* flags */); } TEST(Parallelize4DTile2DWithUArch, MultiThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_4d_tile_2d_with_uarch( threadpool.get(), ComputeNothing4DTile2DWithUArch, nullptr, kDefaultUArchIndex, kMaxUArchIndex, kParallelize4DTile2DRangeI, kParallelize4DTile2DRangeJ, kParallelize4DTile2DRangeK, kParallelize4DTile2DRangeL, kParallelize4DTile2DTileK, kParallelize4DTile2DTileL, 0 /* flags */); } static void CheckUArch4DTile2DWithUArch(void*, uint32_t uarch_index, size_t, size_t, size_t, size_t, size_t, size_t) { if (uarch_index != kDefaultUArchIndex) { EXPECT_LE(uarch_index, kMaxUArchIndex); } } TEST(Parallelize4DTile2DWithUArch, SingleThreadPoolUArchInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_4d_tile_2d_with_uarch( threadpool.get(), CheckUArch4DTile2DWithUArch, nullptr, kDefaultUArchIndex, kMaxUArchIndex, kParallelize4DTile2DRangeI, kParallelize4DTile2DRangeJ, kParallelize4DTile2DRangeK, kParallelize4DTile2DRangeL, kParallelize4DTile2DTileK, kParallelize4DTile2DTileL, 0 /* flags */); } TEST(Parallelize4DTile2DWithUArch, MultiThreadPoolUArchInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_4d_tile_2d_with_uarch( threadpool.get(), CheckUArch4DTile2DWithUArch, nullptr, kDefaultUArchIndex, kMaxUArchIndex, kParallelize4DTile2DRangeI, kParallelize4DTile2DRangeJ, kParallelize4DTile2DRangeK, kParallelize4DTile2DRangeL, kParallelize4DTile2DTileK, kParallelize4DTile2DTileL, 0 /* flags */); } static void CheckBounds4DTile2DWithUArch(void*, uint32_t, size_t i, size_t j, size_t start_k, size_t start_l, size_t tile_k, size_t tile_l) { EXPECT_LT(i, kParallelize4DTile2DRangeI); EXPECT_LT(j, kParallelize4DTile2DRangeJ); EXPECT_LT(start_k, kParallelize4DTile2DRangeK); EXPECT_LT(start_l, kParallelize4DTile2DRangeL); EXPECT_LE(start_k + tile_k, kParallelize4DTile2DRangeK); EXPECT_LE(start_l + tile_l, kParallelize4DTile2DRangeL); } TEST(Parallelize4DTile2DWithUArch, SingleThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_4d_tile_2d_with_uarch( threadpool.get(), CheckBounds4DTile2DWithUArch, nullptr, kDefaultUArchIndex, kMaxUArchIndex, kParallelize4DTile2DRangeI, kParallelize4DTile2DRangeJ, kParallelize4DTile2DRangeK, kParallelize4DTile2DRangeL, kParallelize4DTile2DTileK, kParallelize4DTile2DTileL, 0 /* flags */); } TEST(Parallelize4DTile2DWithUArch, MultiThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_4d_tile_2d_with_uarch( threadpool.get(), CheckBounds4DTile2DWithUArch, nullptr, kDefaultUArchIndex, kMaxUArchIndex, kParallelize4DTile2DRangeI, kParallelize4DTile2DRangeJ, kParallelize4DTile2DRangeK, kParallelize4DTile2DRangeL, kParallelize4DTile2DTileK, kParallelize4DTile2DTileL, 0 /* flags */); } static void CheckTiling4DTile2DWithUArch(void*, uint32_t, size_t i, size_t j, size_t start_k, size_t start_l, size_t tile_k, size_t tile_l) { EXPECT_GT(tile_k, 0); EXPECT_LE(tile_k, kParallelize4DTile2DTileK); EXPECT_EQ(start_k % kParallelize4DTile2DTileK, 0); EXPECT_EQ(tile_k, std::min(kParallelize4DTile2DTileK, kParallelize4DTile2DRangeK - start_k)); EXPECT_GT(tile_l, 0); EXPECT_LE(tile_l, kParallelize4DTile2DTileL); EXPECT_EQ(start_l % kParallelize4DTile2DTileL, 0); EXPECT_EQ(tile_l, std::min(kParallelize4DTile2DTileL, kParallelize4DTile2DRangeL - start_l)); } TEST(Parallelize4DTile2DWithUArch, SingleThreadPoolUniformTiling) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_4d_tile_2d_with_uarch( threadpool.get(), CheckTiling4DTile2DWithUArch, nullptr, kDefaultUArchIndex, kMaxUArchIndex, kParallelize4DTile2DRangeI, kParallelize4DTile2DRangeJ, kParallelize4DTile2DRangeK, kParallelize4DTile2DRangeL, kParallelize4DTile2DTileK, kParallelize4DTile2DTileL, 0 /* flags */); } TEST(Parallelize4DTile2DWithUArch, MultiThreadPoolUniformTiling) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_4d_tile_2d_with_uarch( threadpool.get(), CheckTiling4DTile2DWithUArch, nullptr, kDefaultUArchIndex, kMaxUArchIndex, kParallelize4DTile2DRangeI, kParallelize4DTile2DRangeJ, kParallelize4DTile2DRangeK, kParallelize4DTile2DRangeL, kParallelize4DTile2DTileK, kParallelize4DTile2DTileL, 0 /* flags */); } static void SetTrue4DTile2DWithUArch(std::atomic_bool* processed_indicators, uint32_t, size_t i, size_t j, size_t start_k, size_t start_l, size_t tile_k, size_t tile_l) { for (size_t k = start_k; k < start_k + tile_k; k++) { for (size_t l = start_l; l < start_l + tile_l; l++) { const size_t linear_idx = ((i * kParallelize4DTile2DRangeJ + j) * kParallelize4DTile2DRangeK + k) * kParallelize4DTile2DRangeL + l; processed_indicators[linear_idx].store(true, std::memory_order_relaxed); } } } TEST(Parallelize4DTile2DWithUArch, SingleThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize4DTile2DRangeI * kParallelize4DTile2DRangeJ * kParallelize4DTile2DRangeK * kParallelize4DTile2DRangeL); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_4d_tile_2d_with_uarch( threadpool.get(), reinterpret_cast(SetTrue4DTile2DWithUArch), static_cast(indicators.data()), kDefaultUArchIndex, kMaxUArchIndex, kParallelize4DTile2DRangeI, kParallelize4DTile2DRangeJ, kParallelize4DTile2DRangeK, kParallelize4DTile2DRangeL, kParallelize4DTile2DTileK, kParallelize4DTile2DTileL, 0 /* flags */); for (size_t i = 0; i < kParallelize4DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize4DTile2DRangeJ; j++) { for (size_t k = 0; k < kParallelize4DTile2DRangeK; k++) { for (size_t l = 0; l < kParallelize4DTile2DRangeL; l++) { const size_t linear_idx = ((i * kParallelize4DTile2DRangeJ + j) * kParallelize4DTile2DRangeK + k) * kParallelize4DTile2DRangeL + l; EXPECT_TRUE(indicators[linear_idx].load(std::memory_order_relaxed)) << "Element (" << i << ", " << j << ", " << k << ", " << l << ") not processed"; } } } } } TEST(Parallelize4DTile2DWithUArch, MultiThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize4DTile2DRangeI * kParallelize4DTile2DRangeJ * kParallelize4DTile2DRangeK * kParallelize4DTile2DRangeL); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_4d_tile_2d_with_uarch( threadpool.get(), reinterpret_cast(SetTrue4DTile2DWithUArch), static_cast(indicators.data()), kDefaultUArchIndex, kMaxUArchIndex, kParallelize4DTile2DRangeI, kParallelize4DTile2DRangeJ, kParallelize4DTile2DRangeK, kParallelize4DTile2DRangeL, kParallelize4DTile2DTileK, kParallelize4DTile2DTileL, 0 /* flags */); for (size_t i = 0; i < kParallelize4DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize4DTile2DRangeJ; j++) { for (size_t k = 0; k < kParallelize4DTile2DRangeK; k++) { for (size_t l = 0; l < kParallelize4DTile2DRangeL; l++) { const size_t linear_idx = ((i * kParallelize4DTile2DRangeJ + j) * kParallelize4DTile2DRangeK + k) * kParallelize4DTile2DRangeL + l; EXPECT_TRUE(indicators[linear_idx].load(std::memory_order_relaxed)) << "Element (" << i << ", " << j << ", " << k << ", " << l << ") not processed"; } } } } } static void Increment4DTile2DWithUArch(std::atomic_int* processed_counters, uint32_t, size_t i, size_t j, size_t start_k, size_t start_l, size_t tile_k, size_t tile_l) { for (size_t k = start_k; k < start_k + tile_k; k++) { for (size_t l = start_l; l < start_l + tile_l; l++) { const size_t linear_idx = ((i * kParallelize4DTile2DRangeJ + j) * kParallelize4DTile2DRangeK + k) * kParallelize4DTile2DRangeL + l; processed_counters[linear_idx].fetch_add(1, std::memory_order_relaxed); } } } TEST(Parallelize4DTile2DWithUArch, SingleThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize4DTile2DRangeI * kParallelize4DTile2DRangeJ * kParallelize4DTile2DRangeK * kParallelize4DTile2DRangeL); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_4d_tile_2d_with_uarch( threadpool.get(), reinterpret_cast(Increment4DTile2DWithUArch), static_cast(counters.data()), kDefaultUArchIndex, kMaxUArchIndex, kParallelize4DTile2DRangeI, kParallelize4DTile2DRangeJ, kParallelize4DTile2DRangeK, kParallelize4DTile2DRangeL, kParallelize4DTile2DTileK, kParallelize4DTile2DTileL, 0 /* flags */); for (size_t i = 0; i < kParallelize4DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize4DTile2DRangeJ; j++) { for (size_t k = 0; k < kParallelize4DTile2DRangeK; k++) { for (size_t l = 0; l < kParallelize4DTile2DRangeL; l++) { const size_t linear_idx = ((i * kParallelize4DTile2DRangeJ + j) * kParallelize4DTile2DRangeK + k) * kParallelize4DTile2DRangeL + l; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), 1) << "Element (" << i << ", " << j << ", " << k << ", " << l << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times (expected: 1)"; } } } } } TEST(Parallelize4DTile2DWithUArch, MultiThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize4DTile2DRangeI * kParallelize4DTile2DRangeJ * kParallelize4DTile2DRangeK * kParallelize4DTile2DRangeL); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_4d_tile_2d_with_uarch( threadpool.get(), reinterpret_cast(Increment4DTile2DWithUArch), static_cast(counters.data()), kDefaultUArchIndex, kMaxUArchIndex, kParallelize4DTile2DRangeI, kParallelize4DTile2DRangeJ, kParallelize4DTile2DRangeK, kParallelize4DTile2DRangeL, kParallelize4DTile2DTileK, kParallelize4DTile2DTileL, 0 /* flags */); for (size_t i = 0; i < kParallelize4DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize4DTile2DRangeJ; j++) { for (size_t k = 0; k < kParallelize4DTile2DRangeK; k++) { for (size_t l = 0; l < kParallelize4DTile2DRangeL; l++) { const size_t linear_idx = ((i * kParallelize4DTile2DRangeJ + j) * kParallelize4DTile2DRangeK + k) * kParallelize4DTile2DRangeL + l; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), 1) << "Element (" << i << ", " << j << ", " << k << ", " << l << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times (expected: 1)"; } } } } } TEST(Parallelize4DTile2DWithUArch, SingleThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize4DTile2DRangeI * kParallelize4DTile2DRangeJ * kParallelize4DTile2DRangeK * kParallelize4DTile2DRangeL); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); for (size_t iteration = 0; iteration < kIncrementIterations; iteration++) { pthreadpool_parallelize_4d_tile_2d_with_uarch( threadpool.get(), reinterpret_cast(Increment4DTile2DWithUArch), static_cast(counters.data()), kDefaultUArchIndex, kMaxUArchIndex, kParallelize4DTile2DRangeI, kParallelize4DTile2DRangeJ, kParallelize4DTile2DRangeK, kParallelize4DTile2DRangeL, kParallelize4DTile2DTileK, kParallelize4DTile2DTileL, 0 /* flags */); } for (size_t i = 0; i < kParallelize4DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize4DTile2DRangeJ; j++) { for (size_t k = 0; k < kParallelize4DTile2DRangeK; k++) { for (size_t l = 0; l < kParallelize4DTile2DRangeL; l++) { const size_t linear_idx = ((i * kParallelize4DTile2DRangeJ + j) * kParallelize4DTile2DRangeK + k) * kParallelize4DTile2DRangeL + l; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), kIncrementIterations) << "Element (" << i << ", " << j << ", " << k << ", " << l << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations << ")"; } } } } } TEST(Parallelize4DTile2DWithUArch, MultiThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize4DTile2DRangeI * kParallelize4DTile2DRangeJ * kParallelize4DTile2DRangeK * kParallelize4DTile2DRangeL); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } for (size_t iteration = 0; iteration < kIncrementIterations; iteration++) { pthreadpool_parallelize_4d_tile_2d_with_uarch( threadpool.get(), reinterpret_cast(Increment4DTile2DWithUArch), static_cast(counters.data()), kDefaultUArchIndex, kMaxUArchIndex, kParallelize4DTile2DRangeI, kParallelize4DTile2DRangeJ, kParallelize4DTile2DRangeK, kParallelize4DTile2DRangeL, kParallelize4DTile2DTileK, kParallelize4DTile2DTileL, 0 /* flags */); } for (size_t i = 0; i < kParallelize4DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize4DTile2DRangeJ; j++) { for (size_t k = 0; k < kParallelize4DTile2DRangeK; k++) { for (size_t l = 0; l < kParallelize4DTile2DRangeL; l++) { const size_t linear_idx = ((i * kParallelize4DTile2DRangeJ + j) * kParallelize4DTile2DRangeK + k) * kParallelize4DTile2DRangeL + l; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), kIncrementIterations) << "Element (" << i << ", " << j << ", " << k << ", " << l << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations << ")"; } } } } } static void IncrementSame4DTile2DWithUArch(std::atomic_int* num_processed_items, uint32_t, size_t i, size_t j, size_t start_k, size_t start_l, size_t tile_k, size_t tile_l) { for (size_t k = start_k; k < start_k + tile_k; k++) { for (size_t l = start_l; l < start_l + tile_l; l++) { num_processed_items->fetch_add(1, std::memory_order_relaxed); } } } TEST(Parallelize4DTile2DWithUArch, MultiThreadPoolHighContention) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_4d_tile_2d_with_uarch( threadpool.get(), reinterpret_cast(IncrementSame4DTile2DWithUArch), static_cast(&num_processed_items), kDefaultUArchIndex, kMaxUArchIndex, kParallelize4DTile2DRangeI, kParallelize4DTile2DRangeJ, kParallelize4DTile2DRangeK, kParallelize4DTile2DRangeL, kParallelize4DTile2DTileK, kParallelize4DTile2DTileL, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize4DTile2DRangeI * kParallelize4DTile2DRangeJ * kParallelize4DTile2DRangeK * kParallelize4DTile2DRangeL); } static void WorkImbalance4DTile2DWithUArch(std::atomic_int* num_processed_items, uint32_t, size_t i, size_t j, size_t start_k, size_t start_l, size_t tile_k, size_t tile_l) { num_processed_items->fetch_add(tile_k * tile_l, std::memory_order_relaxed); if (i == 0 && j == 0 && start_k == 0 && start_l == 0) { /* Spin-wait until all items are computed */ while (num_processed_items->load(std::memory_order_relaxed) != kParallelize4DTile2DRangeI * kParallelize4DTile2DRangeJ * kParallelize4DTile2DRangeK * kParallelize4DTile2DRangeL) { std::atomic_thread_fence(std::memory_order_acquire); } } } TEST(Parallelize4DTile2DWithUArch, MultiThreadPoolWorkStealing) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_4d_tile_2d_with_uarch( threadpool.get(), reinterpret_cast(WorkImbalance4DTile2DWithUArch), static_cast(&num_processed_items), kDefaultUArchIndex, kMaxUArchIndex, kParallelize4DTile2DRangeI, kParallelize4DTile2DRangeJ, kParallelize4DTile2DRangeK, kParallelize4DTile2DRangeL, kParallelize4DTile2DTileK, kParallelize4DTile2DTileL, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize4DTile2DRangeI * kParallelize4DTile2DRangeJ * kParallelize4DTile2DRangeK * kParallelize4DTile2DRangeL); } static void ComputeNothing5D(void*, size_t, size_t, size_t, size_t, size_t) { } TEST(Parallelize5D, SingleThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_5d(threadpool.get(), ComputeNothing5D, nullptr, kParallelize5DRangeI, kParallelize5DRangeJ, kParallelize5DRangeK, kParallelize5DRangeL, kParallelize5DRangeM, 0 /* flags */); } TEST(Parallelize5D, MultiThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_5d( threadpool.get(), ComputeNothing5D, nullptr, kParallelize5DRangeI, kParallelize5DRangeJ, kParallelize5DRangeK, kParallelize5DRangeL, kParallelize5DRangeM, 0 /* flags */); } static void CheckBounds5D(void*, size_t i, size_t j, size_t k, size_t l, size_t m) { EXPECT_LT(i, kParallelize5DRangeI); EXPECT_LT(j, kParallelize5DRangeJ); EXPECT_LT(k, kParallelize5DRangeK); EXPECT_LT(l, kParallelize5DRangeL); EXPECT_LT(m, kParallelize5DRangeM); } TEST(Parallelize5D, SingleThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_5d( threadpool.get(), CheckBounds5D, nullptr, kParallelize5DRangeI, kParallelize5DRangeJ, kParallelize5DRangeK, kParallelize5DRangeL, kParallelize5DRangeM, 0 /* flags */); } TEST(Parallelize5D, MultiThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_5d( threadpool.get(), CheckBounds5D, nullptr, kParallelize5DRangeI, kParallelize5DRangeJ, kParallelize5DRangeK, kParallelize5DRangeL, kParallelize5DRangeM, 0 /* flags */); } static void SetTrue5D(std::atomic_bool* processed_indicators, size_t i, size_t j, size_t k, size_t l, size_t m) { const size_t linear_idx = (((i * kParallelize5DRangeJ + j) * kParallelize5DRangeK + k) * kParallelize5DRangeL + l) * kParallelize5DRangeM + m; processed_indicators[linear_idx].store(true, std::memory_order_relaxed); } TEST(Parallelize5D, SingleThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize5DRangeI * kParallelize5DRangeJ * kParallelize5DRangeK * kParallelize5DRangeL * kParallelize5DRangeM); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_5d( threadpool.get(), reinterpret_cast(SetTrue5D), static_cast(indicators.data()), kParallelize5DRangeI, kParallelize5DRangeJ, kParallelize5DRangeK, kParallelize5DRangeL, kParallelize5DRangeM, 0 /* flags */); for (size_t i = 0; i < kParallelize5DRangeI; i++) { for (size_t j = 0; j < kParallelize5DRangeJ; j++) { for (size_t k = 0; k < kParallelize5DRangeK; k++) { for (size_t l = 0; l < kParallelize5DRangeL; l++) { for (size_t m = 0; m < kParallelize5DRangeM; m++) { const size_t linear_idx = (((i * kParallelize5DRangeJ + j) * kParallelize5DRangeK + k) * kParallelize5DRangeL + l) * kParallelize5DRangeM + m; EXPECT_TRUE(indicators[linear_idx].load(std::memory_order_relaxed)) << "Element (" << i << ", " << j << ", " << k << ", " << l << ", " << m << ") not processed"; } } } } } } TEST(Parallelize5D, MultiThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize5DRangeI * kParallelize5DRangeJ * kParallelize5DRangeK * kParallelize5DRangeL * kParallelize5DRangeM); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_5d( threadpool.get(), reinterpret_cast(SetTrue5D), static_cast(indicators.data()), kParallelize5DRangeI, kParallelize5DRangeJ, kParallelize5DRangeK, kParallelize5DRangeL, kParallelize5DRangeM, 0 /* flags */); for (size_t i = 0; i < kParallelize5DRangeI; i++) { for (size_t j = 0; j < kParallelize5DRangeJ; j++) { for (size_t k = 0; k < kParallelize5DRangeK; k++) { for (size_t l = 0; l < kParallelize5DRangeL; l++) { for (size_t m = 0; m < kParallelize5DRangeM; m++) { const size_t linear_idx = (((i * kParallelize5DRangeJ + j) * kParallelize5DRangeK + k) * kParallelize5DRangeL + l) * kParallelize5DRangeM + m; EXPECT_TRUE(indicators[linear_idx].load(std::memory_order_relaxed)) << "Element (" << i << ", " << j << ", " << k << ", " << l << ", " << m << ") not processed"; } } } } } } static void Increment5D(std::atomic_int* processed_counters, size_t i, size_t j, size_t k, size_t l, size_t m) { const size_t linear_idx = (((i * kParallelize5DRangeJ + j) * kParallelize5DRangeK + k) * kParallelize5DRangeL + l) * kParallelize5DRangeM + m; processed_counters[linear_idx].fetch_add(1, std::memory_order_relaxed); } TEST(Parallelize5D, SingleThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize5DRangeI * kParallelize5DRangeJ * kParallelize5DRangeK * kParallelize5DRangeL * kParallelize5DRangeM); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_5d( threadpool.get(), reinterpret_cast(Increment5D), static_cast(counters.data()), kParallelize5DRangeI, kParallelize5DRangeJ, kParallelize5DRangeK, kParallelize5DRangeL, kParallelize5DRangeM, 0 /* flags */); for (size_t i = 0; i < kParallelize5DRangeI; i++) { for (size_t j = 0; j < kParallelize5DRangeJ; j++) { for (size_t k = 0; k < kParallelize5DRangeK; k++) { for (size_t l = 0; l < kParallelize5DRangeL; l++) { for (size_t m = 0; m < kParallelize5DRangeM; m++) { const size_t linear_idx = (((i * kParallelize5DRangeJ + j) * kParallelize5DRangeK + k) * kParallelize5DRangeL + l) * kParallelize5DRangeM + m; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), 1) << "Element (" << i << ", " << j << ", " << k << ", " << l << ", " << m << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times (expected: 1)"; } } } } } } TEST(Parallelize5D, MultiThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize5DRangeI * kParallelize5DRangeJ * kParallelize5DRangeK * kParallelize5DRangeL * kParallelize5DRangeM); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_5d( threadpool.get(), reinterpret_cast(Increment5D), static_cast(counters.data()), kParallelize5DRangeI, kParallelize5DRangeJ, kParallelize5DRangeK, kParallelize5DRangeL, kParallelize5DRangeM, 0 /* flags */); for (size_t i = 0; i < kParallelize5DRangeI; i++) { for (size_t j = 0; j < kParallelize5DRangeJ; j++) { for (size_t k = 0; k < kParallelize5DRangeK; k++) { for (size_t l = 0; l < kParallelize5DRangeL; l++) { for (size_t m = 0; m < kParallelize5DRangeM; m++) { const size_t linear_idx = (((i * kParallelize5DRangeJ + j) * kParallelize5DRangeK + k) * kParallelize5DRangeL + l) * kParallelize5DRangeM + m; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), 1) << "Element (" << i << ", " << j << ", " << k << ", " << l << ", " << m << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times (expected: 1)"; } } } } } } TEST(Parallelize5D, SingleThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize5DRangeI * kParallelize5DRangeJ * kParallelize5DRangeK * kParallelize5DRangeL * kParallelize5DRangeM); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); for (size_t iteration = 0; iteration < kIncrementIterations5D; iteration++) { pthreadpool_parallelize_5d( threadpool.get(), reinterpret_cast(Increment5D), static_cast(counters.data()), kParallelize5DRangeI, kParallelize5DRangeJ, kParallelize5DRangeK, kParallelize5DRangeL, kParallelize5DRangeM, 0 /* flags */); } for (size_t i = 0; i < kParallelize5DRangeI; i++) { for (size_t j = 0; j < kParallelize5DRangeJ; j++) { for (size_t k = 0; k < kParallelize5DRangeK; k++) { for (size_t l = 0; l < kParallelize5DRangeL; l++) { for (size_t m = 0; m < kParallelize5DRangeM; m++) { const size_t linear_idx = (((i * kParallelize5DRangeJ + j) * kParallelize5DRangeK + k) * kParallelize5DRangeL + l) * kParallelize5DRangeM + m; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), kIncrementIterations5D) << "Element (" << i << ", " << j << ", " << k << ", " << l << ", " << m << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations5D << ")"; } } } } } } TEST(Parallelize5D, MultiThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize5DRangeI * kParallelize5DRangeJ * kParallelize5DRangeK * kParallelize5DRangeL * kParallelize5DRangeM); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } for (size_t iteration = 0; iteration < kIncrementIterations5D; iteration++) { pthreadpool_parallelize_5d( threadpool.get(), reinterpret_cast(Increment5D), static_cast(counters.data()), kParallelize5DRangeI, kParallelize5DRangeJ, kParallelize5DRangeK, kParallelize5DRangeL, kParallelize5DRangeM, 0 /* flags */); } for (size_t i = 0; i < kParallelize5DRangeI; i++) { for (size_t j = 0; j < kParallelize5DRangeJ; j++) { for (size_t k = 0; k < kParallelize5DRangeK; k++) { for (size_t l = 0; l < kParallelize5DRangeL; l++) { for (size_t m = 0; m < kParallelize5DRangeM; m++) { const size_t linear_idx = (((i * kParallelize5DRangeJ + j) * kParallelize5DRangeK + k) * kParallelize5DRangeL + l) * kParallelize5DRangeM + m; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), kIncrementIterations5D) << "Element (" << i << ", " << j << ", " << k << ", " << l << ", " << m << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations5D << ")"; } } } } } } static void IncrementSame5D(std::atomic_int* num_processed_items, size_t i, size_t j, size_t k, size_t l, size_t m) { num_processed_items->fetch_add(1, std::memory_order_relaxed); } TEST(Parallelize5D, MultiThreadPoolHighContention) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_5d( threadpool.get(), reinterpret_cast(IncrementSame5D), static_cast(&num_processed_items), kParallelize5DRangeI, kParallelize5DRangeJ, kParallelize5DRangeK, kParallelize5DRangeL, kParallelize5DRangeM, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize5DRangeI * kParallelize5DRangeJ * kParallelize5DRangeK * kParallelize5DRangeL * kParallelize5DRangeM); } static void WorkImbalance5D(std::atomic_int* num_processed_items, size_t i, size_t j, size_t k, size_t l, size_t m) { num_processed_items->fetch_add(1, std::memory_order_relaxed); if (i == 0 && j == 0 && k == 0 && l == 0 && m == 0) { /* Spin-wait until all items are computed */ while (num_processed_items->load(std::memory_order_relaxed) != kParallelize5DRangeI * kParallelize5DRangeJ * kParallelize5DRangeK * kParallelize5DRangeL * kParallelize5DRangeM) { std::atomic_thread_fence(std::memory_order_acquire); } } } TEST(Parallelize5D, MultiThreadPoolWorkStealing) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_5d( threadpool.get(), reinterpret_cast(WorkImbalance5D), static_cast(&num_processed_items), kParallelize5DRangeI, kParallelize5DRangeJ, kParallelize5DRangeK, kParallelize5DRangeL, kParallelize5DRangeM, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize5DRangeI * kParallelize5DRangeJ * kParallelize5DRangeK * kParallelize5DRangeL * kParallelize5DRangeM); } static void ComputeNothing5DTile1D(void*, size_t, size_t, size_t, size_t, size_t, size_t) { } TEST(Parallelize5DTile1D, SingleThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_5d_tile_1d(threadpool.get(), ComputeNothing5DTile1D, nullptr, kParallelize5DTile1DRangeI, kParallelize5DTile1DRangeJ, kParallelize5DTile1DRangeK, kParallelize5DTile1DRangeL, kParallelize5DTile1DRangeM, kParallelize5DTile1DTileM, 0 /* flags */); } TEST(Parallelize5DTile1D, MultiThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_5d_tile_1d( threadpool.get(), ComputeNothing5DTile1D, nullptr, kParallelize5DTile1DRangeI, kParallelize5DTile1DRangeJ, kParallelize5DTile1DRangeK, kParallelize5DTile1DRangeL, kParallelize5DTile1DRangeM, kParallelize5DTile1DTileM, 0 /* flags */); } static void CheckBounds5DTile1D(void*, size_t i, size_t j, size_t k, size_t l, size_t start_m, size_t tile_m) { EXPECT_LT(i, kParallelize5DTile1DRangeI); EXPECT_LT(j, kParallelize5DTile1DRangeJ); EXPECT_LT(k, kParallelize5DTile1DRangeK); EXPECT_LT(l, kParallelize5DTile1DRangeL); EXPECT_LT(start_m, kParallelize5DTile1DRangeM); EXPECT_LE(start_m + tile_m, kParallelize5DTile1DRangeM); } TEST(Parallelize5DTile1D, SingleThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_5d_tile_1d( threadpool.get(), CheckBounds5DTile1D, nullptr, kParallelize5DTile1DRangeI, kParallelize5DTile1DRangeJ, kParallelize5DTile1DRangeK, kParallelize5DTile1DRangeL, kParallelize5DTile1DRangeM, kParallelize5DTile1DTileM, 0 /* flags */); } TEST(Parallelize5DTile1D, MultiThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_5d_tile_1d( threadpool.get(), CheckBounds5DTile1D, nullptr, kParallelize5DTile1DRangeI, kParallelize5DTile1DRangeJ, kParallelize5DTile1DRangeK, kParallelize5DTile1DRangeL, kParallelize5DTile1DRangeM, kParallelize5DTile1DTileM, 0 /* flags */); } static void CheckTiling5DTile1D(void*, size_t i, size_t j, size_t k, size_t l, size_t start_m, size_t tile_m) { EXPECT_GT(tile_m, 0); EXPECT_LE(tile_m, kParallelize5DTile1DTileM); EXPECT_EQ(start_m % kParallelize5DTile1DTileM, 0); EXPECT_EQ(tile_m, std::min(kParallelize5DTile1DTileM, kParallelize5DTile1DRangeM - start_m)); } TEST(Parallelize5DTile1D, SingleThreadPoolUniformTiling) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_5d_tile_1d( threadpool.get(), CheckTiling5DTile1D, nullptr, kParallelize5DTile1DRangeI, kParallelize5DTile1DRangeJ, kParallelize5DTile1DRangeK, kParallelize5DTile1DRangeL, kParallelize5DTile1DRangeM, kParallelize5DTile1DTileM, 0 /* flags */); } TEST(Parallelize5DTile1D, MultiThreadPoolUniformTiling) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_5d_tile_1d( threadpool.get(), CheckTiling5DTile1D, nullptr, kParallelize5DTile1DRangeI, kParallelize5DTile1DRangeJ, kParallelize5DTile1DRangeK, kParallelize5DTile1DRangeL, kParallelize5DTile1DRangeM, kParallelize5DTile1DTileM, 0 /* flags */); } static void SetTrue5DTile1D(std::atomic_bool* processed_indicators, size_t i, size_t j, size_t k, size_t l, size_t start_m, size_t tile_m) { for (size_t m = start_m; m < start_m + tile_m; m++) { const size_t linear_idx = (((i * kParallelize5DTile1DRangeJ + j) * kParallelize5DTile1DRangeK + k) * kParallelize5DTile1DRangeL + l) * kParallelize5DTile1DRangeM + m; processed_indicators[linear_idx].store(true, std::memory_order_relaxed); } } TEST(Parallelize5DTile1D, SingleThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize5DTile1DRangeI * kParallelize5DTile1DRangeJ * kParallelize5DTile1DRangeK * kParallelize5DTile1DRangeL * kParallelize5DTile1DRangeM); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_5d_tile_1d( threadpool.get(), reinterpret_cast(SetTrue5DTile1D), static_cast(indicators.data()), kParallelize5DTile1DRangeI, kParallelize5DTile1DRangeJ, kParallelize5DTile1DRangeK, kParallelize5DTile1DRangeL, kParallelize5DTile1DRangeM, kParallelize5DTile1DTileM, 0 /* flags */); for (size_t i = 0; i < kParallelize5DTile1DRangeI; i++) { for (size_t j = 0; j < kParallelize5DTile1DRangeJ; j++) { for (size_t k = 0; k < kParallelize5DTile1DRangeK; k++) { for (size_t l = 0; l < kParallelize5DTile1DRangeL; l++) { for (size_t m = 0; m < kParallelize5DTile1DRangeM; m++) { const size_t linear_idx = (((i * kParallelize5DTile1DRangeJ + j) * kParallelize5DTile1DRangeK + k) * kParallelize5DTile1DRangeL + l) * kParallelize5DTile1DRangeM + m; EXPECT_TRUE(indicators[linear_idx].load(std::memory_order_relaxed)) << "Element (" << i << ", " << j << ", " << k << ", " << l << ", " << m << ") not processed"; } } } } } } TEST(Parallelize5DTile1D, MultiThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize5DTile1DRangeI * kParallelize5DTile1DRangeJ * kParallelize5DTile1DRangeK * kParallelize5DTile1DRangeL * kParallelize5DTile1DRangeM); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_5d_tile_1d( threadpool.get(), reinterpret_cast(SetTrue5DTile1D), static_cast(indicators.data()), kParallelize5DTile1DRangeI, kParallelize5DTile1DRangeJ, kParallelize5DTile1DRangeK, kParallelize5DTile1DRangeL, kParallelize5DTile1DRangeM, kParallelize5DTile1DTileM, 0 /* flags */); for (size_t i = 0; i < kParallelize5DTile1DRangeI; i++) { for (size_t j = 0; j < kParallelize5DTile1DRangeJ; j++) { for (size_t k = 0; k < kParallelize5DTile1DRangeK; k++) { for (size_t l = 0; l < kParallelize5DTile1DRangeL; l++) { for (size_t m = 0; m < kParallelize5DTile1DRangeM; m++) { const size_t linear_idx = (((i * kParallelize5DTile1DRangeJ + j) * kParallelize5DTile1DRangeK + k) * kParallelize5DTile1DRangeL + l) * kParallelize5DTile1DRangeM + m; EXPECT_TRUE(indicators[linear_idx].load(std::memory_order_relaxed)) << "Element (" << i << ", " << j << ", " << k << ", " << l << ", " << m << ") not processed"; } } } } } } static void Increment5DTile1D(std::atomic_int* processed_counters, size_t i, size_t j, size_t k, size_t l, size_t start_m, size_t tile_m) { for (size_t m = start_m; m < start_m + tile_m; m++) { const size_t linear_idx = (((i * kParallelize5DTile1DRangeJ + j) * kParallelize5DTile1DRangeK + k) * kParallelize5DTile1DRangeL + l) * kParallelize5DTile1DRangeM + m; processed_counters[linear_idx].fetch_add(1, std::memory_order_relaxed); } } TEST(Parallelize5DTile1D, SingleThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize5DTile1DRangeI * kParallelize5DTile1DRangeJ * kParallelize5DTile1DRangeK * kParallelize5DTile1DRangeL * kParallelize5DTile1DRangeM); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_5d_tile_1d( threadpool.get(), reinterpret_cast(Increment5DTile1D), static_cast(counters.data()), kParallelize5DTile1DRangeI, kParallelize5DTile1DRangeJ, kParallelize5DTile1DRangeK, kParallelize5DTile1DRangeL, kParallelize5DTile1DRangeM, kParallelize5DTile1DTileM, 0 /* flags */); for (size_t i = 0; i < kParallelize5DTile1DRangeI; i++) { for (size_t j = 0; j < kParallelize5DTile1DRangeJ; j++) { for (size_t k = 0; k < kParallelize5DTile1DRangeK; k++) { for (size_t l = 0; l < kParallelize5DTile1DRangeL; l++) { for (size_t m = 0; m < kParallelize5DTile1DRangeM; m++) { const size_t linear_idx = (((i * kParallelize5DTile1DRangeJ + j) * kParallelize5DTile1DRangeK + k) * kParallelize5DTile1DRangeL + l) * kParallelize5DTile1DRangeM + m; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), 1) << "Element (" << i << ", " << j << ", " << k << ", " << l << ", " << m << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times (expected: 1)"; } } } } } } TEST(Parallelize5DTile1D, MultiThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize5DTile1DRangeI * kParallelize5DTile1DRangeJ * kParallelize5DTile1DRangeK * kParallelize5DTile1DRangeL * kParallelize5DTile1DRangeM); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_5d_tile_1d( threadpool.get(), reinterpret_cast(Increment5DTile1D), static_cast(counters.data()), kParallelize5DTile1DRangeI, kParallelize5DTile1DRangeJ, kParallelize5DTile1DRangeK, kParallelize5DTile1DRangeL, kParallelize5DTile1DRangeM, kParallelize5DTile1DTileM, 0 /* flags */); for (size_t i = 0; i < kParallelize5DTile1DRangeI; i++) { for (size_t j = 0; j < kParallelize5DTile1DRangeJ; j++) { for (size_t k = 0; k < kParallelize5DTile1DRangeK; k++) { for (size_t l = 0; l < kParallelize5DTile1DRangeL; l++) { for (size_t m = 0; m < kParallelize5DTile1DRangeM; m++) { const size_t linear_idx = (((i * kParallelize5DTile1DRangeJ + j) * kParallelize5DTile1DRangeK + k) * kParallelize5DTile1DRangeL + l) * kParallelize5DTile1DRangeM + m; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), 1) << "Element (" << i << ", " << j << ", " << k << ", " << l << ", " << m << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times (expected: 1)"; } } } } } } TEST(Parallelize5DTile1D, SingleThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize5DTile1DRangeI * kParallelize5DTile1DRangeJ * kParallelize5DTile1DRangeK * kParallelize5DTile1DRangeL * kParallelize5DTile1DRangeM); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); for (size_t iteration = 0; iteration < kIncrementIterations5D; iteration++) { pthreadpool_parallelize_5d_tile_1d( threadpool.get(), reinterpret_cast(Increment5DTile1D), static_cast(counters.data()), kParallelize5DTile1DRangeI, kParallelize5DTile1DRangeJ, kParallelize5DTile1DRangeK, kParallelize5DTile1DRangeL, kParallelize5DTile1DRangeM, kParallelize5DTile1DTileM, 0 /* flags */); } for (size_t i = 0; i < kParallelize5DTile1DRangeI; i++) { for (size_t j = 0; j < kParallelize5DTile1DRangeJ; j++) { for (size_t k = 0; k < kParallelize5DTile1DRangeK; k++) { for (size_t l = 0; l < kParallelize5DTile1DRangeL; l++) { for (size_t m = 0; m < kParallelize5DTile1DRangeM; m++) { const size_t linear_idx = (((i * kParallelize5DTile1DRangeJ + j) * kParallelize5DTile1DRangeK + k) * kParallelize5DTile1DRangeL + l) * kParallelize5DTile1DRangeM + m; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), kIncrementIterations5D) << "Element (" << i << ", " << j << ", " << k << ", " << l << ", " << m << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations5D << ")"; } } } } } } TEST(Parallelize5DTile1D, MultiThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize5DTile1DRangeI * kParallelize5DTile1DRangeJ * kParallelize5DTile1DRangeK * kParallelize5DTile1DRangeL * kParallelize5DTile1DRangeM); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } for (size_t iteration = 0; iteration < kIncrementIterations5D; iteration++) { pthreadpool_parallelize_5d_tile_1d( threadpool.get(), reinterpret_cast(Increment5DTile1D), static_cast(counters.data()), kParallelize5DTile1DRangeI, kParallelize5DTile1DRangeJ, kParallelize5DTile1DRangeK, kParallelize5DTile1DRangeL, kParallelize5DTile1DRangeM, kParallelize5DTile1DTileM, 0 /* flags */); } for (size_t i = 0; i < kParallelize5DTile1DRangeI; i++) { for (size_t j = 0; j < kParallelize5DTile1DRangeJ; j++) { for (size_t k = 0; k < kParallelize5DTile1DRangeK; k++) { for (size_t l = 0; l < kParallelize5DTile1DRangeL; l++) { for (size_t m = 0; m < kParallelize5DTile1DRangeM; m++) { const size_t linear_idx = (((i * kParallelize5DTile1DRangeJ + j) * kParallelize5DTile1DRangeK + k) * kParallelize5DTile1DRangeL + l) * kParallelize5DTile1DRangeM + m; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), kIncrementIterations5D) << "Element (" << i << ", " << j << ", " << k << ", " << l << ", " << m << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations5D << ")"; } } } } } } static void IncrementSame5DTile1D(std::atomic_int* num_processed_items, size_t i, size_t j, size_t k, size_t l, size_t start_m, size_t tile_m) { for (size_t m = start_m; m < start_m + tile_m; m++) { num_processed_items->fetch_add(1, std::memory_order_relaxed); } } TEST(Parallelize5DTile1D, MultiThreadPoolHighContention) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_5d_tile_1d( threadpool.get(), reinterpret_cast(IncrementSame5DTile1D), static_cast(&num_processed_items), kParallelize5DTile1DRangeI, kParallelize5DTile1DRangeJ, kParallelize5DTile1DRangeK, kParallelize5DTile1DRangeL, kParallelize5DTile1DRangeM, kParallelize5DTile1DTileM, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize5DTile1DRangeI * kParallelize5DTile1DRangeJ * kParallelize5DTile1DRangeK * kParallelize5DTile1DRangeL * kParallelize5DTile1DRangeM); } static void WorkImbalance5DTile1D(std::atomic_int* num_processed_items, size_t i, size_t j, size_t k, size_t l, size_t start_m, size_t tile_m) { num_processed_items->fetch_add(tile_m, std::memory_order_relaxed); if (i == 0 && j == 0 && k == 0 && l == 0 && start_m == 0) { /* Spin-wait until all items are computed */ while (num_processed_items->load(std::memory_order_relaxed) != kParallelize5DTile1DRangeI * kParallelize5DTile1DRangeJ * kParallelize5DTile1DRangeK * kParallelize5DTile1DRangeL * kParallelize5DTile1DRangeM) { std::atomic_thread_fence(std::memory_order_acquire); } } } TEST(Parallelize5DTile1D, MultiThreadPoolWorkStealing) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_5d_tile_1d( threadpool.get(), reinterpret_cast(WorkImbalance5DTile1D), static_cast(&num_processed_items), kParallelize5DTile1DRangeI, kParallelize5DTile1DRangeJ, kParallelize5DTile1DRangeK, kParallelize5DTile1DRangeL, kParallelize5DTile1DRangeM, kParallelize5DTile1DTileM, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize5DTile1DRangeI * kParallelize5DTile1DRangeJ * kParallelize5DTile1DRangeK * kParallelize5DTile1DRangeL * kParallelize5DTile1DRangeM); } static void ComputeNothing5DTile2D(void*, size_t, size_t, size_t, size_t, size_t, size_t, size_t) { } TEST(Parallelize5DTile2D, SingleThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_5d_tile_2d(threadpool.get(), ComputeNothing5DTile2D, nullptr, kParallelize5DTile2DRangeI, kParallelize5DTile2DRangeJ, kParallelize5DTile2DRangeK, kParallelize5DTile2DRangeL, kParallelize5DTile2DRangeM, kParallelize5DTile2DTileL, kParallelize5DTile2DTileM, 0 /* flags */); } TEST(Parallelize5DTile2D, MultiThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_5d_tile_2d( threadpool.get(), ComputeNothing5DTile2D, nullptr, kParallelize5DTile2DRangeI, kParallelize5DTile2DRangeJ, kParallelize5DTile2DRangeK, kParallelize5DTile2DRangeL, kParallelize5DTile2DRangeM, kParallelize5DTile2DTileL, kParallelize5DTile2DTileM, 0 /* flags */); } static void CheckBounds5DTile2D(void*, size_t i, size_t j, size_t k, size_t start_l, size_t start_m, size_t tile_l, size_t tile_m) { EXPECT_LT(i, kParallelize5DTile2DRangeI); EXPECT_LT(j, kParallelize5DTile2DRangeJ); EXPECT_LT(k, kParallelize5DTile2DRangeK); EXPECT_LT(start_l, kParallelize5DTile2DRangeL); EXPECT_LT(start_m, kParallelize5DTile2DRangeM); EXPECT_LE(start_l + tile_l, kParallelize5DTile2DRangeL); EXPECT_LE(start_m + tile_m, kParallelize5DTile2DRangeM); } TEST(Parallelize5DTile2D, SingleThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_5d_tile_2d( threadpool.get(), CheckBounds5DTile2D, nullptr, kParallelize5DTile2DRangeI, kParallelize5DTile2DRangeJ, kParallelize5DTile2DRangeK, kParallelize5DTile2DRangeL, kParallelize5DTile2DRangeM, kParallelize5DTile2DTileL, kParallelize5DTile2DTileM, 0 /* flags */); } TEST(Parallelize5DTile2D, MultiThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_5d_tile_2d( threadpool.get(), CheckBounds5DTile2D, nullptr, kParallelize5DTile2DRangeI, kParallelize5DTile2DRangeJ, kParallelize5DTile2DRangeK, kParallelize5DTile2DRangeL, kParallelize5DTile2DRangeM, kParallelize5DTile2DTileL, kParallelize5DTile2DTileM, 0 /* flags */); } static void CheckTiling5DTile2D(void*, size_t i, size_t j, size_t k, size_t start_l, size_t start_m, size_t tile_l, size_t tile_m) { EXPECT_GT(tile_l, 0); EXPECT_LE(tile_l, kParallelize5DTile2DTileL); EXPECT_EQ(start_l % kParallelize5DTile2DTileL, 0); EXPECT_EQ(tile_l, std::min(kParallelize5DTile2DTileL, kParallelize5DTile2DRangeL - start_l)); EXPECT_GT(tile_m, 0); EXPECT_LE(tile_m, kParallelize5DTile2DTileM); EXPECT_EQ(start_m % kParallelize5DTile2DTileM, 0); EXPECT_EQ(tile_m, std::min(kParallelize5DTile2DTileM, kParallelize5DTile2DRangeM - start_m)); } TEST(Parallelize5DTile2D, SingleThreadPoolUniformTiling) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_5d_tile_2d( threadpool.get(), CheckTiling5DTile2D, nullptr, kParallelize5DTile2DRangeI, kParallelize5DTile2DRangeJ, kParallelize5DTile2DRangeK, kParallelize5DTile2DRangeL, kParallelize5DTile2DRangeM, kParallelize5DTile2DTileL, kParallelize5DTile2DTileM, 0 /* flags */); } TEST(Parallelize5DTile2D, MultiThreadPoolUniformTiling) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_5d_tile_2d( threadpool.get(), CheckTiling5DTile2D, nullptr, kParallelize5DTile2DRangeI, kParallelize5DTile2DRangeJ, kParallelize5DTile2DRangeK, kParallelize5DTile2DRangeL, kParallelize5DTile2DRangeM, kParallelize5DTile2DTileL, kParallelize5DTile2DTileM, 0 /* flags */); } static void SetTrue5DTile2D(std::atomic_bool* processed_indicators, size_t i, size_t j, size_t k, size_t start_l, size_t start_m, size_t tile_l, size_t tile_m) { for (size_t l = start_l; l < start_l + tile_l; l++) { for (size_t m = start_m; m < start_m + tile_m; m++) { const size_t linear_idx = (((i * kParallelize5DTile2DRangeJ + j) * kParallelize5DTile2DRangeK + k) * kParallelize5DTile2DRangeL + l) * kParallelize5DTile2DRangeM + m; processed_indicators[linear_idx].store(true, std::memory_order_relaxed); } } } TEST(Parallelize5DTile2D, SingleThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize5DTile2DRangeI * kParallelize5DTile2DRangeJ * kParallelize5DTile2DRangeK * kParallelize5DTile2DRangeL * kParallelize5DTile2DRangeM); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_5d_tile_2d( threadpool.get(), reinterpret_cast(SetTrue5DTile2D), static_cast(indicators.data()), kParallelize5DTile2DRangeI, kParallelize5DTile2DRangeJ, kParallelize5DTile2DRangeK, kParallelize5DTile2DRangeL, kParallelize5DTile2DRangeM, kParallelize5DTile2DTileL, kParallelize5DTile2DTileM, 0 /* flags */); for (size_t i = 0; i < kParallelize5DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize5DTile2DRangeJ; j++) { for (size_t k = 0; k < kParallelize5DTile2DRangeK; k++) { for (size_t l = 0; l < kParallelize5DTile2DRangeL; l++) { for (size_t m = 0; m < kParallelize5DTile2DRangeM; m++) { const size_t linear_idx = (((i * kParallelize5DTile2DRangeJ + j) * kParallelize5DTile2DRangeK + k) * kParallelize5DTile2DRangeL + l) * kParallelize5DTile2DRangeM + m; EXPECT_TRUE(indicators[linear_idx].load(std::memory_order_relaxed)) << "Element (" << i << ", " << j << ", " << k << ", " << l << ", " << m << ") not processed"; } } } } } } TEST(Parallelize5DTile2D, MultiThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize5DTile2DRangeI * kParallelize5DTile2DRangeJ * kParallelize5DTile2DRangeK * kParallelize5DTile2DRangeL * kParallelize5DTile2DRangeM); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_5d_tile_2d( threadpool.get(), reinterpret_cast(SetTrue5DTile2D), static_cast(indicators.data()), kParallelize5DTile2DRangeI, kParallelize5DTile2DRangeJ, kParallelize5DTile2DRangeK, kParallelize5DTile2DRangeL, kParallelize5DTile2DRangeM, kParallelize5DTile2DTileL, kParallelize5DTile2DTileM, 0 /* flags */); for (size_t i = 0; i < kParallelize5DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize5DTile2DRangeJ; j++) { for (size_t k = 0; k < kParallelize5DTile2DRangeK; k++) { for (size_t l = 0; l < kParallelize5DTile2DRangeL; l++) { for (size_t m = 0; m < kParallelize5DTile2DRangeM; m++) { const size_t linear_idx = (((i * kParallelize5DTile2DRangeJ + j) * kParallelize5DTile2DRangeK + k) * kParallelize5DTile2DRangeL + l) * kParallelize5DTile2DRangeM + m; EXPECT_TRUE(indicators[linear_idx].load(std::memory_order_relaxed)) << "Element (" << i << ", " << j << ", " << k << ", " << l << ", " << m << ") not processed"; } } } } } } static void Increment5DTile2D(std::atomic_int* processed_counters, size_t i, size_t j, size_t k, size_t start_l, size_t start_m, size_t tile_l, size_t tile_m) { for (size_t l = start_l; l < start_l + tile_l; l++) { for (size_t m = start_m; m < start_m + tile_m; m++) { const size_t linear_idx = (((i * kParallelize5DTile2DRangeJ + j) * kParallelize5DTile2DRangeK + k) * kParallelize5DTile2DRangeL + l) * kParallelize5DTile2DRangeM + m; processed_counters[linear_idx].fetch_add(1, std::memory_order_relaxed); } } } TEST(Parallelize5DTile2D, SingleThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize5DTile2DRangeI * kParallelize5DTile2DRangeJ * kParallelize5DTile2DRangeK * kParallelize5DTile2DRangeL * kParallelize5DTile2DRangeM); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_5d_tile_2d( threadpool.get(), reinterpret_cast(Increment5DTile2D), static_cast(counters.data()), kParallelize5DTile2DRangeI, kParallelize5DTile2DRangeJ, kParallelize5DTile2DRangeK, kParallelize5DTile2DRangeL, kParallelize5DTile2DRangeM, kParallelize5DTile2DTileL, kParallelize5DTile2DTileM, 0 /* flags */); for (size_t i = 0; i < kParallelize5DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize5DTile2DRangeJ; j++) { for (size_t k = 0; k < kParallelize5DTile2DRangeK; k++) { for (size_t l = 0; l < kParallelize5DTile2DRangeL; l++) { for (size_t m = 0; m < kParallelize5DTile2DRangeM; m++) { const size_t linear_idx = (((i * kParallelize5DTile2DRangeJ + j) * kParallelize5DTile2DRangeK + k) * kParallelize5DTile2DRangeL + l) * kParallelize5DTile2DRangeM + m; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), 1) << "Element (" << i << ", " << j << ", " << k << ", " << l << ", " << m << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times (expected: 1)"; } } } } } } TEST(Parallelize5DTile2D, MultiThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize5DTile2DRangeI * kParallelize5DTile2DRangeJ * kParallelize5DTile2DRangeK * kParallelize5DTile2DRangeL * kParallelize5DTile2DRangeM); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_5d_tile_2d( threadpool.get(), reinterpret_cast(Increment5DTile2D), static_cast(counters.data()), kParallelize5DTile2DRangeI, kParallelize5DTile2DRangeJ, kParallelize5DTile2DRangeK, kParallelize5DTile2DRangeL, kParallelize5DTile2DRangeM, kParallelize5DTile2DTileL, kParallelize5DTile2DTileM, 0 /* flags */); for (size_t i = 0; i < kParallelize5DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize5DTile2DRangeJ; j++) { for (size_t k = 0; k < kParallelize5DTile2DRangeK; k++) { for (size_t l = 0; l < kParallelize5DTile2DRangeL; l++) { for (size_t m = 0; m < kParallelize5DTile2DRangeM; m++) { const size_t linear_idx = (((i * kParallelize5DTile2DRangeJ + j) * kParallelize5DTile2DRangeK + k) * kParallelize5DTile2DRangeL + l) * kParallelize5DTile2DRangeM + m; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), 1) << "Element (" << i << ", " << j << ", " << k << ", " << l << ", " << m << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times (expected: 1)"; } } } } } } TEST(Parallelize5DTile2D, SingleThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize5DTile2DRangeI * kParallelize5DTile2DRangeJ * kParallelize5DTile2DRangeK * kParallelize5DTile2DRangeL * kParallelize5DTile2DRangeM); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); for (size_t iteration = 0; iteration < kIncrementIterations5D; iteration++) { pthreadpool_parallelize_5d_tile_2d( threadpool.get(), reinterpret_cast(Increment5DTile2D), static_cast(counters.data()), kParallelize5DTile2DRangeI, kParallelize5DTile2DRangeJ, kParallelize5DTile2DRangeK, kParallelize5DTile2DRangeL, kParallelize5DTile2DRangeM, kParallelize5DTile2DTileL, kParallelize5DTile2DTileM, 0 /* flags */); } for (size_t i = 0; i < kParallelize5DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize5DTile2DRangeJ; j++) { for (size_t k = 0; k < kParallelize5DTile2DRangeK; k++) { for (size_t l = 0; l < kParallelize5DTile2DRangeL; l++) { for (size_t m = 0; m < kParallelize5DTile2DRangeM; m++) { const size_t linear_idx = (((i * kParallelize5DTile2DRangeJ + j) * kParallelize5DTile2DRangeK + k) * kParallelize5DTile2DRangeL + l) * kParallelize5DTile2DRangeM + m; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), kIncrementIterations5D) << "Element (" << i << ", " << j << ", " << k << ", " << l << ", " << m << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations5D << ")"; } } } } } } TEST(Parallelize5DTile2D, MultiThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize5DTile2DRangeI * kParallelize5DTile2DRangeJ * kParallelize5DTile2DRangeK * kParallelize5DTile2DRangeL * kParallelize5DTile2DRangeM); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } for (size_t iteration = 0; iteration < kIncrementIterations5D; iteration++) { pthreadpool_parallelize_5d_tile_2d( threadpool.get(), reinterpret_cast(Increment5DTile2D), static_cast(counters.data()), kParallelize5DTile2DRangeI, kParallelize5DTile2DRangeJ, kParallelize5DTile2DRangeK, kParallelize5DTile2DRangeL, kParallelize5DTile2DRangeM, kParallelize5DTile2DTileL, kParallelize5DTile2DTileM, 0 /* flags */); } for (size_t i = 0; i < kParallelize5DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize5DTile2DRangeJ; j++) { for (size_t k = 0; k < kParallelize5DTile2DRangeK; k++) { for (size_t l = 0; l < kParallelize5DTile2DRangeL; l++) { for (size_t m = 0; m < kParallelize5DTile2DRangeM; m++) { const size_t linear_idx = (((i * kParallelize5DTile2DRangeJ + j) * kParallelize5DTile2DRangeK + k) * kParallelize5DTile2DRangeL + l) * kParallelize5DTile2DRangeM + m; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), kIncrementIterations5D) << "Element (" << i << ", " << j << ", " << k << ", " << l << ", " << m << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations5D << ")"; } } } } } } static void IncrementSame5DTile2D(std::atomic_int* num_processed_items, size_t i, size_t j, size_t k, size_t start_l, size_t start_m, size_t tile_l, size_t tile_m) { for (size_t l = start_l; l < start_l + tile_l; l++) { for (size_t m = start_m; m < start_m + tile_m; m++) { num_processed_items->fetch_add(1, std::memory_order_relaxed); } } } TEST(Parallelize5DTile2D, MultiThreadPoolHighContention) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_5d_tile_2d( threadpool.get(), reinterpret_cast(IncrementSame5DTile2D), static_cast(&num_processed_items), kParallelize5DTile2DRangeI, kParallelize5DTile2DRangeJ, kParallelize5DTile2DRangeK, kParallelize5DTile2DRangeL, kParallelize5DTile2DRangeM, kParallelize5DTile2DTileL, kParallelize5DTile2DTileM, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize5DTile2DRangeI * kParallelize5DTile2DRangeJ * kParallelize5DTile2DRangeK * kParallelize5DTile2DRangeL * kParallelize5DTile2DRangeM); } static void WorkImbalance5DTile2D(std::atomic_int* num_processed_items, size_t i, size_t j, size_t k, size_t start_l, size_t start_m, size_t tile_l, size_t tile_m) { num_processed_items->fetch_add(tile_l * tile_m, std::memory_order_relaxed); if (i == 0 && j == 0 && k == 0 && start_l == 0 && start_m == 0) { /* Spin-wait until all items are computed */ while (num_processed_items->load(std::memory_order_relaxed) != kParallelize5DTile2DRangeI * kParallelize5DTile2DRangeJ * kParallelize5DTile2DRangeK * kParallelize5DTile2DRangeL * kParallelize5DTile2DRangeM) { std::atomic_thread_fence(std::memory_order_acquire); } } } TEST(Parallelize5DTile2D, MultiThreadPoolWorkStealing) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_5d_tile_2d( threadpool.get(), reinterpret_cast(WorkImbalance5DTile2D), static_cast(&num_processed_items), kParallelize5DTile2DRangeI, kParallelize5DTile2DRangeJ, kParallelize5DTile2DRangeK, kParallelize5DTile2DRangeL, kParallelize5DTile2DRangeM, kParallelize5DTile2DTileL, kParallelize5DTile2DTileM, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize5DTile2DRangeI * kParallelize5DTile2DRangeJ * kParallelize5DTile2DRangeK * kParallelize5DTile2DRangeL * kParallelize5DTile2DRangeM); } static void ComputeNothing6D(void*, size_t, size_t, size_t, size_t, size_t, size_t) { } TEST(Parallelize6D, SingleThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_6d(threadpool.get(), ComputeNothing6D, nullptr, kParallelize6DRangeI, kParallelize6DRangeJ, kParallelize6DRangeK, kParallelize6DRangeL, kParallelize6DRangeM, kParallelize6DRangeN, 0 /* flags */); } TEST(Parallelize6D, MultiThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_6d( threadpool.get(), ComputeNothing6D, nullptr, kParallelize6DRangeI, kParallelize6DRangeJ, kParallelize6DRangeK, kParallelize6DRangeL, kParallelize6DRangeM, kParallelize6DRangeN, 0 /* flags */); } static void CheckBounds6D(void*, size_t i, size_t j, size_t k, size_t l, size_t m, size_t n) { EXPECT_LT(i, kParallelize6DRangeI); EXPECT_LT(j, kParallelize6DRangeJ); EXPECT_LT(k, kParallelize6DRangeK); EXPECT_LT(l, kParallelize6DRangeL); EXPECT_LT(m, kParallelize6DRangeM); EXPECT_LT(n, kParallelize6DRangeN); } TEST(Parallelize6D, SingleThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_6d( threadpool.get(), CheckBounds6D, nullptr, kParallelize6DRangeI, kParallelize6DRangeJ, kParallelize6DRangeK, kParallelize6DRangeL, kParallelize6DRangeM, kParallelize6DRangeN, 0 /* flags */); } TEST(Parallelize6D, MultiThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_6d( threadpool.get(), CheckBounds6D, nullptr, kParallelize6DRangeI, kParallelize6DRangeJ, kParallelize6DRangeK, kParallelize6DRangeL, kParallelize6DRangeM, kParallelize6DRangeN, 0 /* flags */); } static void SetTrue6D(std::atomic_bool* processed_indicators, size_t i, size_t j, size_t k, size_t l, size_t m, size_t n) { const size_t linear_idx = ((((i * kParallelize6DRangeJ + j) * kParallelize6DRangeK + k) * kParallelize6DRangeL + l) * kParallelize6DRangeM + m) * kParallelize6DRangeN + n; processed_indicators[linear_idx].store(true, std::memory_order_relaxed); } TEST(Parallelize6D, SingleThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize6DRangeI * kParallelize6DRangeJ * kParallelize6DRangeK * kParallelize6DRangeL * kParallelize6DRangeM * kParallelize6DRangeN); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_6d( threadpool.get(), reinterpret_cast(SetTrue6D), static_cast(indicators.data()), kParallelize6DRangeI, kParallelize6DRangeJ, kParallelize6DRangeK, kParallelize6DRangeL, kParallelize6DRangeM, kParallelize6DRangeN, 0 /* flags */); for (size_t i = 0; i < kParallelize6DRangeI; i++) { for (size_t j = 0; j < kParallelize6DRangeJ; j++) { for (size_t k = 0; k < kParallelize6DRangeK; k++) { for (size_t l = 0; l < kParallelize6DRangeL; l++) { for (size_t m = 0; m < kParallelize6DRangeM; m++) { for (size_t n = 0; n < kParallelize6DRangeN; n++) { const size_t linear_idx = ((((i * kParallelize6DRangeJ + j) * kParallelize6DRangeK + k) * kParallelize6DRangeL + l) * kParallelize6DRangeM + m) * kParallelize6DRangeN + n; EXPECT_TRUE(indicators[linear_idx].load(std::memory_order_relaxed)) << "Element (" << i << ", " << j << ", " << k << ", " << l << ", " << m << ", " << n << ") not processed"; } } } } } } } TEST(Parallelize6D, MultiThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize6DRangeI * kParallelize6DRangeJ * kParallelize6DRangeK * kParallelize6DRangeL * kParallelize6DRangeM * kParallelize6DRangeN); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_6d( threadpool.get(), reinterpret_cast(SetTrue6D), static_cast(indicators.data()), kParallelize6DRangeI, kParallelize6DRangeJ, kParallelize6DRangeK, kParallelize6DRangeL, kParallelize6DRangeM, kParallelize6DRangeN, 0 /* flags */); for (size_t i = 0; i < kParallelize6DRangeI; i++) { for (size_t j = 0; j < kParallelize6DRangeJ; j++) { for (size_t k = 0; k < kParallelize6DRangeK; k++) { for (size_t l = 0; l < kParallelize6DRangeL; l++) { for (size_t m = 0; m < kParallelize6DRangeM; m++) { for (size_t n = 0; n < kParallelize6DRangeN; n++) { const size_t linear_idx = ((((i * kParallelize6DRangeJ + j) * kParallelize6DRangeK + k) * kParallelize6DRangeL + l) * kParallelize6DRangeM + m) * kParallelize6DRangeN + n; EXPECT_TRUE(indicators[linear_idx].load(std::memory_order_relaxed)) << "Element (" << i << ", " << j << ", " << k << ", " << l << ", " << m << ", " << n << ") not processed"; } } } } } } } static void Increment6D(std::atomic_int* processed_counters, size_t i, size_t j, size_t k, size_t l, size_t m, size_t n) { const size_t linear_idx = ((((i * kParallelize6DRangeJ + j) * kParallelize6DRangeK + k) * kParallelize6DRangeL + l) * kParallelize6DRangeM + m) * kParallelize6DRangeN + n; processed_counters[linear_idx].fetch_add(1, std::memory_order_relaxed); } TEST(Parallelize6D, SingleThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize6DRangeI * kParallelize6DRangeJ * kParallelize6DRangeK * kParallelize6DRangeL * kParallelize6DRangeM * kParallelize6DRangeN); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_6d( threadpool.get(), reinterpret_cast(Increment6D), static_cast(counters.data()), kParallelize6DRangeI, kParallelize6DRangeJ, kParallelize6DRangeK, kParallelize6DRangeL, kParallelize6DRangeM, kParallelize6DRangeN, 0 /* flags */); for (size_t i = 0; i < kParallelize6DRangeI; i++) { for (size_t j = 0; j < kParallelize6DRangeJ; j++) { for (size_t k = 0; k < kParallelize6DRangeK; k++) { for (size_t l = 0; l < kParallelize6DRangeL; l++) { for (size_t m = 0; m < kParallelize6DRangeM; m++) { for (size_t n = 0; n < kParallelize6DRangeN; n++) { const size_t linear_idx = ((((i * kParallelize6DRangeJ + j) * kParallelize6DRangeK + k) * kParallelize6DRangeL + l) * kParallelize6DRangeM + m) * kParallelize6DRangeN + n; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), 1) << "Element (" << i << ", " << j << ", " << k << ", " << l << ", " << m << ", " << n << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times (expected: 1)"; } } } } } } } TEST(Parallelize6D, MultiThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize6DRangeI * kParallelize6DRangeJ * kParallelize6DRangeK * kParallelize6DRangeL * kParallelize6DRangeM * kParallelize6DRangeN); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_6d( threadpool.get(), reinterpret_cast(Increment6D), static_cast(counters.data()), kParallelize6DRangeI, kParallelize6DRangeJ, kParallelize6DRangeK, kParallelize6DRangeL, kParallelize6DRangeM, kParallelize6DRangeN, 0 /* flags */); for (size_t i = 0; i < kParallelize6DRangeI; i++) { for (size_t j = 0; j < kParallelize6DRangeJ; j++) { for (size_t k = 0; k < kParallelize6DRangeK; k++) { for (size_t l = 0; l < kParallelize6DRangeL; l++) { for (size_t m = 0; m < kParallelize6DRangeM; m++) { for (size_t n = 0; n < kParallelize6DRangeN; n++) { const size_t linear_idx = ((((i * kParallelize6DRangeJ + j) * kParallelize6DRangeK + k) * kParallelize6DRangeL + l) * kParallelize6DRangeM + m) * kParallelize6DRangeN + n; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), 1) << "Element (" << i << ", " << j << ", " << k << ", " << l << ", " << m << ", " << n << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times (expected: 1)"; } } } } } } } TEST(Parallelize6D, SingleThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize6DRangeI * kParallelize6DRangeJ * kParallelize6DRangeK * kParallelize6DRangeL * kParallelize6DRangeM * kParallelize6DRangeN); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); for (size_t iteration = 0; iteration < kIncrementIterations6D; iteration++) { pthreadpool_parallelize_6d( threadpool.get(), reinterpret_cast(Increment6D), static_cast(counters.data()), kParallelize6DRangeI, kParallelize6DRangeJ, kParallelize6DRangeK, kParallelize6DRangeL, kParallelize6DRangeM, kParallelize6DRangeN, 0 /* flags */); } for (size_t i = 0; i < kParallelize6DRangeI; i++) { for (size_t j = 0; j < kParallelize6DRangeJ; j++) { for (size_t k = 0; k < kParallelize6DRangeK; k++) { for (size_t l = 0; l < kParallelize6DRangeL; l++) { for (size_t m = 0; m < kParallelize6DRangeM; m++) { for (size_t n = 0; n < kParallelize6DRangeN; n++) { const size_t linear_idx = ((((i * kParallelize6DRangeJ + j) * kParallelize6DRangeK + k) * kParallelize6DRangeL + l) * kParallelize6DRangeM + m) * kParallelize6DRangeN; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), kIncrementIterations6D) << "Element (" << i << ", " << j << ", " << k << ", " << l << ", " << m << ", " << n << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations6D << ")"; } } } } } } } TEST(Parallelize6D, MultiThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize6DRangeI * kParallelize6DRangeJ * kParallelize6DRangeK * kParallelize6DRangeL * kParallelize6DRangeM * kParallelize6DRangeN); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } for (size_t iteration = 0; iteration < kIncrementIterations6D; iteration++) { pthreadpool_parallelize_6d( threadpool.get(), reinterpret_cast(Increment6D), static_cast(counters.data()), kParallelize6DRangeI, kParallelize6DRangeJ, kParallelize6DRangeK, kParallelize6DRangeL, kParallelize6DRangeM, kParallelize6DRangeN, 0 /* flags */); } for (size_t i = 0; i < kParallelize6DRangeI; i++) { for (size_t j = 0; j < kParallelize6DRangeJ; j++) { for (size_t k = 0; k < kParallelize6DRangeK; k++) { for (size_t l = 0; l < kParallelize6DRangeL; l++) { for (size_t m = 0; m < kParallelize6DRangeM; m++) { for (size_t n = 0; n < kParallelize6DRangeN; n++) { const size_t linear_idx = ((((i * kParallelize6DRangeJ + j) * kParallelize6DRangeK + k) * kParallelize6DRangeL + l) * kParallelize6DRangeM + m) * kParallelize6DRangeN + n; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), kIncrementIterations6D) << "Element (" << i << ", " << j << ", " << k << ", " << l << ", " << m << ", " << n << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations6D << ")"; } } } } } } } static void IncrementSame6D(std::atomic_int* num_processed_items, size_t i, size_t j, size_t k, size_t l, size_t m, size_t n) { num_processed_items->fetch_add(1, std::memory_order_relaxed); } TEST(Parallelize6D, MultiThreadPoolHighContention) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_6d( threadpool.get(), reinterpret_cast(IncrementSame6D), static_cast(&num_processed_items), kParallelize6DRangeI, kParallelize6DRangeJ, kParallelize6DRangeK, kParallelize6DRangeL, kParallelize6DRangeM, kParallelize6DRangeN, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize6DRangeI * kParallelize6DRangeJ * kParallelize6DRangeK * kParallelize6DRangeL * kParallelize6DRangeM * kParallelize6DRangeN); } static void WorkImbalance6D(std::atomic_int* num_processed_items, size_t i, size_t j, size_t k, size_t l, size_t m, size_t n) { num_processed_items->fetch_add(1, std::memory_order_relaxed); if (i == 0 && j == 0 && k == 0 && l == 0 && m == 0 && n == 0) { /* Spin-wait until all items are computed */ while (num_processed_items->load(std::memory_order_relaxed) != kParallelize6DRangeI * kParallelize6DRangeJ * kParallelize6DRangeK * kParallelize6DRangeL * kParallelize6DRangeM * kParallelize6DRangeN) { std::atomic_thread_fence(std::memory_order_acquire); } } } TEST(Parallelize6D, MultiThreadPoolWorkStealing) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_6d( threadpool.get(), reinterpret_cast(WorkImbalance6D), static_cast(&num_processed_items), kParallelize6DRangeI, kParallelize6DRangeJ, kParallelize6DRangeK, kParallelize6DRangeL, kParallelize6DRangeM, kParallelize6DRangeN, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize6DRangeI * kParallelize6DRangeJ * kParallelize6DRangeK * kParallelize6DRangeL * kParallelize6DRangeM * kParallelize6DRangeN); } static void ComputeNothing6DTile1D(void*, size_t, size_t, size_t, size_t, size_t, size_t, size_t) { } TEST(Parallelize6DTile1D, SingleThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_6d_tile_1d(threadpool.get(), ComputeNothing6DTile1D, nullptr, kParallelize6DTile1DRangeI, kParallelize6DTile1DRangeJ, kParallelize6DTile1DRangeK, kParallelize6DTile1DRangeL, kParallelize6DTile1DRangeM, kParallelize6DTile1DRangeN, kParallelize6DTile1DTileN, 0 /* flags */); } TEST(Parallelize6DTile1D, MultiThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_6d_tile_1d( threadpool.get(), ComputeNothing6DTile1D, nullptr, kParallelize6DTile1DRangeI, kParallelize6DTile1DRangeJ, kParallelize6DTile1DRangeK, kParallelize6DTile1DRangeL, kParallelize6DTile1DRangeM, kParallelize6DTile1DRangeN, kParallelize6DTile1DTileN, 0 /* flags */); } static void CheckBounds6DTile1D(void*, size_t i, size_t j, size_t k, size_t l, size_t m, size_t start_n, size_t tile_n) { EXPECT_LT(i, kParallelize6DTile1DRangeI); EXPECT_LT(j, kParallelize6DTile1DRangeJ); EXPECT_LT(k, kParallelize6DTile1DRangeK); EXPECT_LT(l, kParallelize6DTile1DRangeL); EXPECT_LT(m, kParallelize6DTile1DRangeM); EXPECT_LT(start_n, kParallelize6DTile1DRangeN); EXPECT_LE(start_n + tile_n, kParallelize6DTile1DRangeN); } TEST(Parallelize6DTile1D, SingleThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_6d_tile_1d( threadpool.get(), CheckBounds6DTile1D, nullptr, kParallelize6DTile1DRangeI, kParallelize6DTile1DRangeJ, kParallelize6DTile1DRangeK, kParallelize6DTile1DRangeL, kParallelize6DTile1DRangeM, kParallelize6DTile1DRangeN, kParallelize6DTile1DTileN, 0 /* flags */); } TEST(Parallelize6DTile1D, MultiThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_6d_tile_1d( threadpool.get(), CheckBounds6DTile1D, nullptr, kParallelize6DTile1DRangeI, kParallelize6DTile1DRangeJ, kParallelize6DTile1DRangeK, kParallelize6DTile1DRangeL, kParallelize6DTile1DRangeM, kParallelize6DTile1DRangeN, kParallelize6DTile1DTileN, 0 /* flags */); } static void CheckTiling6DTile1D(void*, size_t i, size_t j, size_t k, size_t l, size_t m, size_t start_n, size_t tile_n) { EXPECT_GT(tile_n, 0); EXPECT_LE(tile_n, kParallelize6DTile1DTileN); EXPECT_EQ(start_n % kParallelize6DTile1DTileN, 0); EXPECT_EQ(tile_n, std::min(kParallelize6DTile1DTileN, kParallelize6DTile1DRangeN - start_n)); } TEST(Parallelize6DTile1D, SingleThreadPoolUniformTiling) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_6d_tile_1d( threadpool.get(), CheckTiling6DTile1D, nullptr, kParallelize6DTile1DRangeI, kParallelize6DTile1DRangeJ, kParallelize6DTile1DRangeK, kParallelize6DTile1DRangeL, kParallelize6DTile1DRangeM, kParallelize6DTile1DRangeN, kParallelize6DTile1DTileN, 0 /* flags */); } TEST(Parallelize6DTile1D, MultiThreadPoolUniformTiling) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_6d_tile_1d( threadpool.get(), CheckTiling6DTile1D, nullptr, kParallelize6DTile1DRangeI, kParallelize6DTile1DRangeJ, kParallelize6DTile1DRangeK, kParallelize6DTile1DRangeL, kParallelize6DTile1DRangeM, kParallelize6DTile1DRangeN, kParallelize6DTile1DTileN, 0 /* flags */); } static void SetTrue6DTile1D(std::atomic_bool* processed_indicators, size_t i, size_t j, size_t k, size_t l, size_t m, size_t start_n, size_t tile_n) { for (size_t n = start_n; n < start_n + tile_n; n++) { const size_t linear_idx = ((((i * kParallelize6DTile1DRangeJ + j) * kParallelize6DTile1DRangeK + k) * kParallelize6DTile1DRangeL + l) * kParallelize6DTile1DRangeM + m) * kParallelize6DTile1DRangeN + n; processed_indicators[linear_idx].store(true, std::memory_order_relaxed); } } TEST(Parallelize6DTile1D, SingleThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize6DTile1DRangeI * kParallelize6DTile1DRangeJ * kParallelize6DTile1DRangeK * kParallelize6DTile1DRangeL * kParallelize6DTile1DRangeM * kParallelize6DTile1DRangeN); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_6d_tile_1d( threadpool.get(), reinterpret_cast(SetTrue6DTile1D), static_cast(indicators.data()), kParallelize6DTile1DRangeI, kParallelize6DTile1DRangeJ, kParallelize6DTile1DRangeK, kParallelize6DTile1DRangeL, kParallelize6DTile1DRangeM, kParallelize6DTile1DRangeN, kParallelize6DTile1DTileN, 0 /* flags */); for (size_t i = 0; i < kParallelize6DTile1DRangeI; i++) { for (size_t j = 0; j < kParallelize6DTile1DRangeJ; j++) { for (size_t k = 0; k < kParallelize6DTile1DRangeK; k++) { for (size_t l = 0; l < kParallelize6DTile1DRangeL; l++) { for (size_t m = 0; m < kParallelize6DTile1DRangeM; m++) { for (size_t n = 0; n < kParallelize6DTile1DRangeN; n++) { const size_t linear_idx = ((((i * kParallelize6DTile1DRangeJ + j) * kParallelize6DTile1DRangeK + k) * kParallelize6DTile1DRangeL + l) * kParallelize6DTile1DRangeM + m) * kParallelize6DTile1DRangeN + n; EXPECT_TRUE(indicators[linear_idx].load(std::memory_order_relaxed)) << "Element (" << i << ", " << j << ", " << k << ", " << l << ", " << m << ", " << n << ") not processed"; } } } } } } } TEST(Parallelize6DTile1D, MultiThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize6DTile1DRangeI * kParallelize6DTile1DRangeJ * kParallelize6DTile1DRangeK * kParallelize6DTile1DRangeL * kParallelize6DTile1DRangeM * kParallelize6DTile1DRangeN); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_6d_tile_1d( threadpool.get(), reinterpret_cast(SetTrue6DTile1D), static_cast(indicators.data()), kParallelize6DTile1DRangeI, kParallelize6DTile1DRangeJ, kParallelize6DTile1DRangeK, kParallelize6DTile1DRangeL, kParallelize6DTile1DRangeM, kParallelize6DTile1DRangeN, kParallelize6DTile1DTileN, 0 /* flags */); for (size_t i = 0; i < kParallelize6DTile1DRangeI; i++) { for (size_t j = 0; j < kParallelize6DTile1DRangeJ; j++) { for (size_t k = 0; k < kParallelize6DTile1DRangeK; k++) { for (size_t l = 0; l < kParallelize6DTile1DRangeL; l++) { for (size_t m = 0; m < kParallelize6DTile1DRangeM; m++) { for (size_t n = 0; n < kParallelize6DTile1DRangeN; n++) { const size_t linear_idx = ((((i * kParallelize6DTile1DRangeJ + j) * kParallelize6DTile1DRangeK + k) * kParallelize6DTile1DRangeL + l) * kParallelize6DTile1DRangeM + m) * kParallelize6DTile1DRangeN + n; EXPECT_TRUE(indicators[linear_idx].load(std::memory_order_relaxed)) << "Element (" << i << ", " << j << ", " << k << ", " << l << ", " << m << ", " << n << ") not processed"; } } } } } } } static void Increment6DTile1D(std::atomic_int* processed_counters, size_t i, size_t j, size_t k, size_t l, size_t m, size_t start_n, size_t tile_n) { for (size_t n = start_n; n < start_n + tile_n; n++) { const size_t linear_idx = ((((i * kParallelize6DTile1DRangeJ + j) * kParallelize6DTile1DRangeK + k) * kParallelize6DTile1DRangeL + l) * kParallelize6DTile1DRangeM + m) * kParallelize6DTile1DRangeN + n; processed_counters[linear_idx].fetch_add(1, std::memory_order_relaxed); } } TEST(Parallelize6DTile1D, SingleThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize6DTile1DRangeI * kParallelize6DTile1DRangeJ * kParallelize6DTile1DRangeK * kParallelize6DTile1DRangeL * kParallelize6DTile1DRangeM * kParallelize6DTile1DRangeN); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_6d_tile_1d( threadpool.get(), reinterpret_cast(Increment6DTile1D), static_cast(counters.data()), kParallelize6DTile1DRangeI, kParallelize6DTile1DRangeJ, kParallelize6DTile1DRangeK, kParallelize6DTile1DRangeL, kParallelize6DTile1DRangeM, kParallelize6DTile1DRangeN, kParallelize6DTile1DTileN, 0 /* flags */); for (size_t i = 0; i < kParallelize6DTile1DRangeI; i++) { for (size_t j = 0; j < kParallelize6DTile1DRangeJ; j++) { for (size_t k = 0; k < kParallelize6DTile1DRangeK; k++) { for (size_t l = 0; l < kParallelize6DTile1DRangeL; l++) { for (size_t m = 0; m < kParallelize6DTile1DRangeM; m++) { for (size_t n = 0; n < kParallelize6DTile1DRangeN; n++) { const size_t linear_idx = ((((i * kParallelize6DTile1DRangeJ + j) * kParallelize6DTile1DRangeK + k) * kParallelize6DTile1DRangeL + l) * kParallelize6DTile1DRangeM + m) * kParallelize6DTile1DRangeN + n; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), 1) << "Element (" << i << ", " << j << ", " << k << ", " << l << ", " << m << ", " << n << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times (expected: 1)"; } } } } } } } TEST(Parallelize6DTile1D, MultiThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize6DTile1DRangeI * kParallelize6DTile1DRangeJ * kParallelize6DTile1DRangeK * kParallelize6DTile1DRangeL * kParallelize6DTile1DRangeM * kParallelize6DTile1DRangeN); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_6d_tile_1d( threadpool.get(), reinterpret_cast(Increment6DTile1D), static_cast(counters.data()), kParallelize6DTile1DRangeI, kParallelize6DTile1DRangeJ, kParallelize6DTile1DRangeK, kParallelize6DTile1DRangeL, kParallelize6DTile1DRangeM, kParallelize6DTile1DRangeN, kParallelize6DTile1DTileN, 0 /* flags */); for (size_t i = 0; i < kParallelize6DTile1DRangeI; i++) { for (size_t j = 0; j < kParallelize6DTile1DRangeJ; j++) { for (size_t k = 0; k < kParallelize6DTile1DRangeK; k++) { for (size_t l = 0; l < kParallelize6DTile1DRangeL; l++) { for (size_t m = 0; m < kParallelize6DTile1DRangeM; m++) { for (size_t n = 0; n < kParallelize6DTile1DRangeN; n++) { const size_t linear_idx = ((((i * kParallelize6DTile1DRangeJ + j) * kParallelize6DTile1DRangeK + k) * kParallelize6DTile1DRangeL + l) * kParallelize6DTile1DRangeM + m) * kParallelize6DTile1DRangeN + n; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), 1) << "Element (" << i << ", " << j << ", " << k << ", " << l << ", " << m << ", " << n << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times (expected: 1)"; } } } } } } } TEST(Parallelize6DTile1D, SingleThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize6DTile1DRangeI * kParallelize6DTile1DRangeJ * kParallelize6DTile1DRangeK * kParallelize6DTile1DRangeL * kParallelize6DTile1DRangeM * kParallelize6DTile1DRangeN); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); for (size_t iteration = 0; iteration < kIncrementIterations6D; iteration++) { pthreadpool_parallelize_6d_tile_1d( threadpool.get(), reinterpret_cast(Increment6DTile1D), static_cast(counters.data()), kParallelize6DTile1DRangeI, kParallelize6DTile1DRangeJ, kParallelize6DTile1DRangeK, kParallelize6DTile1DRangeL, kParallelize6DTile1DRangeM, kParallelize6DTile1DRangeN, kParallelize6DTile1DTileN, 0 /* flags */); } for (size_t i = 0; i < kParallelize6DTile1DRangeI; i++) { for (size_t j = 0; j < kParallelize6DTile1DRangeJ; j++) { for (size_t k = 0; k < kParallelize6DTile1DRangeK; k++) { for (size_t l = 0; l < kParallelize6DTile1DRangeL; l++) { for (size_t m = 0; m < kParallelize6DTile1DRangeM; m++) { for (size_t n = 0; n < kParallelize6DTile1DRangeN; n++) { const size_t linear_idx = ((((i * kParallelize6DTile1DRangeJ + j) * kParallelize6DTile1DRangeK + k) * kParallelize6DTile1DRangeL + l) * kParallelize6DTile1DRangeM + m) * kParallelize6DTile1DRangeN + n; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), kIncrementIterations6D) << "Element (" << i << ", " << j << ", " << k << ", " << l << ", " << m << ", " << n << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations6D << ")"; } } } } } } } TEST(Parallelize6DTile1D, MultiThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize6DTile1DRangeI * kParallelize6DTile1DRangeJ * kParallelize6DTile1DRangeK * kParallelize6DTile1DRangeL * kParallelize6DTile1DRangeM * kParallelize6DTile1DRangeN); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } for (size_t iteration = 0; iteration < kIncrementIterations6D; iteration++) { pthreadpool_parallelize_6d_tile_1d( threadpool.get(), reinterpret_cast(Increment6DTile1D), static_cast(counters.data()), kParallelize6DTile1DRangeI, kParallelize6DTile1DRangeJ, kParallelize6DTile1DRangeK, kParallelize6DTile1DRangeL, kParallelize6DTile1DRangeM, kParallelize6DTile1DRangeN, kParallelize6DTile1DTileN, 0 /* flags */); } for (size_t i = 0; i < kParallelize6DTile1DRangeI; i++) { for (size_t j = 0; j < kParallelize6DTile1DRangeJ; j++) { for (size_t k = 0; k < kParallelize6DTile1DRangeK; k++) { for (size_t l = 0; l < kParallelize6DTile1DRangeL; l++) { for (size_t m = 0; m < kParallelize6DTile1DRangeM; m++) { for (size_t n = 0; n < kParallelize6DTile1DRangeN; n++) { const size_t linear_idx = ((((i * kParallelize6DTile1DRangeJ + j) * kParallelize6DTile1DRangeK + k) * kParallelize6DTile1DRangeL + l) * kParallelize6DTile1DRangeM + m) * kParallelize6DTile1DRangeN + n; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), kIncrementIterations6D) << "Element (" << i << ", " << j << ", " << k << ", " << l << ", " << m << ", " << n << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations6D << ")"; } } } } } } } static void IncrementSame6DTile1D(std::atomic_int* num_processed_items, size_t i, size_t j, size_t k, size_t l, size_t m, size_t start_n, size_t tile_n) { for (size_t n = start_n; n < start_n + tile_n; n++) { num_processed_items->fetch_add(1, std::memory_order_relaxed); } } TEST(Parallelize6DTile1D, MultiThreadPoolHighContention) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_6d_tile_1d( threadpool.get(), reinterpret_cast(IncrementSame6DTile1D), static_cast(&num_processed_items), kParallelize6DTile1DRangeI, kParallelize6DTile1DRangeJ, kParallelize6DTile1DRangeK, kParallelize6DTile1DRangeL, kParallelize6DTile1DRangeM, kParallelize6DTile1DRangeN, kParallelize6DTile1DTileN, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize6DTile1DRangeI * kParallelize6DTile1DRangeJ * kParallelize6DTile1DRangeK * kParallelize6DTile1DRangeL * kParallelize6DTile1DRangeM * kParallelize6DTile1DRangeN); } static void WorkImbalance6DTile1D(std::atomic_int* num_processed_items, size_t i, size_t j, size_t k, size_t l, size_t m, size_t start_n, size_t tile_n) { num_processed_items->fetch_add(tile_n, std::memory_order_relaxed); if (i == 0 && j == 0 && k == 0 && l == 0 && m == 0 && start_n == 0) { /* Spin-wait until all items are computed */ while (num_processed_items->load(std::memory_order_relaxed) != kParallelize6DTile1DRangeI * kParallelize6DTile1DRangeJ * kParallelize6DTile1DRangeK * kParallelize6DTile1DRangeL * kParallelize6DTile1DRangeM * kParallelize6DTile1DRangeN) { std::atomic_thread_fence(std::memory_order_acquire); } } } TEST(Parallelize6DTile1D, MultiThreadPoolWorkStealing) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_6d_tile_1d( threadpool.get(), reinterpret_cast(WorkImbalance6DTile1D), static_cast(&num_processed_items), kParallelize6DTile1DRangeI, kParallelize6DTile1DRangeJ, kParallelize6DTile1DRangeK, kParallelize6DTile1DRangeL, kParallelize6DTile1DRangeM, kParallelize6DTile1DRangeN, kParallelize6DTile1DTileN, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize6DTile1DRangeI * kParallelize6DTile1DRangeJ * kParallelize6DTile1DRangeK * kParallelize6DTile1DRangeL * kParallelize6DTile1DRangeM * kParallelize6DTile1DRangeN); } static void ComputeNothing6DTile2D(void*, size_t, size_t, size_t, size_t, size_t, size_t, size_t, size_t) { } TEST(Parallelize6DTile2D, SingleThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_6d_tile_2d(threadpool.get(), ComputeNothing6DTile2D, nullptr, kParallelize6DTile2DRangeI, kParallelize6DTile2DRangeJ, kParallelize6DTile2DRangeK, kParallelize6DTile2DRangeL, kParallelize6DTile2DRangeM, kParallelize6DTile2DRangeN, kParallelize6DTile2DTileM, kParallelize6DTile2DTileN, 0 /* flags */); } TEST(Parallelize6DTile2D, MultiThreadPoolCompletes) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_6d_tile_2d( threadpool.get(), ComputeNothing6DTile2D, nullptr, kParallelize6DTile2DRangeI, kParallelize6DTile2DRangeJ, kParallelize6DTile2DRangeK, kParallelize6DTile2DRangeL, kParallelize6DTile2DRangeM, kParallelize6DTile2DRangeN, kParallelize6DTile2DTileM, kParallelize6DTile2DTileN, 0 /* flags */); } static void CheckBounds6DTile2D(void*, size_t i, size_t j, size_t k, size_t l, size_t start_m, size_t start_n, size_t tile_m, size_t tile_n) { EXPECT_LT(i, kParallelize6DTile2DRangeI); EXPECT_LT(j, kParallelize6DTile2DRangeJ); EXPECT_LT(k, kParallelize6DTile2DRangeK); EXPECT_LT(l, kParallelize6DTile2DRangeL); EXPECT_LT(start_m, kParallelize6DTile2DRangeM); EXPECT_LT(start_n, kParallelize6DTile2DRangeN); EXPECT_LE(start_m + tile_m, kParallelize6DTile2DRangeM); EXPECT_LE(start_n + tile_n, kParallelize6DTile2DRangeN); } TEST(Parallelize6DTile2D, SingleThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_6d_tile_2d( threadpool.get(), CheckBounds6DTile2D, nullptr, kParallelize6DTile2DRangeI, kParallelize6DTile2DRangeJ, kParallelize6DTile2DRangeK, kParallelize6DTile2DRangeL, kParallelize6DTile2DRangeM, kParallelize6DTile2DRangeN, kParallelize6DTile2DTileM, kParallelize6DTile2DTileN, 0 /* flags */); } TEST(Parallelize6DTile2D, MultiThreadPoolAllItemsInBounds) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_6d_tile_2d( threadpool.get(), CheckBounds6DTile2D, nullptr, kParallelize6DTile2DRangeI, kParallelize6DTile2DRangeJ, kParallelize6DTile2DRangeK, kParallelize6DTile2DRangeL, kParallelize6DTile2DRangeM, kParallelize6DTile2DRangeN, kParallelize6DTile2DTileM, kParallelize6DTile2DTileN, 0 /* flags */); } static void CheckTiling6DTile2D(void*, size_t i, size_t j, size_t k, size_t l, size_t start_m, size_t start_n, size_t tile_m, size_t tile_n) { EXPECT_GT(tile_m, 0); EXPECT_LE(tile_m, kParallelize6DTile2DTileM); EXPECT_EQ(start_m % kParallelize6DTile2DTileM, 0); EXPECT_EQ(tile_m, std::min(kParallelize6DTile2DTileM, kParallelize6DTile2DRangeM - start_m)); EXPECT_GT(tile_n, 0); EXPECT_LE(tile_n, kParallelize6DTile2DTileN); EXPECT_EQ(start_n % kParallelize6DTile2DTileN, 0); EXPECT_EQ(tile_n, std::min(kParallelize6DTile2DTileN, kParallelize6DTile2DRangeN - start_n)); } TEST(Parallelize6DTile2D, SingleThreadPoolUniformTiling) { auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_6d_tile_2d( threadpool.get(), CheckTiling6DTile2D, nullptr, kParallelize6DTile2DRangeI, kParallelize6DTile2DRangeJ, kParallelize6DTile2DRangeK, kParallelize6DTile2DRangeL, kParallelize6DTile2DRangeM, kParallelize6DTile2DRangeN, kParallelize6DTile2DTileM, kParallelize6DTile2DTileN, 0 /* flags */); } TEST(Parallelize6DTile2D, MultiThreadPoolUniformTiling) { auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_6d_tile_2d( threadpool.get(), CheckTiling6DTile2D, nullptr, kParallelize6DTile2DRangeI, kParallelize6DTile2DRangeJ, kParallelize6DTile2DRangeK, kParallelize6DTile2DRangeL, kParallelize6DTile2DRangeM, kParallelize6DTile2DRangeN, kParallelize6DTile2DTileM, kParallelize6DTile2DTileN, 0 /* flags */); } static void SetTrue6DTile2D(std::atomic_bool* processed_indicators, size_t i, size_t j, size_t k, size_t l, size_t start_m, size_t start_n, size_t tile_m, size_t tile_n) { for (size_t m = start_m; m < start_m + tile_m; m++) { for (size_t n = start_n; n < start_n + tile_n; n++) { const size_t linear_idx = ((((i * kParallelize6DTile2DRangeJ + j) * kParallelize6DTile2DRangeK + k) * kParallelize6DTile2DRangeL + l) * kParallelize6DTile2DRangeM + m) * kParallelize6DTile2DRangeN + n; processed_indicators[linear_idx].store(true, std::memory_order_relaxed); } } } TEST(Parallelize6DTile2D, SingleThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize6DTile2DRangeI * kParallelize6DTile2DRangeJ * kParallelize6DTile2DRangeK * kParallelize6DTile2DRangeL * kParallelize6DTile2DRangeM * kParallelize6DTile2DRangeN); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_6d_tile_2d( threadpool.get(), reinterpret_cast(SetTrue6DTile2D), static_cast(indicators.data()), kParallelize6DTile2DRangeI, kParallelize6DTile2DRangeJ, kParallelize6DTile2DRangeK, kParallelize6DTile2DRangeL, kParallelize6DTile2DRangeM, kParallelize6DTile2DRangeN, kParallelize6DTile2DTileM, kParallelize6DTile2DTileN, 0 /* flags */); for (size_t i = 0; i < kParallelize6DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize6DTile2DRangeJ; j++) { for (size_t k = 0; k < kParallelize6DTile2DRangeK; k++) { for (size_t l = 0; l < kParallelize6DTile2DRangeL; l++) { for (size_t m = 0; m < kParallelize6DTile2DRangeM; m++) { for (size_t n = 0; n < kParallelize6DTile2DRangeN; n++) { const size_t linear_idx = ((((i * kParallelize6DTile2DRangeJ + j) * kParallelize6DTile2DRangeK + k) * kParallelize6DTile2DRangeL + l) * kParallelize6DTile2DRangeM + m) * kParallelize6DTile2DRangeN + n; EXPECT_TRUE(indicators[linear_idx].load(std::memory_order_relaxed)) << "Element (" << i << ", " << j << ", " << k << ", " << l << ", " << m << ", " << n << ") not processed"; } } } } } } } TEST(Parallelize6DTile2D, MultiThreadPoolAllItemsProcessed) { std::vector indicators(kParallelize6DTile2DRangeI * kParallelize6DTile2DRangeJ * kParallelize6DTile2DRangeK * kParallelize6DTile2DRangeL * kParallelize6DTile2DRangeM * kParallelize6DTile2DRangeN); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_6d_tile_2d( threadpool.get(), reinterpret_cast(SetTrue6DTile2D), static_cast(indicators.data()), kParallelize6DTile2DRangeI, kParallelize6DTile2DRangeJ, kParallelize6DTile2DRangeK, kParallelize6DTile2DRangeL, kParallelize6DTile2DRangeM, kParallelize6DTile2DRangeN, kParallelize6DTile2DTileM, kParallelize6DTile2DTileN, 0 /* flags */); for (size_t i = 0; i < kParallelize6DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize6DTile2DRangeJ; j++) { for (size_t k = 0; k < kParallelize6DTile2DRangeK; k++) { for (size_t l = 0; l < kParallelize6DTile2DRangeL; l++) { for (size_t m = 0; m < kParallelize6DTile2DRangeM; m++) { for (size_t n = 0; n < kParallelize6DTile2DRangeN; n++) { const size_t linear_idx = ((((i * kParallelize6DTile2DRangeJ + j) * kParallelize6DTile2DRangeK + k) * kParallelize6DTile2DRangeL + l) * kParallelize6DTile2DRangeM + m) * kParallelize6DTile2DRangeN + n; EXPECT_TRUE(indicators[linear_idx].load(std::memory_order_relaxed)) << "Element (" << i << ", " << j << ", " << k << ", " << l << ", " << m << ", " << n << ") not processed"; } } } } } } } static void Increment6DTile2D(std::atomic_int* processed_counters, size_t i, size_t j, size_t k, size_t l, size_t start_m, size_t start_n, size_t tile_m, size_t tile_n) { for (size_t m = start_m; m < start_m + tile_m; m++) { for (size_t n = start_n; n < start_n + tile_n; n++) { const size_t linear_idx = ((((i * kParallelize6DTile2DRangeJ + j) * kParallelize6DTile2DRangeK + k) * kParallelize6DTile2DRangeL + l) * kParallelize6DTile2DRangeM + m) * kParallelize6DTile2DRangeN + n; processed_counters[linear_idx].fetch_add(1, std::memory_order_relaxed); } } } TEST(Parallelize6DTile2D, SingleThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize6DTile2DRangeI * kParallelize6DTile2DRangeJ * kParallelize6DTile2DRangeK * kParallelize6DTile2DRangeL * kParallelize6DTile2DRangeM * kParallelize6DTile2DRangeN); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); pthreadpool_parallelize_6d_tile_2d( threadpool.get(), reinterpret_cast(Increment6DTile2D), static_cast(counters.data()), kParallelize6DTile2DRangeI, kParallelize6DTile2DRangeJ, kParallelize6DTile2DRangeK, kParallelize6DTile2DRangeL, kParallelize6DTile2DRangeM, kParallelize6DTile2DRangeN, kParallelize6DTile2DTileM, kParallelize6DTile2DTileN, 0 /* flags */); for (size_t i = 0; i < kParallelize6DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize6DTile2DRangeJ; j++) { for (size_t k = 0; k < kParallelize6DTile2DRangeK; k++) { for (size_t l = 0; l < kParallelize6DTile2DRangeL; l++) { for (size_t m = 0; m < kParallelize6DTile2DRangeM; m++) { for (size_t n = 0; n < kParallelize6DTile2DRangeN; n++) { const size_t linear_idx = ((((i * kParallelize6DTile2DRangeJ + j) * kParallelize6DTile2DRangeK + k) * kParallelize6DTile2DRangeL + l) * kParallelize6DTile2DRangeM + m) * kParallelize6DTile2DRangeN + n; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), 1) << "Element (" << i << ", " << j << ", " << k << ", " << l << ", " << m << ", " << n << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times (expected: 1)"; } } } } } } } TEST(Parallelize6DTile2D, MultiThreadPoolEachItemProcessedOnce) { std::vector counters(kParallelize6DTile2DRangeI * kParallelize6DTile2DRangeJ * kParallelize6DTile2DRangeK * kParallelize6DTile2DRangeL * kParallelize6DTile2DRangeM * kParallelize6DTile2DRangeN); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_6d_tile_2d( threadpool.get(), reinterpret_cast(Increment6DTile2D), static_cast(counters.data()), kParallelize6DTile2DRangeI, kParallelize6DTile2DRangeJ, kParallelize6DTile2DRangeK, kParallelize6DTile2DRangeL, kParallelize6DTile2DRangeM, kParallelize6DTile2DRangeN, kParallelize6DTile2DTileM, kParallelize6DTile2DTileN, 0 /* flags */); for (size_t i = 0; i < kParallelize6DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize6DTile2DRangeJ; j++) { for (size_t k = 0; k < kParallelize6DTile2DRangeK; k++) { for (size_t l = 0; l < kParallelize6DTile2DRangeL; l++) { for (size_t m = 0; m < kParallelize6DTile2DRangeM; m++) { for (size_t n = 0; n < kParallelize6DTile2DRangeN; n++) { const size_t linear_idx = ((((i * kParallelize6DTile2DRangeJ + j) * kParallelize6DTile2DRangeK + k) * kParallelize6DTile2DRangeL + l) * kParallelize6DTile2DRangeM + m) * kParallelize6DTile2DRangeN + n; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), 1) << "Element (" << i << ", " << j << ", " << k << ", " << l << ", " << m << ", " << n << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times (expected: 1)"; } } } } } } } TEST(Parallelize6DTile2D, SingleThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize6DTile2DRangeI * kParallelize6DTile2DRangeJ * kParallelize6DTile2DRangeK * kParallelize6DTile2DRangeL * kParallelize6DTile2DRangeM * kParallelize6DTile2DRangeN); auto_pthreadpool_t threadpool(pthreadpool_create(1), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); for (size_t iteration = 0; iteration < kIncrementIterations6D; iteration++) { pthreadpool_parallelize_6d_tile_2d( threadpool.get(), reinterpret_cast(Increment6DTile2D), static_cast(counters.data()), kParallelize6DTile2DRangeI, kParallelize6DTile2DRangeJ, kParallelize6DTile2DRangeK, kParallelize6DTile2DRangeL, kParallelize6DTile2DRangeM, kParallelize6DTile2DRangeN, kParallelize6DTile2DTileM, kParallelize6DTile2DTileN, 0 /* flags */); } for (size_t i = 0; i < kParallelize6DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize6DTile2DRangeJ; j++) { for (size_t k = 0; k < kParallelize6DTile2DRangeK; k++) { for (size_t l = 0; l < kParallelize6DTile2DRangeL; l++) { for (size_t m = 0; m < kParallelize6DTile2DRangeM; m++) { for (size_t n = 0; n < kParallelize6DTile2DRangeN; n++) { const size_t linear_idx = ((((i * kParallelize6DTile2DRangeJ + j) * kParallelize6DTile2DRangeK + k) * kParallelize6DTile2DRangeL + l) * kParallelize6DTile2DRangeM + m) * kParallelize6DTile2DRangeN + n; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), kIncrementIterations6D) << "Element (" << i << ", " << j << ", " << k << ", " << l << ", " << m << ", " << n << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations6D << ")"; } } } } } } } TEST(Parallelize6DTile2D, MultiThreadPoolEachItemProcessedMultipleTimes) { std::vector counters(kParallelize6DTile2DRangeI * kParallelize6DTile2DRangeJ * kParallelize6DTile2DRangeK * kParallelize6DTile2DRangeL * kParallelize6DTile2DRangeM * kParallelize6DTile2DRangeN); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } for (size_t iteration = 0; iteration < kIncrementIterations6D; iteration++) { pthreadpool_parallelize_6d_tile_2d( threadpool.get(), reinterpret_cast(Increment6DTile2D), static_cast(counters.data()), kParallelize6DTile2DRangeI, kParallelize6DTile2DRangeJ, kParallelize6DTile2DRangeK, kParallelize6DTile2DRangeL, kParallelize6DTile2DRangeM, kParallelize6DTile2DRangeN, kParallelize6DTile2DTileM, kParallelize6DTile2DTileN, 0 /* flags */); } for (size_t i = 0; i < kParallelize6DTile2DRangeI; i++) { for (size_t j = 0; j < kParallelize6DTile2DRangeJ; j++) { for (size_t k = 0; k < kParallelize6DTile2DRangeK; k++) { for (size_t l = 0; l < kParallelize6DTile2DRangeL; l++) { for (size_t m = 0; m < kParallelize6DTile2DRangeM; m++) { for (size_t n = 0; n < kParallelize6DTile2DRangeN; n++) { const size_t linear_idx = ((((i * kParallelize6DTile2DRangeJ + j) * kParallelize6DTile2DRangeK + k) * kParallelize6DTile2DRangeL + l) * kParallelize6DTile2DRangeM + m) * kParallelize6DTile2DRangeN + n; EXPECT_EQ(counters[linear_idx].load(std::memory_order_relaxed), kIncrementIterations6D) << "Element (" << i << ", " << j << ", " << k << ", " << l << ", " << m << ", " << n << ") was processed " << counters[linear_idx].load(std::memory_order_relaxed) << " times " << "(expected: " << kIncrementIterations6D << ")"; } } } } } } } static void IncrementSame6DTile2D(std::atomic_int* num_processed_items, size_t i, size_t j, size_t k, size_t l, size_t start_m, size_t start_n, size_t tile_m, size_t tile_n) { for (size_t m = start_m; m < start_m + tile_m; m++) { for (size_t n = start_n; n < start_n + tile_n; n++) { num_processed_items->fetch_add(1, std::memory_order_relaxed); } } } TEST(Parallelize6DTile2D, MultiThreadPoolHighContention) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_6d_tile_2d( threadpool.get(), reinterpret_cast(IncrementSame6DTile2D), static_cast(&num_processed_items), kParallelize6DTile2DRangeI, kParallelize6DTile2DRangeJ, kParallelize6DTile2DRangeK, kParallelize6DTile2DRangeL, kParallelize6DTile2DRangeM, kParallelize6DTile2DRangeN, kParallelize6DTile2DTileM, kParallelize6DTile2DTileN, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize6DTile2DRangeI * kParallelize6DTile2DRangeJ * kParallelize6DTile2DRangeK * kParallelize6DTile2DRangeL * kParallelize6DTile2DRangeM * kParallelize6DTile2DRangeN); } static void WorkImbalance6DTile2D(std::atomic_int* num_processed_items, size_t i, size_t j, size_t k, size_t l, size_t start_m, size_t start_n, size_t tile_m, size_t tile_n) { num_processed_items->fetch_add(tile_m * tile_n, std::memory_order_relaxed); if (i == 0 && j == 0 && k == 0 && l == 0 && start_m == 0 && start_n == 0) { /* Spin-wait until all items are computed */ while (num_processed_items->load(std::memory_order_relaxed) != kParallelize6DTile2DRangeI * kParallelize6DTile2DRangeJ * kParallelize6DTile2DRangeK * kParallelize6DTile2DRangeL * kParallelize6DTile2DRangeM * kParallelize6DTile2DRangeN) { std::atomic_thread_fence(std::memory_order_acquire); } } } TEST(Parallelize6DTile2D, MultiThreadPoolWorkStealing) { std::atomic_int num_processed_items = ATOMIC_VAR_INIT(0); auto_pthreadpool_t threadpool(pthreadpool_create(0), pthreadpool_destroy); ASSERT_TRUE(threadpool.get()); if (pthreadpool_get_threads_count(threadpool.get()) <= 1) { GTEST_SKIP(); } pthreadpool_parallelize_6d_tile_2d( threadpool.get(), reinterpret_cast(WorkImbalance6DTile2D), static_cast(&num_processed_items), kParallelize6DTile2DRangeI, kParallelize6DTile2DRangeJ, kParallelize6DTile2DRangeK, kParallelize6DTile2DRangeL, kParallelize6DTile2DRangeM, kParallelize6DTile2DRangeN, kParallelize6DTile2DTileM, kParallelize6DTile2DTileN, 0 /* flags */); EXPECT_EQ(num_processed_items.load(std::memory_order_relaxed), kParallelize6DTile2DRangeI * kParallelize6DTile2DRangeJ * kParallelize6DTile2DRangeK * kParallelize6DTile2DRangeL * kParallelize6DTile2DRangeM * kParallelize6DTile2DRangeN); }