diff options
author | Cedric Nugteren <web@cedricnugteren.nl> | 2017-07-16 22:33:49 +0200 |
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committer | Cedric Nugteren <web@cedricnugteren.nl> | 2017-07-16 22:33:49 +0200 |
commit | 97bcf77d4bc9b31e32a8785787e0497ac5440e44 (patch) | |
tree | ceb0601fc0e2ea009ba46b44be314fdb02eb9e74 | |
parent | 84ec50e29dc123b956a85e1dc37dae123323e420 (diff) |
First step towards supporting im2col in the test infrastructure
-rw-r--r-- | src/utilities/utilities.hpp | 25 | ||||
-rw-r--r-- | test/correctness/routines/levelx/xim2col.cpp | 26 | ||||
-rw-r--r-- | test/correctness/testblas.hpp | 54 | ||||
-rw-r--r-- | test/correctness/tester.cpp | 5 | ||||
-rw-r--r-- | test/performance/routines/levelx/xim2col.cpp | 33 | ||||
-rw-r--r-- | test/routines/levelx/xim2col.hpp | 165 | ||||
-rw-r--r-- | test/routines/levelx/xomatcopy.hpp | 2 |
7 files changed, 306 insertions, 4 deletions
diff --git a/src/utilities/utilities.hpp b/src/utilities/utilities.hpp index 03051354..8daeda08 100644 --- a/src/utilities/utilities.hpp +++ b/src/utilities/utilities.hpp @@ -78,6 +78,19 @@ constexpr auto kArgAlpha = "alpha"; constexpr auto kArgBeta = "beta"; constexpr auto kArgBatchCount = "batch_num"; +// Constants for im2col +constexpr auto kArgChannels = "channels"; +constexpr auto kArgHeight = "height"; +constexpr auto kArgWidth = "width"; +constexpr auto kArgKernelH = "kernelh"; +constexpr auto kArgKernelW = "kernelw"; +constexpr auto kArgPadH = "padh"; +constexpr auto kArgPadW = "padw"; +constexpr auto kArgStrideH = "strideh"; +constexpr auto kArgStrideW = "stridew"; +constexpr auto kArgDilationH = "dilationh"; +constexpr auto kArgDilationW = "dilationw"; + // The tuner-specific arguments in string form constexpr auto kArgFraction = "fraction"; @@ -170,6 +183,18 @@ struct Arguments { size_t imax_offset = 0; T alpha = ConstantOne<T>(); T beta = ConstantOne<T>(); + // Arguments for im2col + size_t channels = 1; + size_t height = 1; + size_t width = 1; + size_t kernel_h = 1; + size_t kernel_w = 1; + size_t pad_h = 1; + size_t pad_w = 1; + size_t stride_h = 1; + size_t stride_w = 1; + size_t dilation_h = 1; + size_t dilation_w = 1; // Batch-specific arguments size_t batch_count = 1; std::vector<size_t> x_offsets; // = {0}; diff --git a/test/correctness/routines/levelx/xim2col.cpp b/test/correctness/routines/levelx/xim2col.cpp new file mode 100644 index 00000000..fe79b3ef --- /dev/null +++ b/test/correctness/routines/levelx/xim2col.cpp @@ -0,0 +1,26 @@ + +// ================================================================================================= +// This file is part of the CLBlast project. The project is licensed under Apache Version 2.0. This +// project loosely follows the Google C++ styleguide and uses a tab-size of two spaces and a max- +// width of 100 characters per line. +// +// Author(s): +// Cedric Nugteren <www.cedricnugteren.nl> +// +// ================================================================================================= + +#include "test/correctness/testblas.hpp" +#include "test/routines/levelx/xim2col.hpp" + +// Main function (not within the clblast namespace) +int main(int argc, char *argv[]) { + auto errors = size_t{0}; + errors += clblast::RunTests<clblast::TestXim2col<float>, float, float>(argc, argv, false, "SIM2COL"); + errors += clblast::RunTests<clblast::TestXim2col<double>, double, double>(argc, argv, true, "DIM2COL"); + errors += clblast::RunTests<clblast::TestXim2col<clblast::float2>, clblast::float2, clblast::float2>(argc, argv, true, "CIM2COL"); + errors += clblast::RunTests<clblast::TestXim2col<clblast::double2>, clblast::double2, clblast::double2>(argc, argv, true, "ZIM2COL"); + errors += clblast::RunTests<clblast::TestXim2col<clblast::half>, clblast::half, clblast::half>(argc, argv, true, "HIM2COL"); + if (errors > 0) { return 1; } else { return 0; } +} + +// ================================================================================================= diff --git a/test/correctness/testblas.hpp b/test/correctness/testblas.hpp index a553687d..577a289e 100644 --- a/test/correctness/testblas.hpp +++ b/test/correctness/testblas.hpp @@ -56,6 +56,8 @@ class TestBlas: public Tester<T,U> { static const std::vector<size_t> kMatrixDims; static const std::vector<size_t> kMatrixVectorDims; static const std::vector<size_t> kBandSizes; + static const std::vector<size_t> kPadSizes; + static const std::vector<size_t> kKernelSizes; static const std::vector<size_t> kBatchCounts; const std::vector<size_t> kOffsets; const std::vector<U> kAlphaValues; @@ -130,6 +132,8 @@ template <typename T, typename U> const std::vector<size_t> TestBlas<T,U>::kMatr template <typename T, typename U> const std::vector<size_t> TestBlas<T,U>::kMatrixVectorDims = { 61, 256 }; template <typename T, typename U> const std::vector<size_t> TestBlas<T,U>::kBandSizes = { 4, 19 }; template <typename T, typename U> const std::vector<size_t> TestBlas<T,U>::kBatchCounts = { 1, 3 }; +template <typename T, typename U> const std::vector<size_t> TestBlas<T,U>::kPadSizes = { 0 }; +template <typename T, typename U> const std::vector<size_t> TestBlas<T,U>::kKernelSizes = { 1, 3 }; // Test settings for the invalid tests template <typename T, typename U> const std::vector<size_t> TestBlas<T,U>::kInvalidIncrements = { 0, 1 }; @@ -223,6 +227,17 @@ size_t RunTests(int argc, char *argv[], const bool silent, const std::string &na auto imax_offsets = std::vector<size_t>{args.imax_offset}; auto alphas = std::vector<U>{args.alpha}; auto betas = std::vector<U>{args.beta}; + auto channelss = std::vector<size_t>{args.channels}; + auto heights = std::vector<size_t>{args.height}; + auto widths = std::vector<size_t>{args.width}; + auto kernel_hs = std::vector<size_t>{args.kernel_h}; + auto kernel_ws = std::vector<size_t>{args.kernel_w}; + auto pad_hs = std::vector<size_t>{args.pad_h}; + auto pad_ws = std::vector<size_t>{args.pad_w}; + auto stride_hs = std::vector<size_t>{args.stride_h}; + auto stride_ws = std::vector<size_t>{args.stride_w}; + auto dilation_hs = std::vector<size_t>{args.dilation_h}; + auto dilation_ws = std::vector<size_t>{args.dilation_w}; auto batch_counts = std::vector<size_t>{args.batch_count}; auto x_sizes = std::vector<size_t>{args.x_size}; auto y_sizes = std::vector<size_t>{args.y_size}; @@ -267,6 +282,17 @@ size_t RunTests(int argc, char *argv[], const bool silent, const std::string &na if (option == kArgImaxOffset) { imax_offsets = tester.kOffsets; } if (option == kArgAlpha) { alphas = tester.kAlphaValues; } if (option == kArgBeta) { betas = tester.kBetaValues; } + if (option == kArgChannels) { channelss = tester.kMatrixDims; } + if (option == kArgHeight) { heights = tester.kMatrixDims; } + if (option == kArgWidth) { widths = tester.kMatrixDims; } + if (option == kArgKernelH) { kernel_hs = tester.kKernelSizes; } + if (option == kArgKernelW) { kernel_ws = tester.kKernelSizes; } + if (option == kArgPadH) { pad_hs = tester.kPadSizes; } + if (option == kArgPadW) { pad_ws = tester.kPadSizes; } + if (option == kArgStrideH) { stride_hs = tester.kKernelSizes; } + if (option == kArgStrideW) { stride_ws = tester.kKernelSizes; } + if (option == kArgDilationH) { dilation_hs = tester.kKernelSizes; } + if (option == kArgDilationW) { dilation_ws = tester.kKernelSizes; } if (option == kArgBatchCount) { batch_counts = tester.kBatchCounts; } if (option == kArgXOffset) { x_sizes = tester.kVecSizes; } @@ -310,9 +336,31 @@ size_t RunTests(int argc, char *argv[], const bool silent, const std::string &na for (auto &imax_offset: imax_offsets) { r_args.imax_offset = imax_offset; for (auto &alpha: alphas) { r_args.alpha = alpha; for (auto &beta: betas) { r_args.beta = beta; - for (auto &batch_count: batch_counts) { r_args.batch_count = batch_count; - C::SetSizes(r_args); - regular_test_vector.push_back(r_args); + for (auto &channels: channelss) { r_args.channels = channels; + for (auto &height: heights) { r_args.height = height; + for (auto &width: widths) { r_args.width = width; + for (auto &kernel_h: kernel_hs) { r_args.kernel_h = kernel_h; + for (auto &kernel_w: kernel_ws) { r_args.kernel_w = kernel_w; + for (auto &pad_h: pad_hs) { r_args.pad_h = pad_h; + for (auto &pad_w: pad_ws) { r_args.pad_w = pad_w; + for (auto &stride_h: stride_hs) { r_args.stride_h = stride_h; + for (auto &stride_w: stride_ws) { r_args.stride_w = stride_w; + for (auto &dilation_h: dilation_hs) { r_args.dilation_h = dilation_h; + for (auto &dilation_w: dilation_ws) { r_args.dilation_w = dilation_w; + for (auto &batch_count: batch_counts) { r_args.batch_count = batch_count; + C::SetSizes(r_args); + regular_test_vector.push_back(r_args); + } + } + } + } + } + } + } + } + } + } + } } } } diff --git a/test/correctness/tester.cpp b/test/correctness/tester.cpp index fb85e609..1581fbfb 100644 --- a/test/correctness/tester.cpp +++ b/test/correctness/tester.cpp @@ -366,6 +366,11 @@ std::string Tester<T,U>::GetOptionsString(const Arguments<U> &args) { if (o == kArgAlpha) { result += kArgAlpha + equals + ToString(args.alpha) + " "; } if (o == kArgBeta) { result += kArgBeta + equals + ToString(args.beta) + " "; } if (o == kArgBatchCount){result += kArgBatchCount + equals + ToString(args.batch_count) + " "; } + if (o == kArgChannels) { result += kArgChannels + equals + ToString(args.channels) + " "; } + if (o == kArgHeight) { result += kArgHeight + equals + ToString(args.height) + " "; } + if (o == kArgWidth) { result += kArgWidth + equals + ToString(args.width) + " "; } + if (o == kArgKernelH) { result += kArgKernelH + equals + ToString(args.kernel_h) + " "; } + if (o == kArgKernelW) { result += kArgKernelW + equals + ToString(args.kernel_w) + " "; } } return result; } diff --git a/test/performance/routines/levelx/xim2col.cpp b/test/performance/routines/levelx/xim2col.cpp new file mode 100644 index 00000000..30e224f8 --- /dev/null +++ b/test/performance/routines/levelx/xim2col.cpp @@ -0,0 +1,33 @@ + +// ================================================================================================= +// This file is part of the CLBlast project. The project is licensed under Apache Version 2.0. This +// project loosely follows the Google C++ styleguide and uses a tab-size of two spaces and a max- +// width of 100 characters per line. +// +// Author(s): +// Cedric Nugteren <www.cedricnugteren.nl> +// +// ================================================================================================= + +#include "test/performance/client.hpp" +#include "test/routines/levelx/xim2col.hpp" + +// Main function (not within the clblast namespace) +int main(int argc, char *argv[]) { + const auto command_line_args = clblast::RetrieveCommandLineArguments(argc, argv); + switch(clblast::GetPrecision(command_line_args, clblast::Precision::kSingle)) { + case clblast::Precision::kHalf: + clblast::RunClient<clblast::TestXim2col<clblast::half>, clblast::half, clblast::half>(argc, argv); break; + case clblast::Precision::kSingle: + clblast::RunClient<clblast::TestXim2col<float>, float, float>(argc, argv); break; + case clblast::Precision::kDouble: + clblast::RunClient<clblast::TestXim2col<double>, double, double>(argc, argv); break; + case clblast::Precision::kComplexSingle: + clblast::RunClient<clblast::TestXim2col<clblast::float2>, clblast::float2, clblast::float2>(argc, argv); break; + case clblast::Precision::kComplexDouble: + clblast::RunClient<clblast::TestXim2col<clblast::double2>, clblast::double2, clblast::double2>(argc, argv); break; + } + return 0; +} + +// ================================================================================================= diff --git a/test/routines/levelx/xim2col.hpp b/test/routines/levelx/xim2col.hpp new file mode 100644 index 00000000..e5bc56cd --- /dev/null +++ b/test/routines/levelx/xim2col.hpp @@ -0,0 +1,165 @@ + +// ================================================================================================= +// This file is part of the CLBlast project. The project is licensed under Apache Version 2.0. This +// project loosely follows the Google C++ styleguide and uses a tab-size of two spaces and a max- +// width of 100 characters per line. +// +// Author(s): +// Cedric Nugteren <www.cedricnugteren.nl> +// +// This file implements a class with static methods to describe the Xim2col routine. Examples of +// such 'descriptions' are how to calculate the size a of buffer or how to run the routine. These +// static methods are used by the correctness tester and the performance tester. +// +// ================================================================================================= + +#ifndef CLBLAST_TEST_ROUTINES_XIM2COL_H_ +#define CLBLAST_TEST_ROUTINES_XIM2COL_H_ + +#include "test/routines/common.hpp" + +namespace clblast { +// ================================================================================================= + +template <typename T> +StatusCode RunReference(const Arguments<T> &args, BuffersHost<T> &buffers_host) { + for (auto c_id = size_t{0}; c_id < args.channels; ++c_id) { // input channels + for (auto kh_id = size_t{0}; kh_id < args.kernel_h; ++kh_id) { // kernel height + for (auto kw_id = size_t{0}; kw_id < args.kernel_w; ++kw_id) { // kernel width + for (auto h_id = size_t{0}; h_id < args.height; h_id += args.stride_h) { // image height + for (auto w_id = size_t{0}; w_id < args.width; w_id += args.stride_w) { // image width + + // Retrieves the input value + const auto h_index = -args.pad_h + kh_id * args.dilation_h + h_id; + const auto w_index = -args.pad_w + kw_id * args.dilation_w + w_id; + auto val = ConstantZero<T>(); + if (h_index < args.height && w_index < args.width) { + const auto input_index = w_index + args.width * (h_index + args.height * c_id); + val = buffers_host.a_mat[input_index + args.a_offset]; + } + + // Sets the output value + const auto kernel_index = kw_id + args.kernel_w * kh_id; + const auto patch_index = w_id + ((args.width / args.stride_w) * h_id + (args.height / args.stride_h) * c_id); + const auto output_index = kernel_index + args.kernel_h * args.kernel_w * patch_index; + buffers_host.b_mat[output_index + args.b_offset] = val; + } + } + } + } + } + return StatusCode::kSuccess; +} + +// ================================================================================================= + +// See comment at top of file for a description of the class +template <typename T> +class TestXim2col { +public: + + // The BLAS level: 4 for the extra routines + static size_t BLASLevel() { return 4; } + + // The list of arguments relevant for this routine + static std::vector<std::string> GetOptions() { + return {kArgChannels, kArgHeight, kArgWidth, kArgKernelH, kArgKernelW, kArgPadH, kArgPadW, + kArgStrideH, kArgStrideW, kArgDilationH, kArgDilationW, + kArgAOffset, kArgBOffset}; + } + static std::vector<std::string> BuffersIn() { return {kBufMatA, kBufMatB}; } + static std::vector<std::string> BuffersOut() { return {kBufMatB}; } + + // Describes how to obtain the sizes of the buffers + static size_t NumPatches(const Arguments<T> &args) { + return (args.width / args.stride_w) * (args.height / args.stride_h) * args.channels; + } + static size_t GetSizeA(const Arguments<T> &args) { + return args.height * args.width * args.channels + args.a_offset; + } + static size_t GetSizeB(const Arguments<T> &args) { + return args.kernel_w * args.kernel_h * NumPatches(args) + args.b_offset; + } + + // Describes how to set the sizes of all the buffers + static void SetSizes(Arguments<T> &args) { + args.a_size = GetSizeA(args); + args.b_size = GetSizeB(args); + } + + // Describes what the default values of the leading dimensions of the matrices are + static size_t DefaultLDA(const Arguments<T> &) { return 1; } // N/A for this routine + static size_t DefaultLDB(const Arguments<T> &) { return 1; } // N/A for this routine + static size_t DefaultLDC(const Arguments<T> &) { return 1; } // N/A for this routine + + // Describes which transpose options are relevant for this routine + using Transposes = std::vector<Transpose>; + static Transposes GetATransposes(const Transposes &) { return {}; } // N/A for this routine + static Transposes GetBTransposes(const Transposes &) { return {}; } // N/A for this routine + + // Describes how to prepare the input data + static void PrepareData(const Arguments<T>&, Queue&, const int, std::vector<T>&, + std::vector<T>&, std::vector<T>&, std::vector<T>&, std::vector<T>&, + std::vector<T>&, std::vector<T>&) {} // N/A for this routine + + // Describes how to run the CLBlast routine + static StatusCode RunRoutine(const Arguments<T> &args, Buffers<T> &buffers, Queue &queue) { + auto queue_plain = queue(); + auto event = cl_event{}; + auto status = Im2col<T>(args.channels, args.height, args.width, + args.kernel_h, args.kernel_w, + args.pad_h, args.pad_w, + args.stride_h, args.stride_w, + args.dilation_h, args.dilation_w, + buffers.a_mat(), args.a_offset, + buffers.b_mat(), args.b_offset, + &queue_plain, &event); + if (status == StatusCode::kSuccess) { clWaitForEvents(1, &event); clReleaseEvent(event); } + return status; + } + + // Describes how to run a naive version of the routine (for correctness/performance comparison). + // Note that a proper clBLAS or CPU BLAS comparison is not available for non-BLAS routines. + static StatusCode RunReference1(const Arguments<T> &args, Buffers<T> &buffers, Queue &queue) { + auto buffers_host = BuffersHost<T>(); + DeviceToHost(args, buffers, buffers_host, queue, BuffersIn()); + const auto status = RunReference(args, buffers_host); + HostToDevice(args, buffers, buffers_host, queue, BuffersOut()); + return status; + } + + static StatusCode RunReference2(const Arguments<T> &args, BuffersHost<T> &buffers_host, Queue&) { + return RunReference(args, buffers_host); + } + static StatusCode RunReference3(const Arguments<T> &, BuffersCUDA<T> &, Queue &) { + return StatusCode::kUnknownError; + } + + // Describes how to download the results of the computation (more importantly: which buffer) + static std::vector<T> DownloadResult(const Arguments<T> &args, Buffers<T> &buffers, Queue &queue) { + std::vector<T> result(args.b_size, static_cast<T>(0)); + buffers.b_mat.Read(queue, args.b_size, result); + return result; + } + + // Describes how to compute the indices of the result buffer + static size_t ResultID1(const Arguments<T> &args) { return args.kernel_h * args.kernel_w; } + static size_t ResultID2(const Arguments<T> &args) { return NumPatches(args); } + static size_t GetResultIndex(const Arguments<T> &args, const size_t id1, const size_t id2) { + return id1 + args.kernel_h * args.kernel_w * id2 + args.b_offset; + } + + // Describes how to compute performance metrics + static size_t GetFlops(const Arguments<T> &args) { + return 1; + } + static size_t GetBytes(const Arguments<T> &args) { + return (1) * sizeof(T); + } +}; + +// ================================================================================================= +} // namespace clblast + +// CLBLAST_TEST_ROUTINES_XIM2COL_H_ +#endif diff --git a/test/routines/levelx/xomatcopy.hpp b/test/routines/levelx/xomatcopy.hpp index 4638b61c..2736cf75 100644 --- a/test/routines/levelx/xomatcopy.hpp +++ b/test/routines/levelx/xomatcopy.hpp @@ -114,7 +114,7 @@ class TestXomatcopy { static size_t DefaultLDB(const Arguments<T> &args) { return args.m; } static size_t DefaultLDC(const Arguments<T> &) { return 1; } // N/A for this routine - // Describes which omatcopyose options are relevant for this routine + // Describes which transpose options are relevant for this routine using Transposes = std::vector<Transpose>; static Transposes GetATransposes(const Transposes &all) { return all; } static Transposes GetBTransposes(const Transposes &) { return {}; } // N/A for this routine |