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Diffstat (limited to 'tests/validate_examples/cl_gemm.cpp')
| -rw-r--r-- | tests/validate_examples/cl_gemm.cpp | 378 |
1 files changed, 0 insertions, 378 deletions
diff --git a/tests/validate_examples/cl_gemm.cpp b/tests/validate_examples/cl_gemm.cpp deleted file mode 100644 index 8b3a103db7..0000000000 --- a/tests/validate_examples/cl_gemm.cpp +++ /dev/null @@ -1,378 +0,0 @@ -/* - * Copyright (c) 2017-2018 ARM Limited. - * - * SPDX-License-Identifier: MIT - * - * Permission is hereby granted, free of charge, to any person obtaining a copy - * of this software and associated documentation files (the "Software"), to - * deal in the Software without restriction, including without limitation the - * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or - * sell copies of the Software, and to permit persons to whom the Software is - * furnished to do so, subject to the following conditions: - * - * The above copyright notice and this permission notice shall be included in all - * copies or substantial portions of the Software. - * - * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR - * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, - * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE - * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER - * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, - * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE - * SOFTWARE. - */ -#ifndef ARM_COMPUTE_CL /* Needed by Utils.cpp to handle OpenCL exceptions properly */ -#error "This example needs to be built with -DARM_COMPUTE_CL" -#endif /* ARM_COMPUTE_CL */ - -#include "arm_compute/core/Types.h" -#include "arm_compute/core/utils/quantization/AsymmHelpers.h" -#include "arm_compute/runtime/CL/CLFunctions.h" -#include "arm_compute/runtime/CL/CLScheduler.h" - -#include "tests/AssetsLibrary.h" -#include "tests/CL/CLAccessor.h" -#include "tests/Globals.h" -#include "tests/IAccessor.h" -#include "tests/SimpleTensor.h" -#include "tests/validation/Validation.h" -#include "tests/validation/reference/GEMM.h" -#include "tests/validation/reference/GEMMLowp.h" - -#include "ValidateExample.h" - -#include "utils/Utils.h" - -#include <cstdlib> - -using namespace arm_compute; -using namespace utils; -using namespace arm_compute::test; -using namespace arm_compute::test::validation; - -constexpr float abs_tolerance_f32(0.0001f); /**< F32 Absolute tolerance value for comparing reference's output against implementation's output for - * floating point data types in case using relative tolerance fails because of small values */ -RelativeTolerance<float> tolerance_f32(0.001f); /**< F32 Tolerance value for comparing reference's output against implementation's output for floating point data types */ -RelativeTolerance<half_float::half> tolerance_f16(half(0.2)); /**< F16 Tolerance value for comparing reference's output against implementation's output for floating point data types */ -constexpr float tolerance_num_f16 = 0.02f; /**< F16 Tolerance number */ - -class CLGEMMValidateExample : public ValidateExample -{ -public: - bool do_setup(int argc, char **argv) override - { - //TODO(antbar01): Update to use command line interface ? - CLScheduler::get().default_init(); - if(argc == 2) - { - size_t dt = strtol(argv[1], nullptr, 10); - switch(dt) - { - case 1: - { - data_type = DataType::F16; - std::cout << "Usage: " << argv[0] << "1 M N K [alpha = 1.0f] [beta = 0.0f]\n"; - std::cout << "Using default values: Datatype=FP16 M=7, N=3, K=5, alpha=1.0f and beta=0.0f\n"; - break; - } - case 2: - { - data_type = DataType::QASYMM8; - std::cout << "Usage: " << argv[0] << "2 M N K [scale_src0 = 0.1f] [offset_scr0 = f] [scale_scr1 = 0.1f] [offset_scr1 = 10] [scale_dst = 0.1f] [offset_dst = 10] [bias = 1]\n"; - std::cout << - "Using default values: Datatype=QASYMM8 M=7, N=3, K=5, scale_src0 =(1.0f/255), offset_src0 = 10, scale_src1 =(1.0f/255), offset_src1 = 10, scale_dst =(1.0f/255), offset_dst = 10, bias=1\n\n"; - break; - } - case 0: - default: - { - data_type = DataType::F32; - std::cout << "Usage: " << argv[0] << "0 M N K [alpha = 1.0f] [beta = 0.0f]\n"; - std::cout << "Using default values: Datatype=FP32 M=7, N=3, K=5, alpha=1.0f and beta=0.0f\n"; - } - } - } - else if(argc < 5) - { - // Print help - std::cout << "Usage with datatype = FP32 : " << argv[0] << "0 M N K [alpha = 1.0f] [beta = 0.0f]\n"; - std::cout << " datatype = FP16 : " << argv[0] << "1 M N K [alpha = 1.0f] [beta = 0.0f]\n"; - std::cout << " datatype = QASYMM8 : " << argv[0] << "2 M N K [scale_src0 = 0.1f] [offset_scr0 = f] [scale_scr1 = 0.1f] [offset_scr1 = 10] [scale_dst = 0.1f] [offset_dst = 10] [bias = 1]\n"; - std::cout << "Too few or no arguments provided.\n"; - std::cout << "Using default values: Datatype=FP32 M=7, N=3, K=5, alpha=1.0f and beta=0.0f\n"; - } - else - { - size_t dt = strtol(argv[1], nullptr, 10); - switch(dt) - { - case 1: - { - data_type = DataType::F16; - break; - } - case 2: - { - data_type = DataType::QASYMM8; - break; - } - case 0: - default: - data_type = DataType::F32; - } - M = strtol(argv[2], nullptr, 10); - N = strtol(argv[3], nullptr, 10); - K = strtol(argv[4], nullptr, 10); - } - - switch(data_type) - { - case DataType::F16: - case DataType::F32: - { - if(argc > 5) - { - alpha = strtof(argv[5], nullptr); - if(argc > 6) - { - beta = strtof(argv[6], nullptr); - } - } - break; - } - case DataType::QASYMM8: - { - if(argc > 5) - { - scale_src0 = strtof(argv[5], nullptr); - if(argc > 6) - { - offset_src0 = strtol(argv[6], nullptr, 10); - if(argc > 7) - { - scale_src1 = strtof(argv[7], nullptr); - if(argc > 8) - { - offset_src1 = strtol(argv[8], nullptr, 10); - if(argc > 9) - { - scale_dst = strtof(argv[9], nullptr); - if(argc > 10) - { - offset_dst = strtol(argv[10], nullptr, 10); - if(argc > 11) - { - add_bias = (strtol(argv[11], nullptr, 10) == 1); - } - } - } - } - } - } - } - float multiplier = scale_src0 * scale_src1 / scale_dst; - quantization::calculate_quantized_multiplier_less_than_one(multiplier, &dst_multiplier, &dst_shift); - break; - } - default: - break; - } - - src0.allocator()->init(TensorInfo(TensorShape(K, M), 1, data_type)); - src1.allocator()->init(TensorInfo(TensorShape(N, K), 1, data_type)); - src2.allocator()->init(TensorInfo(TensorShape(N, M), 1, data_type)); - init_sgemm_output(dst, src0, src1, data_type); - - // Configure function - if(data_type == DataType::QASYMM8) - { - src0.info()->set_quantization_info(QuantizationInfo(scale_src0, offset_src0)); - src1.info()->set_quantization_info(QuantizationInfo(scale_src1, offset_src1)); - dst.info()->set_quantization_info(QuantizationInfo(scale_dst, offset_dst)); - biases.allocator()->init(TensorInfo(TensorShape(N), 1, DataType::S32)); - init_sgemm_output(tmp_dst, src0, src1, DataType::S32); - - // Configure GEMMlowp matrix multiply function - mm_gemmlowp.configure(&src0, &src1, nullptr, &tmp_dst); - - // Configure GEMMlowp output stage - mm_gemmlowp_output_stage.configure(&tmp_dst, add_bias ? &biases : nullptr, &dst, dst_multiplier, dst_shift, offset_dst); - tmp_dst.allocator()->allocate(); - biases.allocator()->allocate(); - fill(CLAccessor(biases), 3); - } - else - { - // Configure matrix multiply function - mm_gemm.configure(&src0, &src1, &src2, &dst, alpha, beta); - } - - // Allocate all the tensors - src0.allocator()->allocate(); - src1.allocator()->allocate(); - dst.allocator()->allocate(); - src2.allocator()->allocate(); - - fill(CLAccessor(src0), 0); - fill(CLAccessor(src1), 1); - fill(CLAccessor(src2), 2); - - return true; - } - - void print_parameters(framework::Printer &printer) override - { - printer.print_entry("Datatype", string_from_data_type(data_type)); - printer.print_entry("M", support::cpp11::to_string(M)); - printer.print_entry("N", support::cpp11::to_string(N)); - printer.print_entry("K", support::cpp11::to_string(K)); - if(data_type == DataType::QASYMM8) - { - printer.print_entry("Scale_Src0", support::cpp11::to_string(scale_src0)); - printer.print_entry("Offset_Src0", support::cpp11::to_string(offset_src0)); - printer.print_entry("Scale_Scr1", support::cpp11::to_string(scale_src1)); - printer.print_entry("Offset_Src1", support::cpp11::to_string(offset_src1)); - printer.print_entry("Scale_Dst", support::cpp11::to_string(scale_dst)); - printer.print_entry("Offset_Dst", support::cpp11::to_string(offset_dst)); - printer.print_entry("Bias", support::cpp11::to_string(add_bias)); - } - else - { - printer.print_entry("Alpha", support::cpp11::to_string(alpha)); - printer.print_entry("Beta", support::cpp11::to_string(beta)); - } - } - - void do_validate() override - { - switch(data_type) - { - case DataType::F16: - { - SimpleTensor<half> ref_src0 = { TensorShape(K, M), data_type, 1 }; - SimpleTensor<half> ref_src1 = { TensorShape(N, K), data_type, 1 }; - SimpleTensor<half> ref_src2 = { TensorShape(N, M), data_type, 1 }; - - fill(ref_src0, 0); - fill(ref_src1, 1); - fill(ref_src2, 2); - - SimpleTensor<half> ref_dst = reference::gemm<half>(ref_src0, ref_src1, ref_src2, alpha, beta); - validate(CLAccessor(dst), ref_dst, tolerance_f16, tolerance_num_f16); - break; - } - case DataType::F32: - { - SimpleTensor<float> ref_src0 = { TensorShape(K, M), data_type, 1 }; - SimpleTensor<float> ref_src1 = { TensorShape(N, K), data_type, 1 }; - SimpleTensor<float> ref_src2 = { TensorShape(N, M), data_type, 1 }; - - fill(ref_src0, 0); - fill(ref_src1, 1); - fill(ref_src2, 2); - - SimpleTensor<float> ref_dst = reference::gemm<float>(ref_src0, ref_src1, ref_src2, alpha, beta); - validate(CLAccessor(dst), ref_dst, tolerance_f32, 0.f, abs_tolerance_f32); - break; - } - case DataType::QASYMM8: - { - SimpleTensor<uint8_t> ref_src0{ TensorShape(K, M), data_type, 1 }; - SimpleTensor<uint8_t> ref_src1{ TensorShape(N, K), data_type, 1 }; - SimpleTensor<uint8_t> ref_dst; - - // Fill reference - fill(ref_src0, 0); - fill(ref_src1, 1); - - SimpleTensor<int32_t> ref_tmp_dst = reference::gemmlowp_matrix_multiply_core<int32_t, uint8_t>(ref_src0, ref_src1, TensorShape(N, M), offset_src0, offset_src1); - - if(add_bias) - { - SimpleTensor<int32_t> biases{ TensorShape(N), DataType::S32, 1 }; - // Fill bias - fill(biases, 3); - ref_dst = reference::gemmlowp_quantize_down_int32_to_uint8_scale_by_fixedpoint<int32_t>(ref_tmp_dst, biases, dst_multiplier, dst_shift, offset_dst); - } - else - { - ref_dst = reference::gemmlowp_quantize_down_int32_to_uint8_scale_by_fixedpoint<int32_t>(ref_tmp_dst, dst_multiplier, dst_shift, offset_dst); - } - validate(CLAccessor(dst), ref_dst); - break; - } - default: - break; - } - } - void do_run() override - { - // Execute the function - if(data_type == DataType::QASYMM8) - { - // Run gemmlowp - mm_gemmlowp.run(); - // Run output stage - mm_gemmlowp_output_stage.run(); - } - else - { - // Run gemm - mm_gemm.run(); - } - - // Make sure all the OpenCL jobs are done executing: - CLScheduler::get().sync(); - } - -private: - template <typename U> - void fill(U &&tensor, int i) - { - switch(tensor.data_type()) - { - case DataType::F16: - case DataType::F32: - { - std::uniform_real_distribution<> distribution(-1.0f, 1.0f); - library->fill(tensor, distribution, i); - break; - } - case DataType::S32: - case DataType::QASYMM8: - { - std::uniform_int_distribution<> distribution(-6000, 6000); - library->fill(tensor, distribution, i); - break; - } - default: - library->fill_tensor_uniform(tensor, i); - } - } - - CLTensor src0{}, src1{}, src2{}, dst{}; - CLTensor tmp_dst{}, biases{}; - - CLGEMM mm_gemm{}; - CLGEMMLowpMatrixMultiplyCore mm_gemmlowp{}; - CLGEMMLowpQuantizeDownInt32ToUint8ScaleByFixedPoint mm_gemmlowp_output_stage{}; - - size_t M{ 7 }, N{ 3 }, K{ 5 }; - DataType data_type{ DataType::F32 }; - float alpha{ 1.0 }, beta{ 0.0 }; - int offset_src0{ 10 }, offset_src1{ 10 }, offset_dst{ 10 }; - float scale_src0{ 1.0f / 255 }, scale_src1{ 1.0f / 255 }, scale_dst{ 1.0f / 255 }; - int32_t dst_multiplier{ 0 }, dst_shift{ 0 }; - bool add_bias{ true }; -}; - -/** Main program for gemm test - * - * @param[in] argc Number of arguments - * @param[in] argv Arguments ( [optional] datatype, [optional] M, [optional] N, [optional] K, [optional] scale_src0, [optional] offset_src0, [optional] scale_src1, [optional] offset_src1, [optional] scale_dst, [optional] offset_dst, [optional] bias, [optional] alpha, [optional] beta ) - * - */ -int main(int argc, char **argv) -{ - return utils::run_example<CLGEMMValidateExample>(argc, argv); -} |