diff options
Diffstat (limited to 'tesseract/unittest/intsimdmatrix_test.cc')
-rw-r--r-- | tesseract/unittest/intsimdmatrix_test.cc | 135 |
1 files changed, 135 insertions, 0 deletions
diff --git a/tesseract/unittest/intsimdmatrix_test.cc b/tesseract/unittest/intsimdmatrix_test.cc new file mode 100644 index 00000000..cdfbaa2c --- /dev/null +++ b/tesseract/unittest/intsimdmatrix_test.cc @@ -0,0 +1,135 @@ +/////////////////////////////////////////////////////////////////////// +// File: intsimdmatrix_test.cc +// Author: rays@google.com (Ray Smith) +// +// Copyright 2017 Google Inc. All Rights Reserved. +// Licensed under the Apache License, Version 2.0 (the "License"); +// you may not use this file except in compliance with the License. +// You may obtain a copy of the License at +// http://www.apache.org/licenses/LICENSE-2.0 +// Unless required by applicable law or agreed to in writing, software +// distributed under the License is distributed on an "AS IS" BASIS, +// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +// See the License for the specific language governing permissions and +// limitations under the License. +/////////////////////////////////////////////////////////////////////// + +#include "intsimdmatrix.h" +#include <memory> +#include <vector> +#include <gtest/gtest.h> +#include <gtest/internal/gtest-port.h> +#include "include_gunit.h" +#include "matrix.h" +#include "simddetect.h" +#include "tprintf.h" + +namespace tesseract { + +class IntSimdMatrixTest : public ::testing::Test { + protected: + void SetUp() { + std::locale::global(std::locale("")); + } + + // Makes a random weights matrix of the given size. + GENERIC_2D_ARRAY<int8_t> InitRandom(int no, int ni) { + GENERIC_2D_ARRAY<int8_t> a(no, ni, 0); + for (int i = 0; i < no; ++i) { + for (int j = 0; j < ni; ++j) { + a(i, j) = static_cast<int8_t>(random_.SignedRand(INT8_MAX)); + } + } + return a; + } + // Makes a random input vector of the given size, with rounding up. + std::vector<int8_t> RandomVector(int size, const IntSimdMatrix& matrix) { + int rounded_size = matrix.RoundInputs(size); + std::vector<int8_t> v(rounded_size, 0); + for (int i = 0; i < size; ++i) { + v[i] = static_cast<int8_t>(random_.SignedRand(INT8_MAX)); + } + return v; + } + // Makes a random scales vector of the given size. + std::vector<double> RandomScales(int size) { + std::vector<double> v(size); + for (int i = 0; i < size; ++i) { + v[i] = (1.0 + random_.SignedRand(1.0)) / INT8_MAX; + } + return v; + } + // Tests a range of sizes and compares the results against the generic version. + void ExpectEqualResults(const IntSimdMatrix& matrix) { + double total = 0.0; + for (int num_out = 1; num_out < 130; ++num_out) { + for (int num_in = 1; num_in < 130; ++num_in) { + GENERIC_2D_ARRAY<int8_t> w = InitRandom(num_out, num_in + 1); + std::vector<int8_t> u = RandomVector(num_in, matrix); + std::vector<double> scales = RandomScales(num_out); + int ro = num_out; + if (IntSimdMatrix::intSimdMatrix) + ro = IntSimdMatrix::intSimdMatrix->RoundOutputs(ro); + std::vector<double> base_result(ro); + base_result.resize(num_out); + IntSimdMatrix::MatrixDotVector(w, scales, u.data(), base_result.data()); + std::vector<double> test_result(ro); + test_result.resize(num_out); + std::vector<int8_t> shaped_wi; + int32_t rounded_num_out; + matrix.Init(w, shaped_wi, rounded_num_out); + scales.reserve(rounded_num_out); + if (matrix.matrixDotVectorFunction) { + matrix.matrixDotVectorFunction(w.dim1(), w.dim2(), &shaped_wi[0], + &scales[0], &u[0], &test_result[0]); + } else { + IntSimdMatrix::MatrixDotVector(w, scales, u.data(), test_result.data()); + } + for (int i = 0; i < num_out; ++i) { + EXPECT_FLOAT_EQ(base_result[i], test_result[i]) << "i=" << i; + total += base_result[i]; + } + } + } + // Compare sum of all results with expected value. + EXPECT_FLOAT_EQ(total, 337849.39354684710); + } + + TRand random_; +}; + +// Test the C++ implementation without SIMD. +TEST_F(IntSimdMatrixTest, C) { + static const IntSimdMatrix matrix = {nullptr, 1, 1, 1, 1}; + ExpectEqualResults(matrix); +} + +// Tests that the SSE implementation gets the same result as the vanilla. +TEST_F(IntSimdMatrixTest, SSE) { +#if defined(HAVE_SSE4_1) + if (!SIMDDetect::IsSSEAvailable()) { + GTEST_LOG_(INFO) << "No SSE found! Not tested!"; + GTEST_SKIP(); + } + ExpectEqualResults(IntSimdMatrix::intSimdMatrixSSE); +#else + GTEST_LOG_(INFO) << "SSE unsupported! Not tested!"; + GTEST_SKIP(); +#endif +} + +// Tests that the AVX2 implementation gets the same result as the vanilla. +TEST_F(IntSimdMatrixTest, AVX2) { +#if defined(HAVE_AVX2) + if (!SIMDDetect::IsAVX2Available()) { + GTEST_LOG_(INFO) << "No AVX2 found! Not tested!"; + GTEST_SKIP(); + } + ExpectEqualResults(IntSimdMatrix::intSimdMatrixAVX2); +#else + GTEST_LOG_(INFO) << "AVX2 unsupported! Not tested!"; + GTEST_SKIP(); +#endif +} + +} // namespace tesseract |