1*4bdc9457SAndroid Build Coastguard Worker // Copyright (c) Facebook, Inc. and its affiliates. 2*4bdc9457SAndroid Build Coastguard Worker // All rights reserved. 3*4bdc9457SAndroid Build Coastguard Worker // 4*4bdc9457SAndroid Build Coastguard Worker // Copyright 2019 Google LLC 5*4bdc9457SAndroid Build Coastguard Worker // 6*4bdc9457SAndroid Build Coastguard Worker // This source code is licensed under the BSD-style license found in the 7*4bdc9457SAndroid Build Coastguard Worker // LICENSE file in the root directory of this source tree. 8*4bdc9457SAndroid Build Coastguard Worker 9*4bdc9457SAndroid Build Coastguard Worker #pragma once 10*4bdc9457SAndroid Build Coastguard Worker 11*4bdc9457SAndroid Build Coastguard Worker #include <gtest/gtest.h> 12*4bdc9457SAndroid Build Coastguard Worker 13*4bdc9457SAndroid Build Coastguard Worker #include <algorithm> 14*4bdc9457SAndroid Build Coastguard Worker #include <cassert> 15*4bdc9457SAndroid Build Coastguard Worker #include <cstddef> 16*4bdc9457SAndroid Build Coastguard Worker #include <cstdlib> 17*4bdc9457SAndroid Build Coastguard Worker #include <functional> 18*4bdc9457SAndroid Build Coastguard Worker #include <limits> 19*4bdc9457SAndroid Build Coastguard Worker #include <random> 20*4bdc9457SAndroid Build Coastguard Worker #include <vector> 21*4bdc9457SAndroid Build Coastguard Worker 22*4bdc9457SAndroid Build Coastguard Worker #include <xnnpack/microfnptr.h> 23*4bdc9457SAndroid Build Coastguard Worker 24*4bdc9457SAndroid Build Coastguard Worker 25*4bdc9457SAndroid Build Coastguard Worker class LUTNormMicrokernelTester { 26*4bdc9457SAndroid Build Coastguard Worker public: n(size_t n)27*4bdc9457SAndroid Build Coastguard Worker inline LUTNormMicrokernelTester& n(size_t n) { 28*4bdc9457SAndroid Build Coastguard Worker assert(n != 0); 29*4bdc9457SAndroid Build Coastguard Worker this->n_ = n; 30*4bdc9457SAndroid Build Coastguard Worker return *this; 31*4bdc9457SAndroid Build Coastguard Worker } 32*4bdc9457SAndroid Build Coastguard Worker n()33*4bdc9457SAndroid Build Coastguard Worker inline size_t n() const { 34*4bdc9457SAndroid Build Coastguard Worker return this->n_; 35*4bdc9457SAndroid Build Coastguard Worker } 36*4bdc9457SAndroid Build Coastguard Worker inplace(bool inplace)37*4bdc9457SAndroid Build Coastguard Worker inline LUTNormMicrokernelTester& inplace(bool inplace) { 38*4bdc9457SAndroid Build Coastguard Worker this->inplace_ = inplace; 39*4bdc9457SAndroid Build Coastguard Worker return *this; 40*4bdc9457SAndroid Build Coastguard Worker } 41*4bdc9457SAndroid Build Coastguard Worker inplace()42*4bdc9457SAndroid Build Coastguard Worker inline bool inplace() const { 43*4bdc9457SAndroid Build Coastguard Worker return this->inplace_; 44*4bdc9457SAndroid Build Coastguard Worker } 45*4bdc9457SAndroid Build Coastguard Worker iterations(size_t iterations)46*4bdc9457SAndroid Build Coastguard Worker inline LUTNormMicrokernelTester& iterations(size_t iterations) { 47*4bdc9457SAndroid Build Coastguard Worker this->iterations_ = iterations; 48*4bdc9457SAndroid Build Coastguard Worker return *this; 49*4bdc9457SAndroid Build Coastguard Worker } 50*4bdc9457SAndroid Build Coastguard Worker iterations()51*4bdc9457SAndroid Build Coastguard Worker inline size_t iterations() const { 52*4bdc9457SAndroid Build Coastguard Worker return this->iterations_; 53*4bdc9457SAndroid Build Coastguard Worker } 54*4bdc9457SAndroid Build Coastguard Worker Test(xnn_u8_lut32norm_ukernel_function lutnorm)55*4bdc9457SAndroid Build Coastguard Worker void Test(xnn_u8_lut32norm_ukernel_function lutnorm) const { 56*4bdc9457SAndroid Build Coastguard Worker std::random_device random_device; 57*4bdc9457SAndroid Build Coastguard Worker auto rng = std::mt19937(random_device()); 58*4bdc9457SAndroid Build Coastguard Worker auto u8rng = std::bind(std::uniform_int_distribution<uint32_t>(0, std::numeric_limits<uint8_t>::max()), rng); 59*4bdc9457SAndroid Build Coastguard Worker auto u32rng = std::bind( 60*4bdc9457SAndroid Build Coastguard Worker std::uniform_int_distribution<uint32_t>(1, std::numeric_limits<uint32_t>::max() / (257 * n())), 61*4bdc9457SAndroid Build Coastguard Worker rng); 62*4bdc9457SAndroid Build Coastguard Worker 63*4bdc9457SAndroid Build Coastguard Worker std::vector<uint8_t> x(n()); 64*4bdc9457SAndroid Build Coastguard Worker std::vector<uint32_t> t(256); 65*4bdc9457SAndroid Build Coastguard Worker std::vector<uint8_t> y(n()); 66*4bdc9457SAndroid Build Coastguard Worker std::vector<float> y_ref(n()); 67*4bdc9457SAndroid Build Coastguard Worker for (size_t iteration = 0; iteration < iterations(); iteration++) { 68*4bdc9457SAndroid Build Coastguard Worker std::generate(x.begin(), x.end(), std::ref(u8rng)); 69*4bdc9457SAndroid Build Coastguard Worker std::generate(t.begin(), t.end(), std::ref(u32rng)); 70*4bdc9457SAndroid Build Coastguard Worker if (inplace()) { 71*4bdc9457SAndroid Build Coastguard Worker std::generate(y.begin(), y.end(), std::ref(u8rng)); 72*4bdc9457SAndroid Build Coastguard Worker } else { 73*4bdc9457SAndroid Build Coastguard Worker std::fill(y.begin(), y.end(), 0xA5); 74*4bdc9457SAndroid Build Coastguard Worker } 75*4bdc9457SAndroid Build Coastguard Worker const uint8_t* x_data = inplace() ? y.data() : x.data(); 76*4bdc9457SAndroid Build Coastguard Worker 77*4bdc9457SAndroid Build Coastguard Worker // Compute reference results. 78*4bdc9457SAndroid Build Coastguard Worker uint32_t sum = 0; 79*4bdc9457SAndroid Build Coastguard Worker for (size_t i = 0; i < n(); i++) { 80*4bdc9457SAndroid Build Coastguard Worker sum += t[x_data[i]]; 81*4bdc9457SAndroid Build Coastguard Worker } 82*4bdc9457SAndroid Build Coastguard Worker for (size_t i = 0; i < n(); i++) { 83*4bdc9457SAndroid Build Coastguard Worker y_ref[i] = 256.0f * float(t[x_data[i]]) / float(sum); 84*4bdc9457SAndroid Build Coastguard Worker y_ref[i] = std::min(y_ref[i], 255.0f); 85*4bdc9457SAndroid Build Coastguard Worker } 86*4bdc9457SAndroid Build Coastguard Worker 87*4bdc9457SAndroid Build Coastguard Worker // Call optimized micro-kernel. 88*4bdc9457SAndroid Build Coastguard Worker lutnorm(n(), x_data, t.data(), y.data()); 89*4bdc9457SAndroid Build Coastguard Worker 90*4bdc9457SAndroid Build Coastguard Worker // Verify results. 91*4bdc9457SAndroid Build Coastguard Worker for (size_t i = 0; i < n(); i++) { 92*4bdc9457SAndroid Build Coastguard Worker ASSERT_NEAR(y_ref[i], float(y[i]), 0.5f) 93*4bdc9457SAndroid Build Coastguard Worker << "at position " << i << ", n = " << n() << ", sum = " << sum; 94*4bdc9457SAndroid Build Coastguard Worker } 95*4bdc9457SAndroid Build Coastguard Worker } 96*4bdc9457SAndroid Build Coastguard Worker } 97*4bdc9457SAndroid Build Coastguard Worker 98*4bdc9457SAndroid Build Coastguard Worker private: 99*4bdc9457SAndroid Build Coastguard Worker size_t n_{1}; 100*4bdc9457SAndroid Build Coastguard Worker bool inplace_{false}; 101*4bdc9457SAndroid Build Coastguard Worker size_t iterations_{15}; 102*4bdc9457SAndroid Build Coastguard Worker }; 103