xref: /aosp_15_r20/external/XNNPACK/test/lut-norm-microkernel-tester.h (revision 4bdc94577ba0e567308109d787f7fec7b531ce36)
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 };
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