Georgios Pinitas | 587708b | 2018-12-31 15:43:52 +0000 | [diff] [blame] | 1 | /* |
Giorgio Arena | a8e2aeb | 2021-01-06 11:34:57 +0000 | [diff] [blame] | 2 | * Copyright (c) 2019-2021 Arm Limited. |
Georgios Pinitas | 587708b | 2018-12-31 15:43:52 +0000 | [diff] [blame] | 3 | * |
| 4 | * SPDX-License-Identifier: MIT |
| 5 | * |
| 6 | * Permission is hereby granted, free of charge, to any person obtaining a copy |
| 7 | * of this software and associated documentation files (the "Software"), to |
| 8 | * deal in the Software without restriction, including without limitation the |
| 9 | * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or |
| 10 | * sell copies of the Software, and to permit persons to whom the Software is |
| 11 | * furnished to do so, subject to the following conditions: |
| 12 | * |
| 13 | * The above copyright notice and this permission notice shall be included in all |
| 14 | * copies or substantial portions of the Software. |
| 15 | * |
| 16 | * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR |
| 17 | * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, |
| 18 | * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE |
| 19 | * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER |
| 20 | * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, |
| 21 | * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE |
| 22 | * SOFTWARE. |
| 23 | */ |
Michalis Spyrou | f464337 | 2019-11-29 16:17:13 +0000 | [diff] [blame] | 24 | #ifndef ARM_COMPUTE_MISC_RANDOM_H |
| 25 | #define ARM_COMPUTE_MISC_RANDOM_H |
Georgios Pinitas | 587708b | 2018-12-31 15:43:52 +0000 | [diff] [blame] | 26 | |
| 27 | #include "arm_compute/core/Error.h" |
Giorgio Arena | 6aeb217 | 2020-12-15 15:45:43 +0000 | [diff] [blame] | 28 | #include "utils/Utils.h" |
Georgios Pinitas | 587708b | 2018-12-31 15:43:52 +0000 | [diff] [blame] | 29 | |
| 30 | #include <random> |
| 31 | #include <type_traits> |
| 32 | |
| 33 | namespace arm_compute |
| 34 | { |
| 35 | namespace utils |
| 36 | { |
| 37 | namespace random |
| 38 | { |
| 39 | /** Uniform distribution within a given number of sub-ranges |
| 40 | * |
| 41 | * @tparam T Distribution primitive type |
| 42 | */ |
| 43 | template <typename T> |
| 44 | class RangedUniformDistribution |
| 45 | { |
| 46 | public: |
Giorgio Arena | a8e2aeb | 2021-01-06 11:34:57 +0000 | [diff] [blame] | 47 | static constexpr bool is_fp_16bit = std::is_same<T, half>::value || std::is_same<T, bfloat16>::value; |
| 48 | static constexpr bool is_integral = std::is_integral<T>::value && !is_fp_16bit; |
Giorgio Arena | 6aeb217 | 2020-12-15 15:45:43 +0000 | [diff] [blame] | 49 | |
Giorgio Arena | a8e2aeb | 2021-01-06 11:34:57 +0000 | [diff] [blame] | 50 | using fp_dist = typename std::conditional<is_fp_16bit, arm_compute::utils::uniform_real_distribution_16bit<T>, std::uniform_real_distribution<T>>::type; |
Giorgio Arena | 6aeb217 | 2020-12-15 15:45:43 +0000 | [diff] [blame] | 51 | using DT = typename std::conditional<is_integral, std::uniform_int_distribution<T>, fp_dist>::type; |
Georgios Pinitas | 587708b | 2018-12-31 15:43:52 +0000 | [diff] [blame] | 52 | using result_type = T; |
| 53 | using range_pair = std::pair<result_type, result_type>; |
| 54 | |
Georgios Pinitas | 587708b | 2018-12-31 15:43:52 +0000 | [diff] [blame] | 55 | /** Constructor |
| 56 | * |
| 57 | * @param[in] low lowest value in the range (inclusive) |
| 58 | * @param[in] high highest value in the range (inclusive for uniform_int_distribution, exclusive for uniform_real_distribution) |
| 59 | * @param[in] exclude_ranges Ranges to exclude from the generator |
| 60 | */ |
| 61 | RangedUniformDistribution(result_type low, result_type high, const std::vector<range_pair> &exclude_ranges) |
| 62 | : _distributions(), _selector() |
| 63 | { |
| 64 | result_type clow = low; |
| 65 | for(const auto &erange : exclude_ranges) |
| 66 | { |
Giorgio Arena | 6aeb217 | 2020-12-15 15:45:43 +0000 | [diff] [blame] | 67 | result_type epsilon = is_integral ? result_type(1) : result_type(std::numeric_limits<T>::epsilon()); |
Georgios Pinitas | 587708b | 2018-12-31 15:43:52 +0000 | [diff] [blame] | 68 | |
| 69 | ARM_COMPUTE_ERROR_ON(clow > erange.first || clow >= erange.second); |
| 70 | |
| 71 | _distributions.emplace_back(DT(clow, erange.first - epsilon)); |
| 72 | clow = erange.second + epsilon; |
| 73 | } |
| 74 | ARM_COMPUTE_ERROR_ON(clow > high); |
| 75 | _distributions.emplace_back(DT(clow, high)); |
| 76 | _selector = std::uniform_int_distribution<uint32_t>(0, _distributions.size() - 1); |
| 77 | } |
| 78 | /** Generate random number |
| 79 | * |
| 80 | * @tparam URNG Random number generator object type |
| 81 | * |
| 82 | * @param[in] g A uniform random number generator object, used as the source of randomness. |
| 83 | * |
| 84 | * @return A new random number. |
| 85 | */ |
| 86 | template <class URNG> |
| 87 | result_type operator()(URNG &g) |
| 88 | { |
| 89 | unsigned int rand_select = _selector(g); |
| 90 | return _distributions[rand_select](g); |
| 91 | } |
| 92 | |
| 93 | private: |
| 94 | std::vector<DT> _distributions; |
| 95 | std::uniform_int_distribution<uint32_t> _selector; |
| 96 | }; |
| 97 | } // namespace random |
| 98 | } // namespace utils |
| 99 | } // namespace arm_compute |
Michalis Spyrou | f464337 | 2019-11-29 16:17:13 +0000 | [diff] [blame] | 100 | #endif /* ARM_COMPUTE_MISC_RANDOM_H */ |