/*! * Copyright (c) 2016 Microsoft Corporation. All rights reserved. * Licensed under the MIT License. See LICENSE file in the project root for license information. */ #ifndef LIGHTGBM_UTILS_ARRAY_AGRS_H_ #define LIGHTGBM_UTILS_ARRAY_AGRS_H_ #include #include #include #include #include namespace LightGBM { /*! * \brief Contains some operation for an array, e.g. ArgMax, TopK. */ template class ArrayArgs { public: inline static size_t ArgMaxMT(const std::vector& array) { int num_threads = OMP_NUM_THREADS(); std::vector arg_maxs(num_threads, 0); int n_blocks = Threading::For( 0, array.size(), 1024, [&array, &arg_maxs](int i, size_t start, size_t end) { size_t arg_max = start; for (size_t j = start + 1; j < end; ++j) { if (array[j] > array[arg_max]) { arg_max = j; } } arg_maxs[i] = arg_max; }); size_t ret = arg_maxs[0]; for (int i = 1; i < n_blocks; ++i) { if (array[arg_maxs[i]] > array[ret]) { ret = arg_maxs[i]; } } return ret; } inline static size_t ArgMax(const std::vector& array) { if (array.empty()) { return 0; } if (array.size() > 1024) { return ArgMaxMT(array); } else { size_t arg_max = 0; for (size_t i = 1; i < array.size(); ++i) { if (array[i] > array[arg_max]) { arg_max = i; } } return arg_max; } } inline static size_t ArgMin(const std::vector& array) { if (array.empty()) { return 0; } size_t arg_min = 0; for (size_t i = 1; i < array.size(); ++i) { if (array[i] < array[arg_min]) { arg_min = i; } } return arg_min; } inline static size_t ArgMax(const VAL_T* array, size_t n) { if (n <= 0) { return 0; } size_t arg_max = 0; for (size_t i = 1; i < n; ++i) { if (array[i] > array[arg_max]) { arg_max = i; } } return arg_max; } inline static size_t ArgMin(const VAL_T* array, size_t n) { if (n <= 0) { return 0; } size_t arg_min = 0; for (size_t i = 1; i < n; ++i) { if (array[i] < array[arg_min]) { arg_min = i; } } return arg_min; } inline static void Partition(std::vector* arr, int start, int end, int* l, int* r) { int i = start - 1; int j = end - 1; int p = i; int q = j; if (start >= end - 1) { *l = start - 1; *r = end; return; } std::vector& ref = *arr; VAL_T v = ref[end - 1]; for (;;) { while (ref[++i] > v) {} while (v > ref[--j]) { if (j == start) { break; } } if (i >= j) { break; } std::swap(ref[i], ref[j]); if (ref[i] == v) { p++; std::swap(ref[p], ref[i]); } if (v == ref[j]) { q--; std::swap(ref[j], ref[q]); } } std::swap(ref[i], ref[end - 1]); j = i - 1; i = i + 1; for (int k = start; k <= p; k++, j--) { std::swap(ref[k], ref[j]); } for (int k = end - 2; k >= q; k--, i++) { std::swap(ref[i], ref[k]); } *l = j; *r = i; } // Note: k refer to index here. e.g. k=0 means get the max number. inline static int ArgMaxAtK(std::vector* arr, int start, int end, int k) { if (start >= end - 1) { return start; } int l = start; int r = end - 1; Partition(arr, start, end, &l, &r); // if find or all elements are the same. if ((k > l && k < r) || (l == start - 1 && r == end - 1)) { return k; } else if (k <= l) { return ArgMaxAtK(arr, start, l + 1, k); } else { return ArgMaxAtK(arr, r, end, k); } } // Note: k is 1-based here. e.g. k=3 means get the top-3 numbers. inline static void MaxK(const std::vector& array, int k, std::vector* out) { out->clear(); if (k <= 0) { return; } for (auto val : array) { out->push_back(val); } if (static_cast(k) >= array.size()) { return; } ArgMaxAtK(out, 0, static_cast(out->size()), k - 1); out->erase(out->begin() + k, out->end()); } inline static void Assign(std::vector* array, VAL_T t, size_t n) { array->resize(n); for (size_t i = 0; i < array->size(); ++i) { (*array)[i] = t; } } inline static bool CheckAllZero(const std::vector& array) { for (size_t i = 0; i < array.size(); ++i) { if (array[i] != VAL_T(0)) { return false; } } return true; } inline static bool CheckAll(const std::vector& array, VAL_T t) { for (size_t i = 0; i < array.size(); ++i) { if (array[i] != t) { return false; } } return true; } }; } // namespace LightGBM #endif // LightGBM_UTILS_ARRAY_AGRS_H_