#pragma once #include "types.h" #include #include #include #include #undef max #undef min template class VT> size_t count(const VT& v) { return v.size; } template constexpr static inline size_t count(const T&) { return 1; } // TODO: Specializations for dt/str/none template class VT> types::GetLongType sum(const VT& v) { types::GetLongType ret = 0; for (const auto& _v : v) ret += _v; return ret; } template class VT> //types::GetFPType double avg(const VT& v) { return (sum(v) / static_cast(v.size)); } template class VT> VT sqrt(const VT& v) { VT ret{ v.size }; for (uint32_t i = 0; i < v.size; ++i) { ret[i] = sqrt(v[i]); } return ret; } template T truncate(const T& v, const uint32_t precision) { auto multiplier = pow(10, precision); if (v >= std::numeric_limits::max()/multiplier || aq_fp_precision <= precision) return v; else return round(v * multiplier)/multiplier; } template class VT> VT truncate(const VT& v, const uint32_t precision) { if (aq_fp_precision <= precision) return v.subvec_memcpy(); auto multiplier = pow(10, precision); auto max_truncate = std::numeric_limits::max()/multiplier; VT ret{ v.size }; for (uint32_t i = 0; i < v.size; ++i) { // round or trunc?? ret[i] = v[i] < max_truncate ? round(v[i] * multiplier)/multiplier : v[i]; } return ret; } template class VT> T max(const VT& v) { T max_v = std::numeric_limits::min(); for (const auto& _v : v) max_v = max_v > _v ? max_v : _v; return max_v; } template class VT> T min(const VT& v) { T min_v = std::numeric_limits::max(); for (const auto& _v : v) min_v = min_v < _v ? min_v : _v; return min_v; } template class VT> decayed_t mins(const VT& arr) { const uint32_t& len = arr.size; std::deque> cache; decayed_t ret(len); T min = std::numeric_limits::max(); for (int i = 0; i < len; ++i) { if (arr[i] < min) min = arr[i]; ret[i] = min; } return ret; } template class VT> decayed_t maxs(const VT& arr) { const uint32_t& len = arr.size; decayed_t ret(len); T max = std::numeric_limits::min(); for (int i = 0; i < len; ++i) { if (arr[i] > max) max = arr[i]; ret[i] = max; } return ret; } template class VT> decayed_t minw(uint32_t w, const VT& arr) { const uint32_t& len = arr.size; decayed_t ret{ len }; std::deque> cache; for (int i = 0; i < len; ++i) { if (!cache.empty() && cache.front().second == i - w) cache.pop_front(); while (!cache.empty() && cache.back().first > arr[i]) cache.pop_back(); cache.push_back({ arr[i], i }); ret[i] = cache.front().first; } return ret; } template class VT> decayed_t maxw(uint32_t w, const VT& arr) { const uint32_t& len = arr.size; decayed_t ret(len); std::deque> cache; for (int i = 0; i < len; ++i) { if (!cache.empty() && cache.front().second == i - w) cache.pop_front(); while (!cache.empty() && cache.back().first > arr[i]) cache.pop_back(); cache.push_back({ arr[i], i }); arr[i] = cache.front().first; } return ret; } template class VT> decayed_t> ratiow(uint32_t w, const VT& arr) { typedef std::decay_t> FPType; uint32_t len = arr.size; if (arr.size <= w) len = 1; w = w > len ? len : w; decayed_t ret(arr.size); ret[0] = 0; for (uint32_t i = 0; i < w; ++i) ret[i] = arr[i] / (FPType)arr[0]; for (uint32_t i = w; i < arr.size; ++i) ret[i] = arr[i] / (FPType) arr[i - w]; return ret; } template class VT> decayed_t> ratios(const VT& arr) { return ratiow(1, arr); } template class VT> decayed_t> sums(const VT& arr) { const uint32_t& len = arr.size; decayed_t> ret(len); uint32_t i = 0; if (len) ret[i++] = arr[0]; for (; i < len; ++i) ret[i] = ret[i - 1] + arr[i]; return ret; } template class VT> decayed_t>> avgs(const VT& arr) { const uint32_t& len = arr.size; typedef types::GetFPType> FPType; decayed_t ret(len); uint32_t i = 0; types::GetLongType s; if (len) s = ret[i++] = arr[0]; for (; i < len; ++i) ret[i] = (s += arr[i]) / (FPType)(i + 1); return ret; } template class VT> decayed_t> sumw(uint32_t w, const VT& arr) { const uint32_t& len = arr.size; decayed_t> ret(len); uint32_t i = 0; w = w > len ? len : w; if (len) ret[i++] = arr[0]; for (; i < w; ++i) ret[i] = ret[i - 1] + arr[i]; for (; i < len; ++i) ret[i] = ret[i - 1] + arr[i] - arr[i - w]; return ret; } template class VT> decayed_t>> avgw(uint32_t w, const VT& arr) { typedef types::GetFPType> FPType; const uint32_t& len = arr.size; decayed_t ret(len); uint32_t i = 0; types::GetLongType s{}; w = w > len ? len : w; if (len) s = ret[i++] = arr[0]; for (; i < w; ++i) ret[i] = (s += arr[i]) / (FPType)(i + 1); for (; i < len; ++i) ret[i] = ret[i - 1] + (arr[i] - arr[i - w]) / (FPType)w; return ret; } // use getSignedType template class VT> decayed_t deltas(const VT& arr) { const uint32_t& len = arr.size; decayed_t ret(len); uint32_t i = 0; if (len) ret[i++] = 0; for (; i < len; ++i) ret[i] = arr[i] - arr[i - 1]; return ret; } template class VT> decayed_t prev(const VT& arr) { const uint32_t& len = arr.size; decayed_t ret(len); uint32_t i = 0; if (len) ret[i++] = arr[0]; for (; i < len; ++i) ret[i] = arr[i - 1]; return ret; } template class VT> decayed_t aggnext(const VT& arr) { const uint32_t& len = arr.size; decayed_t ret(len); uint32_t i = 1; for (; i < len; ++i) ret[i - 1] = arr[i]; if (len > 0) ret[len - 1] = arr[len - 1]; return ret; } template class VT> T last(const VT& arr) { if (!arr.size) return 0; const uint32_t& len = arr.size; return arr[arr.size - 1]; } template class VT> T first(const VT& arr) { if (!arr.size) return 0; const uint32_t& len = arr.size; return arr[0]; } #define __DEFAULT_AGGREGATE_FUNCTION__(NAME, RET) \ template constexpr inline T NAME(const T& v) { return RET; } // non-aggreation count. E.g. SELECT COUNT(col) from table; template constexpr inline T count(const T& v) { return 1; } template constexpr inline T max(const T& v) { return v; } template constexpr inline T min(const T& v) { return v; } template constexpr inline T avg(const T& v) { return v; } template constexpr inline T sum(const T& v) { return v; } template constexpr inline T maxw(uint32_t, const T& v) { return v; } template constexpr inline T minw(uint32_t, const T& v) { return v; } template constexpr inline T avgw(uint32_t, const T& v) { return v; } template constexpr inline T sumw(uint32_t, const T& v) { return v; } template constexpr inline T ratiow(uint32_t, const T& v) { return 1; } template constexpr inline T maxs(const T& v) { return v; } template constexpr inline T mins(const T& v) { return v; } template constexpr inline T avgs(const T& v) { return v; } template constexpr inline T sums(const T& v) { return v; } template constexpr inline T last(const T& v) { return v; } template constexpr inline T prev(const T& v) { return v; } template constexpr inline T aggnext(const T& v) { return v; } template constexpr inline T daltas(const T& v) { return 0; } template constexpr inline T ratios(const T& v) { return 1; }