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AQuery/server/aggregations.h

228 lines
7.2 KiB

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#pragma once
#include "types.h"
#include <utility>
#include <limits>
#include <deque>
#include <cmath>
#undef max
#undef min
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template <class T, template<typename ...> class VT>
size_t count(const VT<T>& v) {
return v.size;
}
template <class T>
constexpr static inline size_t count(const T&) { return 1; }
// TODO: Specializations for dt/str/none
template<class T, template<typename ...> class VT>
types::GetLongType<T>
sum(const VT<T>& v) {
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types::GetLongType<T> ret = 0;
for (const auto& _v : v)
ret += _v;
return ret;
}
template<class T, template<typename ...> class VT>
//types::GetFPType<T>
double avg(const VT<T>& v) {
return (sum<T>(v) / static_cast<double>(v.size));
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}
template<class T, template<typename ...> class VT>
VT<double> sqrt(const VT<T>& v) {
VT<double> ret {v.size};
for (uint32_t i = 0; i < v.size; ++i){
ret[i] = sqrt(v[i]);
}
return ret;
}
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template <class T, template<typename ...> class VT>
T max(const VT<T>& v) {
T max_v = std::numeric_limits<T>::min();
for (const auto& _v : v)
max_v = max_v > _v ? max_v : _v;
return max_v;
}
template <class T, template<typename ...> class VT>
T min(const VT<T>& v) {
T min_v = std::numeric_limits<T>::max();
for (const auto& _v : v)
min_v = min_v < _v ? min_v : _v;
return min_v;
}
template<class T, template<typename ...> class VT>
decayed_t<VT,T> mins(const VT<T>& arr) {
const uint32_t& len = arr.size;
std::deque<std::pair<T, uint32_t>> cache;
decayed_t<VT,T> ret(len);
T min = std::numeric_limits<T>::max();
for (int i = 0; i < len; ++i) {
if (arr[i] < min)
min = arr[i];
ret[i] = min;
}
return ret;
}
template<class T, template<typename ...> class VT>
decayed_t<VT,T> maxs(const VT<T>& arr) {
const uint32_t& len = arr.size;
decayed_t<VT,T> ret(len);
T max = std::numeric_limits<T>::min();
for (int i = 0; i < len; ++i) {
if (arr[i] > max)
max = arr[i];
ret[i] = max;
}
return ret;
}
template<class T, template<typename ...> class VT>
decayed_t<VT,T> minw(uint32_t w, const VT<T>& arr) {
const uint32_t& len = arr.size;
decayed_t<VT,T> ret{len};
std::deque<std::pair<T, uint32_t>> 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 T, template<typename ...> class VT>
decayed_t<VT,T> maxw(uint32_t w, const VT<T>& arr) {
const uint32_t& len = arr.size;
decayed_t<VT, T> ret(len);
std::deque<std::pair<T, uint32_t>> 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 T, template<typename ...> class VT>
decayed_t<VT, types::GetFPType<T>> ratiow(uint32_t w, const VT<T>& arr) {
typedef std::decay_t<types::GetFPType<T>> FPType;
uint32_t len = arr.size;
if (arr.size <= w)
len = 1;
w = w > len ? len : w;
decayed_t<VT, FPType> 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 T, template<typename ...> class VT>
decayed_t<VT, types::GetFPType<T>> ratios(const VT<T>& arr) {
return ratiow(1, arr);
}
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template<class T, template<typename ...> class VT>
decayed_t<VT, types::GetLongType<T>> sums(const VT<T>& arr) {
const uint32_t& len = arr.size;
decayed_t<VT, types::GetLongType<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 T, template<typename ...> class VT>
decayed_t<VT, types::GetFPType<types::GetLongType<T>>> avgs(const VT<T>& arr) {
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const uint32_t& len = arr.size;
typedef types::GetFPType<types::GetLongType<T>> FPType;
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decayed_t<VT, FPType> ret(len);
uint32_t i = 0;
types::GetLongType<T> s;
if(len) s = ret[i++] = arr[0];
for (; i < len; ++i)
ret[i] = (s+=arr[i])/(FPType)(i+1);
return ret;
}
template<class T, template<typename ...> class VT>
decayed_t<VT, types::GetLongType<T>> sumw(uint32_t w, const VT<T>& arr) {
const uint32_t& len = arr.size;
decayed_t<VT, types::GetLongType<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 T, template<typename ...> class VT>
decayed_t<VT, types::GetFPType<types::GetLongType<T>>> avgw(uint32_t w, const VT<T>& arr) {
typedef types::GetFPType<types::GetLongType<T>> FPType;
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const uint32_t& len = arr.size;
decayed_t<VT, FPType> ret(len);
uint32_t i = 0;
types::GetLongType<T> 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 T, template<typename ...> class VT>
decayed_t<VT, T> deltas(const VT<T>& arr) {
const uint32_t& len = arr.size;
decayed_t<VT, 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 T, template<typename ...> class VT>
T last(const VT<T>& arr) {
if(!arr.size) return 0;
const uint32_t& len = arr.size;
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return arr[arr.size - 1];
}
template<class T, template<typename ...> class VT>
T first(const VT<T>& arr) {
if(!arr.size) return 0;
const uint32_t& len = arr.size;
return arr[0];
}
#define __DEFAULT_AGGREGATE_FUNCTION__(NAME, RET) \
template <class T> constexpr inline T NAME(const T& v) { return RET; }
// wrong behavior with count(0)
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template <class T> constexpr inline T count(const T& v) { return 1; }
template <class T> constexpr inline T max(const T& v) { return v; }
template <class T> constexpr inline T min(const T& v) { return v; }
template <class T> constexpr inline T avg(const T& v) { return v; }
template <class T> constexpr inline T sum(const T& v) { return v; }
template <class T> constexpr inline T maxw(uint32_t, const T& v) { return v; }
template <class T> constexpr inline T minw(uint32_t, const T& v) { return v; }
template <class T> constexpr inline T avgw(uint32_t, const T& v) { return v; }
template <class T> constexpr inline T sumw(uint32_t, const T& v) { return v; }
template <class T> constexpr inline T ratiow(uint32_t, const T& v) { return 1; }
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template <class T> constexpr inline T maxs(const T& v) { return v; }
template <class T> constexpr inline T mins(const T& v) { return v; }
template <class T> constexpr inline T avgs(const T& v) { return v; }
template <class T> constexpr inline T sums(const T& v) { return v; }
template <class T> constexpr inline T last(const T& v) { return v; }
template <class T> constexpr inline T daltas(const T& v) { return 0; }
template <class T> constexpr inline T ratios(const T& v) { return 1; }