datasketches-cpp
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quantiles_sorted_view.hpp
1/*
2 * Licensed to the Apache Software Foundation (ASF) under one
3 * or more contributor license agreements. See the NOTICE file
4 * distributed with this work for additional information
5 * regarding copyright ownership. The ASF licenses this file
6 * to you under the Apache License, Version 2.0 (the
7 * "License"); you may not use this file except in compliance
8 * with the License. You may obtain a copy of the License at
9 *
10 * http://www.apache.org/licenses/LICENSE-2.0
11 *
12 * Unless required by applicable law or agreed to in writing,
13 * software distributed under the License is distributed on an
14 * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
15 * KIND, either express or implied. See the License for the
16 * specific language governing permissions and limitations
17 * under the License.
18 */
19
20#ifndef QUANTILES_SORTED_VIEW_HPP_
21#define QUANTILES_SORTED_VIEW_HPP_
22
23#include <functional>
24#include <cmath>
25
26#include "common_defs.hpp"
27
28namespace datasketches {
29
33template<
34 typename T,
35 typename Comparator, // strict weak ordering function (see C++ named requirements: Compare)
36 typename Allocator
37>
39public:
41 using Entry = typename std::conditional<std::is_arithmetic<T>::value, std::pair<T, uint64_t>, std::pair<const T*, uint64_t>>::type;
42 using AllocEntry = typename std::allocator_traits<Allocator>::template rebind_alloc<Entry>;
43 using Container = std::vector<Entry, AllocEntry>;
44
46 quantiles_sorted_view(uint32_t num, const Comparator& comparator, const Allocator& allocator);
47
49 template<typename Iterator>
50 void add(Iterator begin, Iterator end, uint64_t weight);
51
53 void convert_to_cummulative();
54
55 class const_iterator;
56
62 const_iterator begin() const;
63
70 const_iterator end() const;
71
73 size_t size() const;
74
87 double get_rank(const T& item, bool inclusive = true) const;
88
93 using quantile_return_type = typename std::conditional<std::is_arithmetic<T>::value, T, const T&>::type;
94
106 quantile_return_type get_quantile(double rank, bool inclusive = true) const;
107
108 using vector_double = std::vector<double, typename std::allocator_traits<Allocator>::template rebind_alloc<double>>;
109
132 vector_double get_CDF(const T* split_points, uint32_t size, bool inclusive = true) const;
133
153 vector_double get_PMF(const T* split_points, uint32_t size, bool inclusive = true) const;
154
155private:
156 Comparator comparator_;
157 uint64_t total_weight_;
158 Container entries_;
159
160 static inline const T& deref_helper(const T* t) { return *t; }
161 static inline T deref_helper(T t) { return t; }
162
163 struct compare_pairs_by_first {
164 explicit compare_pairs_by_first(const Comparator& comparator): comparator_(comparator) {}
165 bool operator()(const Entry& a, const Entry& b) const {
166 return comparator_(deref_helper(a.first), deref_helper(b.first));
167 }
168 Comparator comparator_;
169 };
170
171 struct compare_pairs_by_second {
172 bool operator()(const Entry& a, const Entry& b) const {
173 return a.second < b.second;
174 }
175 };
176
177 template<typename TT = T, typename std::enable_if<std::is_arithmetic<TT>::value, int>::type = 0>
178 static inline T ref_helper(const T& t) { return t; }
179
180 template<typename TT = T, typename std::enable_if<!std::is_arithmetic<TT>::value, int>::type = 0>
181 static inline const T* ref_helper(const T& t) { return std::addressof(t); }
182
183 template<typename TT = T, typename std::enable_if<std::is_arithmetic<TT>::value, int>::type = 0>
184 static inline Entry make_dummy_entry(uint64_t weight) { return Entry(0, weight); }
185
186 template<typename TT = T, typename std::enable_if<!std::is_arithmetic<TT>::value, int>::type = 0>
187 static inline Entry make_dummy_entry(uint64_t weight) { return Entry(nullptr, weight); }
188
189 template<typename TT = T, typename std::enable_if<std::is_floating_point<TT>::value, int>::type = 0>
190 static inline void check_split_points(const T* items, uint32_t size) {
191 for (uint32_t i = 0; i < size ; i++) {
192 if (std::isnan(items[i])) {
193 throw std::invalid_argument("Values must not be NaN");
194 }
195 if ((i < (size - 1)) && !(Comparator()(items[i], items[i + 1]))) {
196 throw std::invalid_argument("Values must be unique and monotonically increasing");
197 }
198 }
199 }
200
201 template<typename TT = T, typename std::enable_if<!std::is_floating_point<TT>::value, int>::type = 0>
202 static inline void check_split_points(const T* items, uint32_t size) {
203 for (uint32_t i = 0; i < size ; i++) {
204 if ((i < (size - 1)) && !(Comparator()(items[i], items[i + 1]))) {
205 throw std::invalid_argument("Items must be unique and monotonically increasing");
206 }
207 }
208 }
209};
210
211template<typename T, typename C, typename A>
212class quantiles_sorted_view<T, C, A>::const_iterator: public quantiles_sorted_view<T, C, A>::Container::const_iterator {
213public:
214 using Base = typename quantiles_sorted_view<T, C, A>::Container::const_iterator;
215 using value_type = typename std::conditional<std::is_arithmetic<T>::value, typename Base::value_type, std::pair<const T&, const uint64_t>>::type;
216
217 template<typename TT = T, typename std::enable_if<std::is_arithmetic<TT>::value, int>::type = 0>
218 const value_type operator*() const { return Base::operator*(); }
219
220 template<typename TT = T, typename std::enable_if<!std::is_arithmetic<TT>::value, int>::type = 0>
221 const value_type operator*() const { return value_type(*(Base::operator*().first), Base::operator*().second); }
222
223 template<typename TT = T, typename std::enable_if<std::is_arithmetic<TT>::value, int>::type = 0>
224 const value_type* operator->() const { return Base::operator->(); }
225
226 template<typename TT = T, typename std::enable_if<!std::is_arithmetic<TT>::value, int>::type = 0>
227 const return_value_holder<value_type> operator->() const { return **this; }
228
229 uint64_t get_weight() const {
230 if (*this == begin) return Base::operator*().second;
231 return Base::operator*().second - (*this - 1).operator*().second;
232 }
233
234 uint64_t get_cumulative_weight(bool inclusive = true) const {
235 return inclusive ? Base::operator*().second : Base::operator*().second - get_weight();
236 }
237
238private:
239 Base begin;
240
241 friend class quantiles_sorted_view<T, C, A>;
242 const_iterator(const Base& it, const Base& begin): Base(it), begin(begin) {}
243};
244
245} /* namespace datasketches */
246
247#include "quantiles_sorted_view_impl.hpp"
248
249#endif
Sorted view for quantiles sketches (REQ, KLL and Quantiles)
Definition quantiles_sorted_view.hpp:38
vector_double get_CDF(const T *split_points, uint32_t size, bool inclusive=true) const
Returns an approximation to the Cumulative Distribution Function (CDF), which is the cumulative analo...
Definition quantiles_sorted_view_impl.hpp:87
size_t size() const
Definition quantiles_sorted_view_impl.hpp:117
vector_double get_PMF(const T *split_points, uint32_t size, bool inclusive=true) const
Returns an approximation to the Probability Mass Function (PMF) of the input stream given a set of sp...
Definition quantiles_sorted_view_impl.hpp:98
typename std::conditional< std::is_arithmetic< T >::value, T, const T & >::type quantile_return_type
Quantile return type.
Definition quantiles_sorted_view.hpp:93
double get_rank(const T &item, bool inclusive=true) const
Returns an approximation to the normalized rank of the given item.
Definition quantiles_sorted_view_impl.hpp:64
quantile_return_type get_quantile(double rank, bool inclusive=true) const
Returns an item from the sketch that is the best approximation to an item from the original stream wi...
Definition quantiles_sorted_view_impl.hpp:76
const_iterator begin() const
Iterator pointing to the first entry in the view.
Definition quantiles_sorted_view_impl.hpp:107
const_iterator end() const
Iterator pointing to the past-the-end entry in the view.
Definition quantiles_sorted_view_impl.hpp:112
typename std::conditional< std::is_arithmetic< T >::value, std::pair< T, uint64_t >, std::pair< const T *, uint64_t > >::type Entry
Entry type.
Definition quantiles_sorted_view.hpp:41
DataSketches namespace.
Definition binomial_bounds.hpp:38