datasketches-cpp
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HllUtil.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 _HLLUTIL_HPP_
21#define _HLLUTIL_HPP_
22
23#include "MurmurHash3.h"
24#include "RelativeErrorTables.hpp"
25#include "count_zeros.hpp"
26#include "common_defs.hpp"
27#include "ceiling_power_of_2.hpp"
28
29#include <cmath>
30#include <stdexcept>
31#include <string>
32
33namespace datasketches {
34
35enum hll_mode { LIST = 0, SET, HLL };
36
37namespace hll_constants {
38
39// preamble stuff
40static const uint8_t SER_VER = 1;
41static const uint8_t FAMILY_ID = 7;
42
43static const uint8_t EMPTY_FLAG_MASK = 4;
44static const uint8_t COMPACT_FLAG_MASK = 8;
45static const uint8_t OUT_OF_ORDER_FLAG_MASK = 16;
46static const uint8_t FULL_SIZE_FLAG_MASK = 32;
47
48static const uint32_t PREAMBLE_INTS_BYTE = 0;
49static const uint32_t SER_VER_BYTE = 1;
50static const uint32_t FAMILY_BYTE = 2;
51static const uint32_t LG_K_BYTE = 3;
52static const uint32_t LG_ARR_BYTE = 4;
53static const uint32_t FLAGS_BYTE = 5;
54static const uint32_t LIST_COUNT_BYTE = 6;
55static const uint32_t HLL_CUR_MIN_BYTE = 6;
56static const uint32_t MODE_BYTE = 7; // lo2bits = curMode, next 2 bits = tgtHllMode
57
58// Coupon List
59static const uint32_t LIST_INT_ARR_START = 8;
60static const uint8_t LIST_PREINTS = 2;
61// Coupon Hash Set
62static const uint32_t HASH_SET_COUNT_INT = 8;
63static const uint32_t HASH_SET_INT_ARR_START = 12;
64static const uint8_t HASH_SET_PREINTS = 3;
65// HLL
66static const uint8_t HLL_PREINTS = 10;
67static const uint32_t HLL_BYTE_ARR_START = 40;
68static const uint32_t HIP_ACCUM_DOUBLE = 8;
69static const uint32_t KXQ0_DOUBLE = 16;
70static const uint32_t KXQ1_DOUBLE = 24;
71static const uint32_t CUR_MIN_COUNT_INT = 32;
72static const uint32_t AUX_COUNT_INT = 36;
73
74static const uint32_t EMPTY_SKETCH_SIZE_BYTES = 8;
75
76// other HllUtil stuff
77static const uint8_t KEY_BITS_26 = 26;
78static const uint8_t VAL_BITS_6 = 6;
79static const uint32_t KEY_MASK_26 = (1 << KEY_BITS_26) - 1;
80static const uint32_t VAL_MASK_6 = (1 << VAL_BITS_6) - 1;
81static const uint32_t EMPTY = 0;
82static const uint8_t MIN_LOG_K = 4;
83static const uint8_t MAX_LOG_K = 21;
84
85static const double HLL_HIP_RSE_FACTOR = 0.8325546; // sqrt(ln(2))
86static const double HLL_NON_HIP_RSE_FACTOR = 1.03896; // sqrt((3 * ln(2)) - 1)
87static const double COUPON_RSE_FACTOR = 0.409; // at transition point not the asymptote
88static const double COUPON_RSE = COUPON_RSE_FACTOR / (1 << 13);
89
90static const uint8_t LG_INIT_LIST_SIZE = 3;
91static const uint8_t LG_INIT_SET_SIZE = 5;
92static const uint32_t RESIZE_NUMER = 3;
93static const uint32_t RESIZE_DENOM = 4;
94
95static const uint8_t loNibbleMask = 0x0f;
96static const uint8_t hiNibbleMask = 0xf0;
97static const uint8_t AUX_TOKEN = 0xf;
98
103static const uint8_t LG_AUX_ARR_INTS[] = {
104 0, 2, 2, 2, 2, 2, 2, 3, 3, 3, // 0 - 9
105 4, 4, 5, 5, 6, 7, 8, 9, 10, 11, // 10-19
106 12, 13, 14, 15, 16, 17, 18 // 20-26
107};
108
109} // namespace hll_constants
110
111
112// template provides internal consistency and allows static float values
113// but we don't use the template parameter anywhere
114template<typename A = std::allocator<uint8_t> >
115class HllUtil final {
116public:
117
118 static uint32_t coupon(const uint64_t hash[]);
119 static uint32_t coupon(const HashState& hashState);
120 static void hash(const void* key, size_t keyLen, uint64_t seed, HashState& result);
121 static uint8_t checkLgK(uint8_t lgK);
122 static void checkMemSize(uint64_t minBytes, uint64_t capBytes);
123 static inline void checkNumStdDev(uint8_t numStdDev);
124 static uint32_t pair(uint32_t slotNo, uint8_t value);
125 static uint32_t getLow26(uint32_t coupon);
126 static uint8_t getValue(uint32_t coupon);
127 static uint8_t simpleIntLog2(uint32_t n); // n must be power of 2
128 static uint8_t computeLgArrInts(hll_mode mode, uint32_t count, uint8_t lgConfigK);
129 static double getRelErr(bool upperBound, bool unioned, uint8_t lgConfigK, uint8_t numStdDev);
130};
131
132template<typename A>
133inline uint32_t HllUtil<A>::coupon(const uint64_t hash[]) {
134 uint32_t addr26 = hash[0] & hll_constants::KEY_MASK_26;
135 uint8_t lz = count_leading_zeros_in_u64(hash[1]);
136 uint8_t value = ((lz > 62 ? 62 : lz) + 1);
137 return (value << hll_constants::KEY_BITS_26) | addr26;
138}
139
140template<typename A>
141inline uint32_t HllUtil<A>::coupon(const HashState& hashState) {
142 uint32_t addr26 = (int) (hashState.h1 & hll_constants::KEY_MASK_26);
143 uint8_t lz = count_leading_zeros_in_u64(hashState.h2);
144 uint8_t value = ((lz > 62 ? 62 : lz) + 1);
145 return (value << hll_constants::KEY_BITS_26) | addr26;
146}
147
148template<typename A>
149inline void HllUtil<A>::hash(const void* key, size_t keyLen, uint64_t seed, HashState& result) {
150 MurmurHash3_x64_128(key, keyLen, seed, result);
151}
152
153template<typename A>
154inline uint8_t HllUtil<A>::checkLgK(uint8_t lgK) {
155 if ((lgK >= hll_constants::MIN_LOG_K) && (lgK <= hll_constants::MAX_LOG_K)) {
156 return lgK;
157 } else {
158 throw std::invalid_argument("Invalid value of k: " + std::to_string(lgK));
159 }
160}
161
162template<typename A>
163inline double HllUtil<A>::getRelErr(bool upperBound, bool unioned,
164 uint8_t lgConfigK, uint8_t numStdDev) {
165 checkLgK(lgConfigK);
166 if (lgConfigK > 12) {
167 const double rseFactor = unioned ?
168 hll_constants::HLL_NON_HIP_RSE_FACTOR : hll_constants::HLL_HIP_RSE_FACTOR;
169 const uint32_t configK = 1 << lgConfigK;
170 return (upperBound ? -1 : 1) * (numStdDev * rseFactor) / sqrt(configK);
171 } else {
172 return RelativeErrorTables<A>::getRelErr(upperBound, unioned, lgConfigK, numStdDev);
173 }
174}
175
176template<typename A>
177inline void HllUtil<A>::checkMemSize(uint64_t minBytes, uint64_t capBytes) {
178 if (capBytes < minBytes) {
179 throw std::invalid_argument("Given destination array is not large enough: " + std::to_string(capBytes));
180 }
181}
182
183template<typename A>
184inline void HllUtil<A>::checkNumStdDev(uint8_t numStdDev) {
185 if ((numStdDev < 1) || (numStdDev > 3)) {
186 throw std::invalid_argument("NumStdDev may not be less than 1 or greater than 3.");
187 }
188}
189
190template<typename A>
191inline uint32_t HllUtil<A>::pair(uint32_t slotNo, uint8_t value) {
192 return (value << hll_constants::KEY_BITS_26) | (slotNo & hll_constants::KEY_MASK_26);
193}
194
195template<typename A>
196inline uint32_t HllUtil<A>::getLow26(uint32_t coupon) {
197 return coupon & hll_constants::KEY_MASK_26;
198}
199
200template<typename A>
201inline uint8_t HllUtil<A>::getValue(uint32_t coupon) {
202 return coupon >> hll_constants::KEY_BITS_26;
203}
204
205template<typename A>
206inline uint8_t HllUtil<A>::simpleIntLog2(uint32_t n) {
207 if (n == 0) {
208 throw std::logic_error("cannot take log of 0");
209 }
210 return count_trailing_zeros_in_u32(n);
211}
212
213template<typename A>
214inline uint8_t HllUtil<A>::computeLgArrInts(hll_mode mode, uint32_t count, uint8_t lgConfigK) {
215 // assume value missing and recompute
216 if (mode == LIST) { return hll_constants::LG_INIT_LIST_SIZE; }
217 uint32_t ceilPwr2 = ceiling_power_of_2(count);
218 if ((hll_constants::RESIZE_DENOM * count) > (hll_constants::RESIZE_NUMER * ceilPwr2)) { ceilPwr2 <<= 1;}
219 if (mode == SET) {
220 return std::max(hll_constants::LG_INIT_SET_SIZE, HllUtil<A>::simpleIntLog2(ceilPwr2));
221 }
222 //only used for HLL4
223 return std::max(hll_constants::LG_AUX_ARR_INTS[lgConfigK], HllUtil<A>::simpleIntLog2(ceilPwr2));
224}
225
226}
227
228#endif /* _HLLUTIL_HPP_ */
DataSketches namespace.
Definition binomial_bounds.hpp:38