Coverage Report

Created: 2025-09-15 16:31

next uncovered line (L), next uncovered region (R), next uncovered branch (B)
/root/doris/be/src/olap/hll.cpp
Line
Count
Source
1
// Licensed to the Apache Software Foundation (ASF) under one
2
// or more contributor license agreements.  See the NOTICE file
3
// distributed with this work for additional information
4
// regarding copyright ownership.  The ASF licenses this file
5
// to you under the Apache License, Version 2.0 (the
6
// "License"); you may not use this file except in compliance
7
// with the License.  You may obtain a copy of the License at
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//
9
//   http://www.apache.org/licenses/LICENSE-2.0
10
//
11
// Unless required by applicable law or agreed to in writing,
12
// software distributed under the License is distributed on an
13
// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
14
// KIND, either express or implied.  See the License for the
15
// specific language governing permissions and limitations
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// under the License.
17
18
#include "olap/hll.h"
19
20
#include <cmath>
21
#include <map>
22
#include <ostream>
23
24
#include "common/logging.h"
25
#include "util/coding.h"
26
#include "util/slice.h"
27
28
using std::string;
29
using std::stringstream;
30
31
namespace doris {
32
#include "common/compile_check_begin.h"
33
1.26k
HyperLogLog::HyperLogLog(const Slice& src) {
34
    // When deserialize return false, we make this object a empty
35
1.26k
    if (!deserialize(src)) {
36
3
        _type = HLL_DATA_EMPTY;
37
3
    }
38
1.26k
}
39
40
// Convert explicit values to register format, and clear explicit values.
41
// NOTE: this function won't modify _type.
42
202
void HyperLogLog::_convert_explicit_to_register() {
43
202
    DCHECK(_type == HLL_DATA_EXPLICIT)
44
0
            << "_type(" << _type << ") should be explicit(" << HLL_DATA_EXPLICIT << ")";
45
202
    _registers = new uint8_t[HLL_REGISTERS_COUNT];
46
202
    memset(_registers, 0, HLL_REGISTERS_COUNT);
47
32.3k
    for (auto value : _hash_set) {
48
32.3k
        _update_registers(value);
49
32.3k
    }
50
    // clear _hash_set
51
202
    vectorized::flat_hash_set<uint64_t>().swap(_hash_set);
52
202
}
53
54
// Change HLL_DATA_EXPLICIT to HLL_DATA_FULL directly, because HLL_DATA_SPARSE
55
// is implemented in the same way in memory with HLL_DATA_FULL.
56
24.1M
void HyperLogLog::update(uint64_t hash_value) {
57
24.1M
    switch (_type) {
58
27.1k
    case HLL_DATA_EMPTY:
59
27.1k
        _hash_set.insert(hash_value);
60
27.1k
        _type = HLL_DATA_EXPLICIT;
61
27.1k
        break;
62
11.2M
    case HLL_DATA_EXPLICIT:
63
11.2M
        if (_hash_set.size() < HLL_EXPLICIT_INT64_NUM) {
64
11.2M
            _hash_set.insert(hash_value);
65
11.2M
            break;
66
11.2M
        }
67
179
        _convert_explicit_to_register();
68
179
        _type = HLL_DATA_FULL;
69
        // fall through
70
180
    case HLL_DATA_SPARSE:
71
12.8M
    case HLL_DATA_FULL:
72
12.8M
        _update_registers(hash_value);
73
12.8M
        break;
74
24.1M
    }
75
24.1M
}
76
77
23.8k
void HyperLogLog::merge(const HyperLogLog& other) {
78
    // fast path
79
23.8k
    if (other._type == HLL_DATA_EMPTY) {
80
276
        return;
81
276
    }
82
23.6k
    switch (_type) {
83
16.5k
    case HLL_DATA_EMPTY: {
84
        // _type must change
85
16.5k
        _type = other._type;
86
16.5k
        switch (other._type) {
87
16.3k
        case HLL_DATA_EXPLICIT:
88
16.3k
            _hash_set = other._hash_set;
89
16.3k
            break;
90
150
        case HLL_DATA_SPARSE:
91
198
        case HLL_DATA_FULL:
92
198
            _registers = new uint8_t[HLL_REGISTERS_COUNT];
93
198
            memcpy(_registers, other._registers, HLL_REGISTERS_COUNT);
94
198
            break;
95
0
        default:
96
0
            break;
97
16.5k
        }
98
16.5k
        break;
99
16.5k
    }
100
16.5k
    case HLL_DATA_EXPLICIT: {
101
1.79k
        switch (other._type) {
102
1.79k
        case HLL_DATA_EXPLICIT: {
103
            // Merge other's explicit values first, then check if the number is exceed
104
            // HLL_EXPLICIT_INT64_NUM. This is OK because the max value is 2 * 160.
105
1.79k
            _hash_set.insert(other._hash_set.begin(), other._hash_set.end());
106
1.79k
            if (_hash_set.size() > HLL_EXPLICIT_INT64_NUM) {
107
8
                _convert_explicit_to_register();
108
8
                _type = HLL_DATA_FULL;
109
8
            }
110
1.79k
        } break;
111
0
        case HLL_DATA_SPARSE:
112
1
        case HLL_DATA_FULL:
113
1
            _convert_explicit_to_register();
114
1
            _merge_registers(other._registers);
115
1
            _type = HLL_DATA_FULL;
116
1
            break;
117
0
        default:
118
0
            break;
119
1.79k
        }
120
1.79k
        break;
121
1.79k
    }
122
1.79k
    case HLL_DATA_SPARSE:
123
5.27k
    case HLL_DATA_FULL: {
124
5.27k
        switch (other._type) {
125
5.27k
        case HLL_DATA_EXPLICIT:
126
5.37k
            for (auto hash_value : other._hash_set) {
127
5.37k
                _update_registers(hash_value);
128
5.37k
            }
129
5.27k
            break;
130
0
        case HLL_DATA_SPARSE:
131
2
        case HLL_DATA_FULL:
132
2
            _merge_registers(other._registers);
133
2
            break;
134
0
        default:
135
0
            break;
136
5.27k
        }
137
5.27k
        break;
138
5.27k
    }
139
23.6k
    }
140
23.6k
}
141
142
32.9k
size_t HyperLogLog::max_serialized_size() const {
143
32.9k
    switch (_type) {
144
674
    case HLL_DATA_EMPTY:
145
674
    default:
146
674
        return 1;
147
32.0k
    case HLL_DATA_EXPLICIT:
148
32.0k
        return 2 + _hash_set.size() * 8;
149
2
    case HLL_DATA_SPARSE:
150
199
    case HLL_DATA_FULL:
151
199
        return 1 + HLL_REGISTERS_COUNT;
152
32.9k
    }
153
32.9k
}
154
155
32.7k
size_t HyperLogLog::serialize(uint8_t* dst) const {
156
32.7k
    uint8_t* ptr = dst;
157
32.7k
    switch (_type) {
158
668
    case HLL_DATA_EMPTY:
159
668
    default: {
160
        // When the _type is unknown, which may not happen, we encode it as
161
        // Empty HyperLogLog object.
162
668
        *ptr++ = HLL_DATA_EMPTY;
163
668
        break;
164
668
    }
165
31.8k
    case HLL_DATA_EXPLICIT: {
166
18.4E
        DCHECK(_hash_set.size() <= HLL_EXPLICIT_INT64_NUM)
167
18.4E
                << "Number of explicit elements(" << _hash_set.size()
168
18.4E
                << ") should be less or equal than " << HLL_EXPLICIT_INT64_NUM;
169
31.8k
        *ptr++ = _type;
170
31.8k
        *ptr++ = (uint8_t)_hash_set.size();
171
105k
        for (auto hash_value : _hash_set) {
172
105k
            encode_fixed64_le(ptr, hash_value);
173
105k
            ptr += 8;
174
105k
        }
175
31.8k
        break;
176
668
    }
177
1
    case HLL_DATA_SPARSE:
178
200
    case HLL_DATA_FULL: {
179
200
        uint32_t num_non_zero_registers = 0;
180
3.27M
        for (int i = 0; i < HLL_REGISTERS_COUNT; ++i) {
181
3.27M
            num_non_zero_registers += (_registers[i] != 0);
182
3.27M
        }
183
184
        // each register in sparse format will occupy 3bytes, 2 for index and
185
        // 1 for register value. So if num_non_zero_registers is greater than
186
        // 4K we use full encode format.
187
200
        if (num_non_zero_registers > HLL_SPARSE_THRESHOLD) {
188
48
            *ptr++ = HLL_DATA_FULL;
189
48
            memcpy(ptr, _registers, HLL_REGISTERS_COUNT);
190
48
            ptr += HLL_REGISTERS_COUNT;
191
152
        } else {
192
152
            *ptr++ = HLL_DATA_SPARSE;
193
            // 2-5(4 byte): number of registers
194
152
            encode_fixed32_le(ptr, num_non_zero_registers);
195
152
            ptr += 4;
196
197
2.49M
            for (uint16_t i = 0; i < HLL_REGISTERS_COUNT; ++i) {
198
2.49M
                if (_registers[i] == 0) {
199
2.27M
                    continue;
200
2.27M
                }
201
                // 2 bytes: register index
202
                // 1 byte: register value
203
217k
                encode_fixed16_le(ptr, i);
204
217k
                ptr += 2;
205
217k
                *ptr++ = _registers[i];
206
217k
            }
207
152
        }
208
200
        break;
209
1
    }
210
32.7k
    }
211
32.7k
    return ptr - dst;
212
32.7k
}
213
214
30.2k
bool HyperLogLog::is_valid(const Slice& slice) {
215
30.2k
    if (slice.size < 1) {
216
1
        return false;
217
1
    }
218
30.2k
    const uint8_t* ptr = (uint8_t*)slice.data;
219
30.2k
    const uint8_t* end = (uint8_t*)slice.data + slice.size;
220
30.2k
    auto type = (HllDataType)*ptr++;
221
30.2k
    switch (type) {
222
697
    case HLL_DATA_EMPTY:
223
697
        break;
224
29.3k
    case HLL_DATA_EXPLICIT: {
225
29.3k
        if ((ptr + 1) > end) {
226
1
            return false;
227
1
        }
228
29.3k
        uint8_t num_explicits = *ptr++;
229
29.3k
        ptr += num_explicits * 8;
230
29.3k
        break;
231
29.3k
    }
232
155
    case HLL_DATA_SPARSE: {
233
155
        if ((ptr + 4) > end) {
234
1
            return false;
235
1
        }
236
154
        uint32_t num_registers = decode_fixed32_le(ptr);
237
154
        ptr += 4 + 3 * num_registers;
238
154
        break;
239
155
    }
240
50
    case HLL_DATA_FULL: {
241
50
        ptr += HLL_REGISTERS_COUNT;
242
50
        break;
243
155
    }
244
3
    default:
245
3
        return false;
246
30.2k
    }
247
30.2k
    return ptr == end;
248
30.2k
}
249
250
// TODO(zc): check input string's length
251
30.2k
bool HyperLogLog::deserialize(const Slice& slice) {
252
    // can be called only when type is empty
253
30.2k
    DCHECK(_type == HLL_DATA_EMPTY);
254
255
    // NOTE(zc): Don't remove this check unless you known what
256
    // you are doing. Because of history bug, we ingest some
257
    // invalid HLL data in storage, which ptr is nullptr.
258
    // we must handle this case to avoid process crash.
259
    // This bug is in release 0.10, I think we can remove this
260
    // in release 0.12 or later.
261
30.2k
    if (slice.data == nullptr || slice.size <= 0) {
262
1
        return false;
263
1
    }
264
    // check if input length is valid
265
30.2k
    if (!is_valid(slice)) {
266
2
        return false;
267
2
    }
268
269
30.2k
    const uint8_t* ptr = (uint8_t*)slice.data;
270
    // first byte : type
271
30.2k
    _type = (HllDataType)*ptr++;
272
30.2k
    switch (_type) {
273
695
    case HLL_DATA_EMPTY:
274
695
        break;
275
29.3k
    case HLL_DATA_EXPLICIT: {
276
        // 2: number of explicit values
277
        // make sure that num_explicit is positive
278
29.3k
        uint8_t num_explicits = *ptr++;
279
        // 3+: 8 bytes hash value
280
117k
        for (int i = 0; i < num_explicits; ++i) {
281
88.5k
            _hash_set.insert(decode_fixed64_le(ptr));
282
88.5k
            ptr += 8;
283
88.5k
        }
284
29.3k
        break;
285
0
    }
286
153
    case HLL_DATA_SPARSE: {
287
153
        _registers = new uint8_t[HLL_REGISTERS_COUNT];
288
153
        memset(_registers, 0, HLL_REGISTERS_COUNT);
289
        // 2-5(4 byte): number of registers
290
153
        uint32_t num_registers = decode_fixed32_le(ptr);
291
153
        ptr += 4;
292
218k
        for (uint32_t i = 0; i < num_registers; ++i) {
293
            // 2 bytes: register index
294
            // 1 byte: register value
295
218k
            uint16_t register_idx = decode_fixed16_le(ptr);
296
218k
            ptr += 2;
297
218k
            _registers[register_idx] = *ptr++;
298
218k
        }
299
153
        break;
300
0
    }
301
48
    case HLL_DATA_FULL: {
302
48
        _registers = new uint8_t[HLL_REGISTERS_COUNT];
303
        // 2+ : hll register value
304
48
        memcpy(_registers, ptr, HLL_REGISTERS_COUNT);
305
48
        break;
306
0
    }
307
0
    default:
308
        // revert type to EMPTY
309
0
        _type = HLL_DATA_EMPTY;
310
0
        return false;
311
30.2k
    }
312
30.2k
    return true;
313
30.2k
}
314
315
16.9k
int64_t HyperLogLog::estimate_cardinality() const {
316
16.9k
    if (_type == HLL_DATA_EMPTY) {
317
578
        return 0;
318
578
    }
319
16.4k
    if (_type == HLL_DATA_EXPLICIT) {
320
16.1k
        return _hash_set.size();
321
16.1k
    }
322
323
211
    const int num_streams = HLL_REGISTERS_COUNT;
324
    // Empirical constants for the algorithm.
325
211
    float alpha = 0;
326
327
211
    if (num_streams == 16) {
328
0
        alpha = 0.673F;
329
211
    } else if (num_streams == 32) {
330
0
        alpha = 0.697F;
331
211
    } else if (num_streams == 64) {
332
0
        alpha = 0.709F;
333
211
    } else {
334
211
        alpha = 0.7213F / (1 + 1.079F / num_streams);
335
211
    }
336
337
211
    float harmonic_mean = 0;
338
211
    int num_zero_registers = 0;
339
340
3.45M
    for (int i = 0; i < HLL_REGISTERS_COUNT; ++i) {
341
3.45M
        harmonic_mean += powf(2.0F, -_registers[i]);
342
343
3.45M
        if (_registers[i] == 0) {
344
2.58M
            ++num_zero_registers;
345
2.58M
        }
346
3.45M
    }
347
348
211
    harmonic_mean = 1.0F / harmonic_mean;
349
211
    double estimate = alpha * num_streams * num_streams * harmonic_mean;
350
    // according to HyperLogLog current correction, if E is cardinal
351
    // E =< num_streams * 2.5 , LC has higher accuracy.
352
    // num_streams * 2.5 < E , HyperLogLog has higher accuracy.
353
    // Generally , we can use HyperLogLog to produce value as E.
354
211
    if (estimate <= num_streams * 2.5 && num_zero_registers != 0) {
355
        // Estimated cardinality is too low. Hll is too inaccurate here, instead use
356
        // linear counting.
357
189
        estimate = num_streams *
358
189
                   log(static_cast<double>(num_streams) / static_cast<double>(num_zero_registers));
359
189
    } else if (num_streams == 16384 && estimate < 72000) {
360
        // when Linear Couint change to HyperLogLog according to HyperLogLog Correction,
361
        // there are relatively large fluctuations, we fixed the problem refer to redis.
362
8
        double bias = 5.9119 * 1.0e-18 * (estimate * estimate * estimate * estimate) -
363
8
                      1.4253 * 1.0e-12 * (estimate * estimate * estimate) +
364
8
                      1.2940 * 1.0e-7 * (estimate * estimate) - 5.2921 * 1.0e-3 * estimate +
365
8
                      83.3216;
366
8
        estimate -= estimate * (bias / 100);
367
8
    }
368
211
    return (int64_t)(estimate + 0.5);
369
16.4k
}
370
#include "common/compile_check_end.h"
371
} // namespace doris