Coverage Report

Created: 2025-04-29 20:56

/root/doris/be/src/olap/hll.cpp
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// Licensed to the Apache Software Foundation (ASF) under one
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// or more contributor license agreements.  See the NOTICE file
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// distributed with this work for additional information
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// regarding copyright ownership.  The ASF licenses this file
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// to you under the Apache License, Version 2.0 (the
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// "License"); you may not use this file except in compliance
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// with the License.  You may obtain a copy of the License at
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//
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//   http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing,
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// software distributed under the License is distributed on an
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// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
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// KIND, either express or implied.  See the License for the
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// specific language governing permissions and limitations
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// under the License.
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#include "olap/hll.h"
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20
#include <cmath>
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#include <map>
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#include <ostream>
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24
#include "common/logging.h"
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#include "util/coding.h"
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#include "util/slice.h"
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using std::string;
29
using std::stringstream;
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31
namespace doris {
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33
1.04k
HyperLogLog::HyperLogLog(const Slice& src) {
34
    // When deserialize return false, we make this object a empty
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1.04k
    if (!deserialize(src)) {
36
2
        _type = HLL_DATA_EMPTY;
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2
    }
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1.04k
}
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// Convert explicit values to register format, and clear explicit values.
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// NOTE: this function won't modify _type.
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194
void HyperLogLog::_convert_explicit_to_register() {
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194
    DCHECK(_type == HLL_DATA_EXPLICIT)
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0
            << "_type(" << _type << ") should be explicit(" << HLL_DATA_EXPLICIT << ")";
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194
    _registers = new uint8_t[HLL_REGISTERS_COUNT];
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194
    memset(_registers, 0, HLL_REGISTERS_COUNT);
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31.0k
    for (auto value : _hash_set) {
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31.0k
        _update_registers(value);
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31.0k
    }
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    // clear _hash_set
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194
    vectorized::flat_hash_set<uint64_t>().swap(_hash_set);
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194
}
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54
// Change HLL_DATA_EXPLICIT to HLL_DATA_FULL directly, because HLL_DATA_SPARSE
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// is implemented in the same way in memory with HLL_DATA_FULL.
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24.0M
void HyperLogLog::update(uint64_t hash_value) {
57
24.0M
    switch (_type) {
58
26.5k
    case HLL_DATA_EMPTY:
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26.5k
        _hash_set.insert(hash_value);
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26.5k
        _type = HLL_DATA_EXPLICIT;
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26.5k
        break;
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11.1M
    case HLL_DATA_EXPLICIT:
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11.1M
        if (_hash_set.size() < HLL_EXPLICIT_INT64_NUM) {
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11.1M
            _hash_set.insert(hash_value);
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11.1M
            break;
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11.1M
        }
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183
        _convert_explicit_to_register();
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183
        _type = HLL_DATA_FULL;
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        // fall through
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184
    case HLL_DATA_SPARSE:
71
12.8M
    case HLL_DATA_FULL:
72
12.8M
        _update_registers(hash_value);
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12.8M
        break;
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24.0M
    }
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24.0M
}
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23.6k
void HyperLogLog::merge(const HyperLogLog& other) {
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    // fast path
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23.6k
    if (other._type == HLL_DATA_EMPTY) {
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270
        return;
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270
    }
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23.4k
    switch (_type) {
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16.3k
    case HLL_DATA_EMPTY: {
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        // _type must change
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16.3k
        _type = other._type;
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16.3k
        switch (other._type) {
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16.1k
        case HLL_DATA_EXPLICIT:
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16.1k
            _hash_set = other._hash_set;
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16.1k
            break;
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147
        case HLL_DATA_SPARSE:
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190
        case HLL_DATA_FULL:
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190
            _registers = new uint8_t[HLL_REGISTERS_COUNT];
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190
            memcpy(_registers, other._registers, HLL_REGISTERS_COUNT);
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190
            break;
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0
        default:
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0
            break;
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16.3k
        }
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16.3k
        break;
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16.3k
    }
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16.3k
    case HLL_DATA_EXPLICIT: {
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1.78k
        switch (other._type) {
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1.78k
        case HLL_DATA_EXPLICIT: {
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            // Merge other's explicit values first, then check if the number is exceed
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            // HLL_EXPLICIT_INT64_NUM. This is OK because the max value is 2 * 160.
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1.78k
            _hash_set.insert(other._hash_set.begin(), other._hash_set.end());
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1.78k
            if (_hash_set.size() > HLL_EXPLICIT_INT64_NUM) {
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8
                _convert_explicit_to_register();
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8
                _type = HLL_DATA_FULL;
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8
            }
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1.78k
        } break;
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0
        case HLL_DATA_SPARSE:
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1
        case HLL_DATA_FULL:
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1
            _convert_explicit_to_register();
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1
            _merge_registers(other._registers);
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1
            _type = HLL_DATA_FULL;
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1
            break;
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0
        default:
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0
            break;
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1.78k
        }
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1.78k
        break;
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1.78k
    }
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1.78k
    case HLL_DATA_SPARSE:
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5.27k
    case HLL_DATA_FULL: {
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5.27k
        switch (other._type) {
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5.27k
        case HLL_DATA_EXPLICIT:
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5.37k
            for (auto hash_value : other._hash_set) {
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5.37k
                _update_registers(hash_value);
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5.37k
            }
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5.27k
            break;
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0
        case HLL_DATA_SPARSE:
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2
        case HLL_DATA_FULL:
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2
            _merge_registers(other._registers);
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2
            break;
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0
        default:
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0
            break;
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5.27k
        }
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5.27k
        break;
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5.27k
    }
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23.4k
    }
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23.4k
}
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28.4k
size_t HyperLogLog::max_serialized_size() const {
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28.4k
    switch (_type) {
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455
    case HLL_DATA_EMPTY:
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455
    default:
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455
        return 1;
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27.8k
    case HLL_DATA_EXPLICIT:
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27.8k
        return 2 + _hash_set.size() * 8;
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0
    case HLL_DATA_SPARSE:
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189
    case HLL_DATA_FULL:
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189
        return 1 + HLL_REGISTERS_COUNT;
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28.4k
    }
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28.4k
}
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28.3k
size_t HyperLogLog::serialize(uint8_t* dst) const {
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28.3k
    uint8_t* ptr = dst;
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28.3k
    switch (_type) {
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449
    case HLL_DATA_EMPTY:
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449
    default: {
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        // When the _type is unknown, which may not happen, we encode it as
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        // Empty HyperLogLog object.
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449
        *ptr++ = HLL_DATA_EMPTY;
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449
        break;
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449
    }
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27.6k
    case HLL_DATA_EXPLICIT: {
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27.6k
        DCHECK(_hash_set.size() <= HLL_EXPLICIT_INT64_NUM)
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0
                << "Number of explicit elements(" << _hash_set.size()
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0
                << ") should be less or equal than " << HLL_EXPLICIT_INT64_NUM;
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27.6k
        *ptr++ = _type;
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27.6k
        *ptr++ = (uint8_t)_hash_set.size();
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100k
        for (auto hash_value : _hash_set) {
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100k
            encode_fixed64_le(ptr, hash_value);
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100k
            ptr += 8;
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100k
        }
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27.6k
        break;
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449
    }
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0
    case HLL_DATA_SPARSE:
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191
    case HLL_DATA_FULL: {
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191
        uint32_t num_non_zero_registers = 0;
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3.12M
        for (int i = 0; i < HLL_REGISTERS_COUNT; ++i) {
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3.12M
            num_non_zero_registers += (_registers[i] != 0);
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3.12M
        }
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        // each register in sparse format will occupy 3bytes, 2 for index and
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        // 1 for register value. So if num_non_zero_registers is greater than
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        // 4K we use full encode format.
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        if (num_non_zero_registers > HLL_SPARSE_THRESHOLD) {
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43
            *ptr++ = HLL_DATA_FULL;
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43
            memcpy(ptr, _registers, HLL_REGISTERS_COUNT);
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43
            ptr += HLL_REGISTERS_COUNT;
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148
        } else {
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148
            *ptr++ = HLL_DATA_SPARSE;
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            // 2-5(4 byte): number of registers
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148
            encode_fixed32_le(ptr, num_non_zero_registers);
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148
            ptr += 4;
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2.42M
            for (uint32_t i = 0; i < HLL_REGISTERS_COUNT; ++i) {
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2.42M
                if (_registers[i] == 0) {
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2.21M
                    continue;
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2.21M
                }
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                // 2 bytes: register index
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                // 1 byte: register value
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214k
                encode_fixed16_le(ptr, i);
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214k
                ptr += 2;
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214k
                *ptr++ = _registers[i];
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214k
            }
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148
        }
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191
        break;
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0
    }
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28.3k
    }
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28.3k
    return ptr - dst;
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28.3k
}
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25.7k
bool HyperLogLog::is_valid(const Slice& slice) {
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25.7k
    if (slice.size < 1) {
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1
        return false;
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1
    }
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25.7k
    const uint8_t* ptr = (uint8_t*)slice.data;
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25.7k
    const uint8_t* end = (uint8_t*)slice.data + slice.size;
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25.7k
    auto type = (HllDataType)*ptr++;
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25.7k
    switch (type) {
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476
    case HLL_DATA_EMPTY:
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476
        break;
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25.0k
    case HLL_DATA_EXPLICIT: {
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25.0k
        if ((ptr + 1) > end) {
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1
            return false;
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1
        }
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25.0k
        uint8_t num_explicits = *ptr++;
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25.0k
        ptr += num_explicits * 8;
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25.0k
        break;
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25.0k
    }
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150
    case HLL_DATA_SPARSE: {
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150
        if ((ptr + 4) > end) {
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1
            return false;
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1
        }
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149
        uint32_t num_registers = decode_fixed32_le(ptr);
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149
        ptr += 4 + 3 * num_registers;
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149
        break;
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150
    }
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45
    case HLL_DATA_FULL: {
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45
        ptr += HLL_REGISTERS_COUNT;
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45
        break;
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150
    }
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2
    default:
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2
        return false;
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25.7k
    }
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25.7k
    return ptr == end;
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25.7k
}
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250
// TODO(zc): check input string's length
251
25.7k
bool HyperLogLog::deserialize(const Slice& slice) {
252
    // can be called only when type is empty
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25.7k
    DCHECK(_type == HLL_DATA_EMPTY);
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255
    // NOTE(zc): Don't remove this check unless you known what
256
    // you are doing. Because of history bug, we ingest some
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    // invalid HLL data in storage, which ptr is nullptr.
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    // we must handle this case to avoid process crash.
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    // This bug is in release 0.10, I think we can remove this
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    // in release 0.12 or later.
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25.7k
    if (slice.data == nullptr || slice.size <= 0) {
262
1
        return false;
263
1
    }
264
    // check if input length is valid
265
25.7k
    if (!is_valid(slice)) {
266
1
        return false;
267
1
    }
268
269
25.7k
    const uint8_t* ptr = (uint8_t*)slice.data;
270
    // first byte : type
271
25.7k
    _type = (HllDataType)*ptr++;
272
25.7k
    switch (_type) {
273
474
    case HLL_DATA_EMPTY:
274
474
        break;
275
25.0k
    case HLL_DATA_EXPLICIT: {
276
        // 2: number of explicit values
277
        // make sure that num_explicit is positive
278
25.0k
        uint8_t num_explicits = *ptr++;
279
        // 3+: 8 bytes hash value
280
108k
        for (int i = 0; i < num_explicits; ++i) {
281
83.6k
            _hash_set.insert(decode_fixed64_le(ptr));
282
83.6k
            ptr += 8;
283
83.6k
        }
284
25.0k
        break;
285
0
    }
286
148
    case HLL_DATA_SPARSE: {
287
148
        _registers = new uint8_t[HLL_REGISTERS_COUNT];
288
148
        memset(_registers, 0, HLL_REGISTERS_COUNT);
289
        // 2-5(4 byte): number of registers
290
148
        uint32_t num_registers = decode_fixed32_le(ptr);
291
148
        ptr += 4;
292
214k
        for (uint32_t i = 0; i < num_registers; ++i) {
293
            // 2 bytes: register index
294
            // 1 byte: register value
295
214k
            uint16_t register_idx = decode_fixed16_le(ptr);
296
214k
            ptr += 2;
297
214k
            _registers[register_idx] = *ptr++;
298
214k
        }
299
148
        break;
300
0
    }
301
43
    case HLL_DATA_FULL: {
302
43
        _registers = new uint8_t[HLL_REGISTERS_COUNT];
303
        // 2+ : hll register value
304
43
        memcpy(_registers, ptr, HLL_REGISTERS_COUNT);
305
43
        break;
306
0
    }
307
0
    default:
308
        // revert type to EMPTY
309
0
        _type = HLL_DATA_EMPTY;
310
0
        return false;
311
25.7k
    }
312
25.7k
    return true;
313
25.7k
}
314
315
16.5k
int64_t HyperLogLog::estimate_cardinality() const {
316
16.5k
    if (_type == HLL_DATA_EMPTY) {
317
571
        return 0;
318
571
    }
319
16.0k
    if (_type == HLL_DATA_EXPLICIT) {
320
15.8k
        return _hash_set.size();
321
15.8k
    }
322
323
202
    const int num_streams = HLL_REGISTERS_COUNT;
324
    // Empirical constants for the algorithm.
325
202
    float alpha = 0;
326
327
202
    if (num_streams == 16) {
328
0
        alpha = 0.673F;
329
202
    } else if (num_streams == 32) {
330
0
        alpha = 0.697F;
331
202
    } else if (num_streams == 64) {
332
0
        alpha = 0.709F;
333
202
    } else {
334
202
        alpha = 0.7213F / (1 + 1.079F / num_streams);
335
202
    }
336
337
202
    float harmonic_mean = 0;
338
202
    int num_zero_registers = 0;
339
340
3.30M
    for (int i = 0; i < HLL_REGISTERS_COUNT; ++i) {
341
3.30M
        harmonic_mean += powf(2.0F, -_registers[i]);
342
343
3.30M
        if (_registers[i] == 0) {
344
2.47M
            ++num_zero_registers;
345
2.47M
        }
346
3.30M
    }
347
348
202
    harmonic_mean = 1.0F / harmonic_mean;
349
202
    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
202
    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
180
        estimate = num_streams * log(static_cast<float>(num_streams) / num_zero_registers);
358
180
    } else if (num_streams == 16384 && estimate < 72000) {
359
        // when Linear Couint change to HyperLogLog according to HyperLogLog Correction,
360
        // there are relatively large fluctuations, we fixed the problem refer to redis.
361
8
        double bias = 5.9119 * 1.0e-18 * (estimate * estimate * estimate * estimate) -
362
8
                      1.4253 * 1.0e-12 * (estimate * estimate * estimate) +
363
8
                      1.2940 * 1.0e-7 * (estimate * estimate) - 5.2921 * 1.0e-3 * estimate +
364
8
                      83.3216;
365
8
        estimate -= estimate * (bias / 100);
366
8
    }
367
202
    return (int64_t)(estimate + 0.5);
368
16.0k
}
369
370
} // namespace doris