Coverage Report

Created: 2025-04-28 14:26

/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
1.05k
HyperLogLog::HyperLogLog(const Slice& src) {
34
    // When deserialize return false, we make this object a empty
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1.05k
    if (!deserialize(src)) {
36
2
        _type = HLL_DATA_EMPTY;
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2
    }
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1.05k
}
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40
// 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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385
void HyperLogLog::_convert_explicit_to_register() {
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385
    DCHECK(_type == HLL_DATA_EXPLICIT)
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0
            << "_type(" << _type << ") should be explicit(" << HLL_DATA_EXPLICIT << ")";
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385
    _registers = new uint8_t[HLL_REGISTERS_COUNT];
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385
    memset(_registers, 0, HLL_REGISTERS_COUNT);
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61.5k
    for (auto value : _hash_set) {
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61.5k
        _update_registers(value);
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61.5k
    }
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    // clear _hash_set
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385
    vectorized::flat_hash_set<uint64_t>().swap(_hash_set);
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385
}
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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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47.9M
void HyperLogLog::update(uint64_t hash_value) {
57
47.9M
    switch (_type) {
58
50.3k
    case HLL_DATA_EMPTY:
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50.3k
        _hash_set.insert(hash_value);
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50.3k
        _type = HLL_DATA_EXPLICIT;
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50.3k
        break;
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22.3M
    case HLL_DATA_EXPLICIT:
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22.3M
        if (_hash_set.size() < HLL_EXPLICIT_INT64_NUM) {
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22.3M
            _hash_set.insert(hash_value);
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22.3M
            break;
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22.3M
        }
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373
        _convert_explicit_to_register();
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373
        _type = HLL_DATA_FULL;
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        // fall through
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374
    case HLL_DATA_SPARSE:
71
25.5M
    case HLL_DATA_FULL:
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25.5M
        _update_registers(hash_value);
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25.5M
        break;
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47.9M
    }
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47.9M
}
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47.1k
void HyperLogLog::merge(const HyperLogLog& other) {
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    // fast path
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47.1k
    if (other._type == HLL_DATA_EMPTY) {
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526
        return;
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526
    }
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46.6k
    switch (_type) {
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32.5k
    case HLL_DATA_EMPTY: {
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        // _type must change
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32.5k
        _type = other._type;
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32.5k
        switch (other._type) {
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32.1k
        case HLL_DATA_EXPLICIT:
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32.1k
            _hash_set = other._hash_set;
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32.1k
            break;
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296
        case HLL_DATA_SPARSE:
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381
        case HLL_DATA_FULL:
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381
            _registers = new uint8_t[HLL_REGISTERS_COUNT];
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381
            memcpy(_registers, other._registers, HLL_REGISTERS_COUNT);
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381
            break;
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0
        default:
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0
            break;
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32.5k
        }
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32.5k
        break;
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32.5k
    }
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32.5k
    case HLL_DATA_EXPLICIT: {
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3.87k
        switch (other._type) {
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3.87k
        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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3.87k
            _hash_set.insert(other._hash_set.begin(), other._hash_set.end());
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3.87k
            if (_hash_set.size() > HLL_EXPLICIT_INT64_NUM) {
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17
                _convert_explicit_to_register();
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17
                _type = HLL_DATA_FULL;
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17
            }
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3.87k
        } 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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3.87k
        }
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3.87k
        break;
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3.87k
    }
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3.87k
    case HLL_DATA_SPARSE:
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10.2k
    case HLL_DATA_FULL: {
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10.2k
        switch (other._type) {
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10.2k
        case HLL_DATA_EXPLICIT:
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10.3k
            for (auto hash_value : other._hash_set) {
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10.3k
                _update_registers(hash_value);
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10.3k
            }
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            break;
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2
        case HLL_DATA_SPARSE:
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4
        case HLL_DATA_FULL:
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4
            _merge_registers(other._registers);
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4
            break;
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0
        default:
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0
            break;
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10.2k
        }
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10.2k
        break;
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10.2k
    }
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    }
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}
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52.3k
size_t HyperLogLog::max_serialized_size() const {
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52.3k
    switch (_type) {
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919
    case HLL_DATA_EMPTY:
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919
    default:
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919
        return 1;
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51.0k
    case HLL_DATA_EXPLICIT:
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51.0k
        return 2 + _hash_set.size() * 8;
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2
    case HLL_DATA_SPARSE:
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382
    case HLL_DATA_FULL:
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382
        return 1 + HLL_REGISTERS_COUNT;
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52.3k
    }
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52.3k
}
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52.0k
size_t HyperLogLog::serialize(uint8_t* dst) const {
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52.0k
    uint8_t* ptr = dst;
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52.0k
    switch (_type) {
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908
    case HLL_DATA_EMPTY:
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908
    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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908
        *ptr++ = HLL_DATA_EMPTY;
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908
        break;
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908
    }
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50.7k
    case HLL_DATA_EXPLICIT: {
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50.7k
        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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50.7k
        *ptr++ = _type;
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50.7k
        *ptr++ = (uint8_t)_hash_set.size();
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157k
        for (auto hash_value : _hash_set) {
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157k
            encode_fixed64_le(ptr, hash_value);
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157k
            ptr += 8;
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157k
        }
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50.7k
        break;
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908
    }
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2
    case HLL_DATA_SPARSE:
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384
    case HLL_DATA_FULL: {
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384
        uint32_t num_non_zero_registers = 0;
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6.29M
        for (int i = 0; i < HLL_REGISTERS_COUNT; ++i) {
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6.29M
            num_non_zero_registers += (_registers[i] != 0);
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6.29M
        }
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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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384
        if (num_non_zero_registers > HLL_SPARSE_THRESHOLD) {
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85
            *ptr++ = HLL_DATA_FULL;
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85
            memcpy(ptr, _registers, HLL_REGISTERS_COUNT);
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85
            ptr += HLL_REGISTERS_COUNT;
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299
        } else {
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            *ptr++ = HLL_DATA_SPARSE;
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            // 2-5(4 byte): number of registers
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299
            encode_fixed32_le(ptr, num_non_zero_registers);
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            ptr += 4;
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4.89M
            for (uint32_t i = 0; i < HLL_REGISTERS_COUNT; ++i) {
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4.89M
                if (_registers[i] == 0) {
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4.46M
                    continue;
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4.46M
                }
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                // 2 bytes: register index
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                // 1 byte: register value
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429k
                encode_fixed16_le(ptr, i);
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429k
                ptr += 2;
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429k
                *ptr++ = _registers[i];
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429k
            }
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        }
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384
        break;
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2
    }
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52.0k
    }
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52.0k
    return ptr - dst;
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52.0k
}
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49.1k
bool HyperLogLog::is_valid(const Slice& slice) {
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49.1k
    if (slice.size < 1) {
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1
        return false;
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1
    }
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49.1k
    const uint8_t* ptr = (uint8_t*)slice.data;
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49.1k
    const uint8_t* end = (uint8_t*)slice.data + slice.size;
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49.1k
    auto type = (HllDataType)*ptr++;
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49.1k
    switch (type) {
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951
    case HLL_DATA_EMPTY:
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951
        break;
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47.8k
    case HLL_DATA_EXPLICIT: {
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47.8k
        if ((ptr + 1) > end) {
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1
            return false;
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1
        }
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47.8k
        uint8_t num_explicits = *ptr++;
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47.8k
        ptr += num_explicits * 8;
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47.8k
        break;
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47.8k
    }
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301
    case HLL_DATA_SPARSE: {
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301
        if ((ptr + 4) > end) {
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1
            return false;
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1
        }
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300
        uint32_t num_registers = decode_fixed32_le(ptr);
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300
        ptr += 4 + 3 * num_registers;
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300
        break;
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301
    }
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87
    case HLL_DATA_FULL: {
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87
        ptr += HLL_REGISTERS_COUNT;
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87
        break;
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301
    }
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2
    default:
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2
        return false;
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49.1k
    }
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49.1k
    return ptr == end;
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49.1k
}
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250
// TODO(zc): check input string's length
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49.1k
bool HyperLogLog::deserialize(const Slice& slice) {
252
    // can be called only when type is empty
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49.1k
    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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49.1k
    if (slice.data == nullptr || slice.size <= 0) {
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1
        return false;
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1
    }
264
    // check if input length is valid
265
49.1k
    if (!is_valid(slice)) {
266
1
        return false;
267
1
    }
268
269
49.1k
    const uint8_t* ptr = (uint8_t*)slice.data;
270
    // first byte : type
271
49.1k
    _type = (HllDataType)*ptr++;
272
49.1k
    switch (_type) {
273
949
    case HLL_DATA_EMPTY:
274
949
        break;
275
47.8k
    case HLL_DATA_EXPLICIT: {
276
        // 2: number of explicit values
277
        // make sure that num_explicit is positive
278
47.8k
        uint8_t num_explicits = *ptr++;
279
        // 3+: 8 bytes hash value
280
187k
        for (int i = 0; i < num_explicits; ++i) {
281
139k
            _hash_set.insert(decode_fixed64_le(ptr));
282
139k
            ptr += 8;
283
139k
        }
284
47.8k
        break;
285
0
    }
286
299
    case HLL_DATA_SPARSE: {
287
299
        _registers = new uint8_t[HLL_REGISTERS_COUNT];
288
299
        memset(_registers, 0, HLL_REGISTERS_COUNT);
289
        // 2-5(4 byte): number of registers
290
299
        uint32_t num_registers = decode_fixed32_le(ptr);
291
299
        ptr += 4;
292
429k
        for (uint32_t i = 0; i < num_registers; ++i) {
293
            // 2 bytes: register index
294
            // 1 byte: register value
295
429k
            uint16_t register_idx = decode_fixed16_le(ptr);
296
429k
            ptr += 2;
297
429k
            _registers[register_idx] = *ptr++;
298
429k
        }
299
299
        break;
300
0
    }
301
85
    case HLL_DATA_FULL: {
302
85
        _registers = new uint8_t[HLL_REGISTERS_COUNT];
303
        // 2+ : hll register value
304
85
        memcpy(_registers, ptr, HLL_REGISTERS_COUNT);
305
85
        break;
306
0
    }
307
0
    default:
308
        // revert type to EMPTY
309
0
        _type = HLL_DATA_EMPTY;
310
0
        return false;
311
49.1k
    }
312
49.1k
    return true;
313
49.1k
}
314
315
32.5k
int64_t HyperLogLog::estimate_cardinality() const {
316
32.5k
    if (_type == HLL_DATA_EMPTY) {
317
1.13k
        return 0;
318
1.13k
    }
319
31.4k
    if (_type == HLL_DATA_EXPLICIT) {
320
31.0k
        return _hash_set.size();
321
31.0k
    }
322
323
391
    const int num_streams = HLL_REGISTERS_COUNT;
324
    // Empirical constants for the algorithm.
325
391
    float alpha = 0;
326
327
391
    if (num_streams == 16) {
328
0
        alpha = 0.673F;
329
391
    } else if (num_streams == 32) {
330
0
        alpha = 0.697F;
331
391
    } else if (num_streams == 64) {
332
0
        alpha = 0.709F;
333
391
    } else {
334
391
        alpha = 0.7213F / (1 + 1.079F / num_streams);
335
391
    }
336
337
391
    float harmonic_mean = 0;
338
391
    int num_zero_registers = 0;
339
340
6.40M
    for (int i = 0; i < HLL_REGISTERS_COUNT; ++i) {
341
6.40M
        harmonic_mean += powf(2.0F, -_registers[i]);
342
343
6.40M
        if (_registers[i] == 0) {
344
4.83M
            ++num_zero_registers;
345
4.83M
        }
346
6.40M
    }
347
348
391
    harmonic_mean = 1.0F / harmonic_mean;
349
391
    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
391
    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
353
        estimate = num_streams * log(static_cast<float>(num_streams) / num_zero_registers);
358
353
    } 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
10
        double bias = 5.9119 * 1.0e-18 * (estimate * estimate * estimate * estimate) -
362
10
                      1.4253 * 1.0e-12 * (estimate * estimate * estimate) +
363
10
                      1.2940 * 1.0e-7 * (estimate * estimate) - 5.2921 * 1.0e-3 * estimate +
364
10
                      83.3216;
365
10
        estimate -= estimate * (bias / 100);
366
10
    }
367
391
    return (int64_t)(estimate + 0.5);
368
31.4k
}
369
370
} // namespace doris