ClickHouse/dbms/include/DB/AggregateFunctions/AggregateFunctionUniq.h

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#pragma once
#include <city.h>
#include <type_traits>
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#include <stats/UniquesHashSet.h>
#include <DB/IO/WriteHelpers.h>
#include <DB/IO/ReadHelpers.h>
#include <DB/IO/WriteBufferFromString.h>
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#include <DB/DataTypes/DataTypesNumberFixed.h>
#include <DB/DataTypes/DataTypeString.h>
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#include <DB/Interpreters/AggregationCommon.h>
#include <DB/Common/HashTable/HashSet.h>
#include <DB/Common/HyperLogLogWithSmallSetOptimization.h>
#include <DB/Common/CombinedCardinalityEstimator.h>
#include <DB/Columns/ColumnString.h>
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#include <DB/AggregateFunctions/IUnaryAggregateFunction.h>
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#include <DB/AggregateFunctions/UniqCombinedBiasData.h>
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namespace DB
{
/// uniq
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struct AggregateFunctionUniqUniquesHashSetData
{
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typedef UniquesHashSet<DefaultHash<UInt64> > Set;
Set set;
static String getName() { return "uniq"; }
};
/// uniqHLL12
template <typename T>
struct AggregateFunctionUniqHLL12Data
{
typedef HyperLogLogWithSmallSetOptimization<T, 16, 12> Set;
Set set;
static String getName() { return "uniqHLL12"; }
};
template <>
struct AggregateFunctionUniqHLL12Data<String>
{
typedef HyperLogLogWithSmallSetOptimization<UInt64, 16, 12> Set;
Set set;
static String getName() { return "uniqHLL12"; }
};
/// uniqExact
template <typename T>
struct AggregateFunctionUniqExactData
{
typedef T Key;
/// При создании, хэш-таблица должна быть небольшой.
typedef HashSet<
Key,
DefaultHash<Key>,
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HashTableGrower<4>,
HashTableAllocatorWithStackMemory<sizeof(Key) * (1 << 4)>
> Set;
Set set;
static String getName() { return "uniqExact"; }
};
/// Для строк будем класть в хэш-таблицу значения SipHash-а (128 бит).
template <>
struct AggregateFunctionUniqExactData<String>
{
typedef UInt128 Key;
/// При создании, хэш-таблица должна быть небольшой.
typedef HashSet<
Key,
UInt128TrivialHash,
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HashTableGrower<3>,
HashTableAllocatorWithStackMemory<sizeof(Key) * (1 << 3)>
> Set;
Set set;
static String getName() { return "uniqExact"; }
};
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template <typename T, HyperLogLogMode mode>
struct BaseUniqCombinedData
{
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using Key = UInt64;
using Set = CombinedCardinalityEstimator<
Key,
HashSet<Key, DefaultHash<Key>, HashTableGrower<> >,
16,
14,
17,
DefaultHash<Key>,
UInt64,
HyperLogLogBiasEstimator<UniqCombinedBiasData>,
mode
>;
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Set set;
};
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template <HyperLogLogMode mode>
struct BaseUniqCombinedData<String, mode>
{
using Key = UInt64;
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using Set = CombinedCardinalityEstimator<
Key,
HashSet<Key, TrivialHash, HashTableGrower<> >,
16,
14,
17,
TrivialHash,
UInt64,
HyperLogLogBiasEstimator<UniqCombinedBiasData>,
mode
>;
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Set set;
};
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/// Агрегатные функции uniqCombinedRaw, uniqCombinedLinearCounting, и uniqCombinedBiasCorrected
/// предназначены для разработки новых версий функции uniqCombined.
/// Пользователи должны использовать только uniqCombined.
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template <typename T>
struct AggregateFunctionUniqCombinedRawData
: public BaseUniqCombinedData<T, HyperLogLogMode::Raw>
{
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static String getName() { return "uniqCombinedRaw"; }
};
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template <typename T>
struct AggregateFunctionUniqCombinedLinearCountingData
: public BaseUniqCombinedData<T, HyperLogLogMode::LinearCounting>
{
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static String getName() { return "uniqCombinedLinearCounting"; }
};
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template <typename T>
struct AggregateFunctionUniqCombinedBiasCorrectedData
: public BaseUniqCombinedData<T, HyperLogLogMode::BiasCorrected>
{
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static String getName() { return "uniqCombinedBiasCorrected"; }
};
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template <typename T>
struct AggregateFunctionUniqCombinedData
: public BaseUniqCombinedData<T, HyperLogLogMode::FullFeatured>
{
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static String getName() { return "uniqCombined"; }
};
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namespace detail
{
/** Хэш-функция для uniq.
*/
template <typename T> struct AggregateFunctionUniqTraits
{
static UInt64 hash(T x) { return x; }
};
template <> struct AggregateFunctionUniqTraits<Float32>
{
static UInt64 hash(Float32 x)
{
UInt64 res = 0;
memcpy(reinterpret_cast<char *>(&res), reinterpret_cast<char *>(&x), sizeof(x));
return res;
}
};
template <> struct AggregateFunctionUniqTraits<Float64>
{
static UInt64 hash(Float64 x)
{
UInt64 res = 0;
memcpy(reinterpret_cast<char *>(&res), reinterpret_cast<char *>(&x), sizeof(x));
return res;
}
};
/** Структура для делегации работы по добавлению одного элемента в агрегатные функции uniq.
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* Используется для частичной специализации для добавления строк.
*/
template <typename T, typename Data, typename Enable = void>
struct OneAdder;
template <typename T, typename Data>
struct OneAdder<T, Data, typename std::enable_if<
std::is_same<Data, AggregateFunctionUniqUniquesHashSetData>::value ||
std::is_same<Data, AggregateFunctionUniqHLL12Data<T> >::value ||
std::is_same<Data, AggregateFunctionUniqCombinedRawData<T> >::value ||
std::is_same<Data, AggregateFunctionUniqCombinedLinearCountingData<T> >::value ||
std::is_same<Data, AggregateFunctionUniqCombinedBiasCorrectedData<T> >::value ||
std::is_same<Data, AggregateFunctionUniqCombinedData<T> >::value>::type>
{
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template <typename T2 = T>
static void addOne(Data & data, const IColumn & column, size_t row_num,
typename std::enable_if<!std::is_same<T2, String>::value>::type * = nullptr)
{
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const auto & value = static_cast<const ColumnVector<T2> &>(column).getData()[row_num];
data.set.insert(AggregateFunctionUniqTraits<T2>::hash(value));
}
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template <typename T2 = T>
static void addOne(Data & data, const IColumn & column, size_t row_num,
typename std::enable_if<std::is_same<T2, String>::value>::type * = nullptr)
{
StringRef value = column.getDataAt(row_num);
data.set.insert(CityHash64(value.data, value.size));
}
};
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template <typename T, typename Data>
struct OneAdder<T, Data, typename std::enable_if<
std::is_same<Data, AggregateFunctionUniqExactData<T> >::value>::type>
{
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template <typename T2 = T>
static void addOne(Data & data, const IColumn & column, size_t row_num,
typename std::enable_if<!std::is_same<T2, String>::value>::type * = nullptr)
{
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data.set.insert(static_cast<const ColumnVector<T2> &>(column).getData()[row_num]);
}
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template <typename T2 = T>
static void addOne(Data & data, const IColumn & column, size_t row_num,
typename std::enable_if<std::is_same<T2, String>::value>::type * = nullptr)
{
StringRef value = column.getDataAt(row_num);
UInt128 key;
SipHash hash;
hash.update(value.data, value.size);
hash.get128(key.first, key.second);
data.set.insert(key);
}
};
}
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/// Приближённо вычисляет количество различных значений.
template <typename T, typename Data>
class AggregateFunctionUniq final : public IUnaryAggregateFunction<Data, AggregateFunctionUniq<T, Data> >
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{
public:
String getName() const { return Data::getName(); }
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DataTypePtr getReturnType() const
{
return new DataTypeUInt64;
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}
void setArgument(const DataTypePtr & argument)
{
}
void addOne(AggregateDataPtr place, const IColumn & column, size_t row_num) const
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{
detail::OneAdder<T, Data>::addOne(this->data(place), column, row_num);
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}
void merge(AggregateDataPtr place, ConstAggregateDataPtr rhs) const
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{
this->data(place).set.merge(this->data(rhs).set);
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}
void serialize(ConstAggregateDataPtr place, WriteBuffer & buf) const
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{
this->data(place).set.write(buf);
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}
void deserializeMerge(AggregateDataPtr place, ReadBuffer & buf) const
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{
this->data(place).set.readAndMerge(buf);
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}
void insertResultInto(ConstAggregateDataPtr place, IColumn & to) const
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{
static_cast<ColumnUInt64 &>(to).getData().push_back(this->data(place).set.size());
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}
};
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}