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84f8bf1e14
Polymorphic parts (in-memory format)
661 lines
20 KiB
C++
661 lines
20 KiB
C++
#include <Columns/ColumnAggregateFunction.h>
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#include <Columns/ColumnsCommon.h>
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#include <Common/assert_cast.h>
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#include <AggregateFunctions/AggregateFunctionState.h>
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#include <DataStreams/ColumnGathererStream.h>
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#include <IO/WriteBufferFromArena.h>
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#include <IO/WriteBufferFromString.h>
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#include <IO/Operators.h>
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#include <Common/FieldVisitors.h>
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#include <Common/SipHash.h>
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#include <Common/AlignedBuffer.h>
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#include <Common/typeid_cast.h>
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#include <Common/Arena.h>
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#include <Common/WeakHash.h>
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#include <Common/HashTable/Hash.h>
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#include <AggregateFunctions/AggregateFunctionMLMethod.h>
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namespace DB
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{
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namespace ErrorCodes
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{
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extern const int LOGICAL_ERROR;
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extern const int PARAMETER_OUT_OF_BOUND;
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extern const int SIZES_OF_COLUMNS_DOESNT_MATCH;
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extern const int ILLEGAL_TYPE_OF_ARGUMENT;
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}
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static std::string getTypeString(const AggregateFunctionPtr & func)
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{
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WriteBufferFromOwnString stream;
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stream << "AggregateFunction(" << func->getName();
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const auto & parameters = func->getParameters();
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const auto & argument_types = func->getArgumentTypes();
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if (!parameters.empty())
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{
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stream << '(';
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for (size_t i = 0; i < parameters.size(); ++i)
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{
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if (i)
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stream << ", ";
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stream << applyVisitor(FieldVisitorToString(), parameters[i]);
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}
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stream << ')';
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}
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for (const auto & argument_type : argument_types)
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stream << ", " << argument_type->getName();
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stream << ')';
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return stream.str();
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}
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ColumnAggregateFunction::ColumnAggregateFunction(const AggregateFunctionPtr & func_)
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: func(func_), type_string(getTypeString(func))
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{
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}
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ColumnAggregateFunction::ColumnAggregateFunction(const AggregateFunctionPtr & func_, const ConstArenas & arenas_)
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: foreign_arenas(arenas_), func(func_), type_string(getTypeString(func))
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{
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}
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void ColumnAggregateFunction::set(const AggregateFunctionPtr & func_)
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{
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func = func_;
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type_string = getTypeString(func);
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}
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ColumnAggregateFunction::~ColumnAggregateFunction()
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{
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if (!func->hasTrivialDestructor() && !src)
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for (auto * val : data)
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func->destroy(val);
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}
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void ColumnAggregateFunction::addArena(ConstArenaPtr arena_)
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{
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foreign_arenas.push_back(arena_);
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}
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MutableColumnPtr ColumnAggregateFunction::convertToValues(MutableColumnPtr column)
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{
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/** If the aggregate function returns an unfinalized/unfinished state,
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* then you just need to copy pointers to it and also shared ownership of data.
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*
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* Also replace the aggregate function with the nested function.
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* That is, if this column is the states of the aggregate function `aggState`,
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* then we return the same column, but with the states of the aggregate function `agg`.
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* These are the same states, changing only the function to which they correspond.
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*
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* Further is quite difficult to understand.
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* Example when this happens:
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*
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* SELECT k, finalizeAggregation(quantileTimingState(0.5)(x)) FROM ... GROUP BY k WITH TOTALS
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*
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* This calculates the aggregate function `quantileTimingState`.
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* Its return type AggregateFunction(quantileTiming(0.5), UInt64)`.
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* Due to the presence of WITH TOTALS, during aggregation the states of this aggregate function will be stored
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* in the ColumnAggregateFunction column of type
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* AggregateFunction(quantileTimingState(0.5), UInt64).
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* Then, in `TotalsHavingTransform`, it will be called `convertToValues` method,
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* to get the "ready" values.
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* But it just converts a column of type
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* `AggregateFunction(quantileTimingState(0.5), UInt64)`
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* into `AggregateFunction(quantileTiming(0.5), UInt64)`
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* - in the same states.
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*
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* Then `finalizeAggregation` function will be calculated, which will call `convertToValues` already on the result.
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* And this converts a column of type
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* AggregateFunction(quantileTiming(0.5), UInt64)
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* into UInt16 - already finished result of `quantileTiming`.
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*/
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auto & column_aggregate_func = assert_cast<ColumnAggregateFunction &>(*column);
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auto & func = column_aggregate_func.func;
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auto & data = column_aggregate_func.data;
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if (const AggregateFunctionState *function_state = typeid_cast<const AggregateFunctionState *>(func.get()))
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{
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auto res = column_aggregate_func.createView();
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res->set(function_state->getNestedFunction());
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res->data.assign(data.begin(), data.end());
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return res;
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}
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column_aggregate_func.ensureOwnership();
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MutableColumnPtr res = func->getReturnType()->createColumn();
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res->reserve(data.size());
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for (auto * val : data)
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func->insertResultInto(val, *res, &column_aggregate_func.createOrGetArena());
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return res;
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}
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MutableColumnPtr ColumnAggregateFunction::predictValues(Block & block, const ColumnNumbers & arguments, const Context & context) const
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{
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MutableColumnPtr res = func->getReturnTypeToPredict()->createColumn();
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res->reserve(data.size());
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auto * machine_learning_function = func.get();
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if (machine_learning_function)
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{
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if (data.size() == 1)
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{
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/// Case for const column. Predict using single model.
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machine_learning_function->predictValues(data[0], *res, block, 0, block.rows(), arguments, context);
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}
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else
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{
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/// Case for non-constant column. Use different aggregate function for each row.
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size_t row_num = 0;
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for (auto * val : data)
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{
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machine_learning_function->predictValues(val, *res, block, row_num, 1, arguments, context);
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++row_num;
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}
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}
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}
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else
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{
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throw Exception("Illegal aggregate function is passed",
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ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT);
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}
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return res;
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}
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void ColumnAggregateFunction::ensureOwnership()
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{
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if (src)
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{
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/// We must copy all data from src and take ownership.
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size_t size = data.size();
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Arena & arena = createOrGetArena();
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size_t size_of_state = func->sizeOfData();
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size_t align_of_state = func->alignOfData();
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size_t rollback_pos = 0;
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try
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{
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for (size_t i = 0; i < size; ++i)
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{
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ConstAggregateDataPtr old_place = data[i];
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data[i] = arena.alignedAlloc(size_of_state, align_of_state);
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func->create(data[i]);
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++rollback_pos;
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func->merge(data[i], old_place, &arena);
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}
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}
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catch (...)
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{
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/// If we failed to take ownership, destroy all temporary data.
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if (!func->hasTrivialDestructor())
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for (size_t i = 0; i < rollback_pos; ++i)
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func->destroy(data[i]);
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throw;
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}
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/// Now we own all data.
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src.reset();
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}
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}
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bool ColumnAggregateFunction::structureEquals(const IColumn & to) const
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{
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const auto * to_concrete = typeid_cast<const ColumnAggregateFunction *>(&to);
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if (!to_concrete)
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return false;
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/// AggregateFunctions must be the same.
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const IAggregateFunction & func_this = *func;
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const IAggregateFunction & func_to = *to_concrete->func;
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return typeid(func_this) == typeid(func_to);
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}
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void ColumnAggregateFunction::insertRangeFrom(const IColumn & from, size_t start, size_t length)
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{
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const ColumnAggregateFunction & from_concrete = assert_cast<const ColumnAggregateFunction &>(from);
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if (start + length > from_concrete.data.size())
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throw Exception("Parameters start = " + toString(start) + ", length = " + toString(length)
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+ " are out of bound in ColumnAggregateFunction::insertRangeFrom method"
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" (data.size() = "
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+ toString(from_concrete.data.size())
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+ ").",
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ErrorCodes::PARAMETER_OUT_OF_BOUND);
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if (!empty() && src.get() != &from_concrete)
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{
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/// Must create new states of aggregate function and take ownership of it,
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/// because ownership of states of aggregate function cannot be shared for individual rows,
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/// (only as a whole).
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size_t end = start + length;
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for (size_t i = start; i < end; ++i)
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insertFrom(from, i);
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}
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else
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{
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/// Keep shared ownership of aggregation states.
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src = from_concrete.getPtr();
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size_t old_size = data.size();
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data.resize(old_size + length);
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memcpy(data.data() + old_size, &from_concrete.data[start], length * sizeof(data[0]));
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}
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}
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ColumnPtr ColumnAggregateFunction::filter(const Filter & filter, ssize_t result_size_hint) const
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{
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size_t size = data.size();
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if (size != filter.size())
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throw Exception("Size of filter doesn't match size of column.", ErrorCodes::SIZES_OF_COLUMNS_DOESNT_MATCH);
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if (size == 0)
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return cloneEmpty();
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auto res = createView();
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auto & res_data = res->data;
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if (result_size_hint)
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res_data.reserve(result_size_hint > 0 ? result_size_hint : size);
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for (size_t i = 0; i < size; ++i)
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if (filter[i])
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res_data.push_back(data[i]);
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/// To save RAM in case of too strong filtering.
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if (res_data.size() * 2 < res_data.capacity())
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res_data = Container(res_data.cbegin(), res_data.cend());
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return res;
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}
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ColumnPtr ColumnAggregateFunction::permute(const Permutation & perm, size_t limit) const
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{
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size_t size = data.size();
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if (limit == 0)
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limit = size;
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else
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limit = std::min(size, limit);
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if (perm.size() < limit)
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throw Exception("Size of permutation is less than required.", ErrorCodes::SIZES_OF_COLUMNS_DOESNT_MATCH);
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auto res = createView();
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res->data.resize(limit);
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for (size_t i = 0; i < limit; ++i)
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res->data[i] = data[perm[i]];
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return res;
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}
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ColumnPtr ColumnAggregateFunction::index(const IColumn & indexes, size_t limit) const
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{
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return selectIndexImpl(*this, indexes, limit);
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}
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template <typename Type>
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ColumnPtr ColumnAggregateFunction::indexImpl(const PaddedPODArray<Type> & indexes, size_t limit) const
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{
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auto res = createView();
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res->data.resize(limit);
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for (size_t i = 0; i < limit; ++i)
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res->data[i] = data[indexes[i]];
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return res;
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}
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INSTANTIATE_INDEX_IMPL(ColumnAggregateFunction)
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/// Is required to support operations with Set
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void ColumnAggregateFunction::updateHashWithValue(size_t n, SipHash & hash) const
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{
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WriteBufferFromOwnString wbuf;
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func->serialize(data[n], wbuf);
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hash.update(wbuf.str().c_str(), wbuf.str().size());
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}
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void ColumnAggregateFunction::updateWeakHash32(WeakHash32 & hash) const
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{
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auto s = data.size();
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if (hash.getData().size() != data.size())
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throw Exception("Size of WeakHash32 does not match size of column: column size is " + std::to_string(s) +
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", hash size is " + std::to_string(hash.getData().size()), ErrorCodes::LOGICAL_ERROR);
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auto & hash_data = hash.getData();
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std::vector<UInt8> v;
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for (size_t i = 0; i < s; ++i)
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{
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WriteBufferFromVector<std::vector<UInt8>> wbuf(v);
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func->serialize(data[i], wbuf);
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wbuf.finalize();
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hash_data[i] = ::updateWeakHash32(v.data(), v.size(), hash_data[i]);
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}
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}
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void ColumnAggregateFunction::updateHashFast(SipHash & hash) const
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{
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/// Fallback to per-element hashing, as there is no faster way
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for (size_t i = 0; i < size(); ++i)
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updateHashWithValue(i, hash);
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}
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/// The returned size is less than real size. The reason is that some parts of
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/// aggregate function data may be allocated on shared arenas. These arenas are
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/// used for several blocks, and also may be updated concurrently from other
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/// threads, so we can't know the size of these data.
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size_t ColumnAggregateFunction::byteSize() const
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{
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return data.size() * sizeof(data[0])
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+ (my_arena ? my_arena->size() : 0);
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}
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/// Like in byteSize(), the size is underestimated.
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size_t ColumnAggregateFunction::allocatedBytes() const
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{
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return data.allocated_bytes()
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+ (my_arena ? my_arena->size() : 0);
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}
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void ColumnAggregateFunction::protect()
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{
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data.protect();
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}
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MutableColumnPtr ColumnAggregateFunction::cloneEmpty() const
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{
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return create(func);
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}
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Field ColumnAggregateFunction::operator[](size_t n) const
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{
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Field field = AggregateFunctionStateData();
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field.get<AggregateFunctionStateData &>().name = type_string;
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{
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WriteBufferFromString buffer(field.get<AggregateFunctionStateData &>().data);
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func->serialize(data[n], buffer);
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}
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return field;
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}
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void ColumnAggregateFunction::get(size_t n, Field & res) const
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{
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res = AggregateFunctionStateData();
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res.get<AggregateFunctionStateData &>().name = type_string;
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{
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WriteBufferFromString buffer(res.get<AggregateFunctionStateData &>().data);
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func->serialize(data[n], buffer);
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}
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}
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StringRef ColumnAggregateFunction::getDataAt(size_t n) const
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{
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return StringRef(reinterpret_cast<const char *>(&data[n]), sizeof(data[n]));
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}
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void ColumnAggregateFunction::insertData(const char * pos, size_t /*length*/)
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{
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ensureOwnership();
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data.push_back(*reinterpret_cast<const AggregateDataPtr *>(pos));
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}
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void ColumnAggregateFunction::insertFrom(const IColumn & from, size_t n)
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{
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/// Must create new state of aggregate function and take ownership of it,
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/// because ownership of states of aggregate function cannot be shared for individual rows,
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/// (only as a whole, see comment above).
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ensureOwnership();
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insertDefault();
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insertMergeFrom(from, n);
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}
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void ColumnAggregateFunction::insertFrom(ConstAggregateDataPtr place)
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{
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ensureOwnership();
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insertDefault();
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insertMergeFrom(place);
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}
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void ColumnAggregateFunction::insertMergeFrom(ConstAggregateDataPtr place)
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{
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func->merge(data.back(), place, &createOrGetArena());
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}
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void ColumnAggregateFunction::insertMergeFrom(const IColumn & from, size_t n)
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{
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insertMergeFrom(assert_cast<const ColumnAggregateFunction &>(from).data[n]);
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}
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Arena & ColumnAggregateFunction::createOrGetArena()
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{
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if (unlikely(!my_arena))
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my_arena = std::make_shared<Arena>();
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return *my_arena.get();
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}
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static void pushBackAndCreateState(ColumnAggregateFunction::Container & data, Arena & arena, IAggregateFunction * func)
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{
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data.push_back(arena.alignedAlloc(func->sizeOfData(), func->alignOfData()));
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try
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{
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func->create(data.back());
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}
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catch (...)
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{
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data.pop_back();
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throw;
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}
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}
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void ColumnAggregateFunction::insert(const Field & x)
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{
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if (x.getType() != Field::Types::AggregateFunctionState)
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throw Exception(String("Inserting field of type ") + x.getTypeName() + " into ColumnAggregateFunction. "
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"Expected " + Field::Types::toString(Field::Types::AggregateFunctionState), ErrorCodes::LOGICAL_ERROR);
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const auto & field_name = x.get<const AggregateFunctionStateData &>().name;
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if (type_string != field_name)
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throw Exception("Cannot insert filed with type " + field_name + " into column with type " + type_string,
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ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT);
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ensureOwnership();
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Arena & arena = createOrGetArena();
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pushBackAndCreateState(data, arena, func.get());
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ReadBufferFromString read_buffer(x.get<const AggregateFunctionStateData &>().data);
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func->deserialize(data.back(), read_buffer, &arena);
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}
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void ColumnAggregateFunction::insertDefault()
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{
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ensureOwnership();
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Arena & arena = createOrGetArena();
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pushBackAndCreateState(data, arena, func.get());
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}
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StringRef ColumnAggregateFunction::serializeValueIntoArena(size_t n, Arena & arena, const char *& begin) const
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{
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WriteBufferFromArena out(arena, begin);
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func->serialize(data[n], out);
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return out.finish();
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}
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const char * ColumnAggregateFunction::deserializeAndInsertFromArena(const char * src_arena)
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{
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ensureOwnership();
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/** Parameter "src_arena" points to Arena, from which we will deserialize the state.
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* And "dst_arena" is another Arena, that aggregate function state will use to store its data.
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*/
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Arena & dst_arena = createOrGetArena();
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pushBackAndCreateState(data, dst_arena, func.get());
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/** We will read from src_arena.
|
|
* There is no limit for reading - it is assumed, that we can read all that we need after src_arena pointer.
|
|
* Buf ReadBufferFromMemory requires some bound. We will use arbitrary big enough number, that will not overflow pointer.
|
|
* NOTE Technically, this is not compatible with C++ standard,
|
|
* as we cannot legally compare pointers after last element + 1 of some valid memory region.
|
|
* Probably this will not work under UBSan.
|
|
*/
|
|
ReadBufferFromMemory read_buffer(src_arena, std::numeric_limits<char *>::max() - src_arena - 1);
|
|
func->deserialize(data.back(), read_buffer, &dst_arena);
|
|
|
|
return read_buffer.position();
|
|
}
|
|
|
|
void ColumnAggregateFunction::popBack(size_t n)
|
|
{
|
|
size_t size = data.size();
|
|
size_t new_size = size - n;
|
|
|
|
if (!src)
|
|
for (size_t i = new_size; i < size; ++i)
|
|
func->destroy(data[i]);
|
|
|
|
data.resize_assume_reserved(new_size);
|
|
}
|
|
|
|
ColumnPtr ColumnAggregateFunction::replicate(const IColumn::Offsets & offsets) const
|
|
{
|
|
size_t size = data.size();
|
|
if (size != offsets.size())
|
|
throw Exception("Size of offsets doesn't match size of column.", ErrorCodes::SIZES_OF_COLUMNS_DOESNT_MATCH);
|
|
|
|
if (size == 0)
|
|
return cloneEmpty();
|
|
|
|
auto res = createView();
|
|
auto & res_data = res->data;
|
|
res_data.reserve(offsets.back());
|
|
|
|
IColumn::Offset prev_offset = 0;
|
|
for (size_t i = 0; i < size; ++i)
|
|
{
|
|
size_t size_to_replicate = offsets[i] - prev_offset;
|
|
prev_offset = offsets[i];
|
|
|
|
for (size_t j = 0; j < size_to_replicate; ++j)
|
|
res_data.push_back(data[i]);
|
|
}
|
|
|
|
return res;
|
|
}
|
|
|
|
MutableColumns ColumnAggregateFunction::scatter(IColumn::ColumnIndex num_columns, const IColumn::Selector & selector) const
|
|
{
|
|
/// Columns with scattered values will point to this column as the owner of values.
|
|
MutableColumns columns(num_columns);
|
|
for (auto & column : columns)
|
|
column = createView();
|
|
|
|
size_t num_rows = size();
|
|
|
|
{
|
|
size_t reserve_size = double(num_rows) / num_columns * 1.1; /// 1.1 is just a guess. Better to use n-sigma rule.
|
|
|
|
if (reserve_size > 1)
|
|
for (auto & column : columns)
|
|
column->reserve(reserve_size);
|
|
}
|
|
|
|
for (size_t i = 0; i < num_rows; ++i)
|
|
assert_cast<ColumnAggregateFunction &>(*columns[selector[i]]).data.push_back(data[i]);
|
|
|
|
return columns;
|
|
}
|
|
|
|
void ColumnAggregateFunction::getPermutation(bool /*reverse*/, size_t /*limit*/, int /*nan_direction_hint*/, IColumn::Permutation & res) const
|
|
{
|
|
size_t s = data.size();
|
|
res.resize(s);
|
|
for (size_t i = 0; i < s; ++i)
|
|
res[i] = i;
|
|
}
|
|
|
|
void ColumnAggregateFunction::updatePermutation(bool, size_t, int, Permutation &, EqualRanges&) const {}
|
|
|
|
void ColumnAggregateFunction::gather(ColumnGathererStream & gatherer)
|
|
{
|
|
gatherer.gather(*this);
|
|
}
|
|
|
|
void ColumnAggregateFunction::getExtremes(Field & min, Field & max) const
|
|
{
|
|
/// Place serialized default values into min/max.
|
|
|
|
AlignedBuffer place_buffer(func->sizeOfData(), func->alignOfData());
|
|
AggregateDataPtr place = place_buffer.data();
|
|
|
|
AggregateFunctionStateData serialized;
|
|
serialized.name = type_string;
|
|
|
|
func->create(place);
|
|
try
|
|
{
|
|
WriteBufferFromString buffer(serialized.data);
|
|
func->serialize(place, buffer);
|
|
}
|
|
catch (...)
|
|
{
|
|
func->destroy(place);
|
|
throw;
|
|
}
|
|
func->destroy(place);
|
|
|
|
min = serialized;
|
|
max = serialized;
|
|
}
|
|
|
|
namespace
|
|
{
|
|
|
|
ConstArenas concatArenas(const ConstArenas & array, ConstArenaPtr arena)
|
|
{
|
|
ConstArenas result = array;
|
|
if (arena)
|
|
result.push_back(std::move(arena));
|
|
|
|
return result;
|
|
}
|
|
|
|
}
|
|
|
|
ColumnAggregateFunction::MutablePtr ColumnAggregateFunction::createView() const
|
|
{
|
|
auto res = create(func, concatArenas(foreign_arenas, my_arena));
|
|
res->src = getPtr();
|
|
return res;
|
|
}
|
|
|
|
ColumnAggregateFunction::ColumnAggregateFunction(const ColumnAggregateFunction & src_)
|
|
: COWHelper<IColumn, ColumnAggregateFunction>(src_),
|
|
foreign_arenas(concatArenas(src_.foreign_arenas, src_.my_arena)),
|
|
func(src_.func), src(src_.getPtr()), data(src_.data.begin(), src_.data.end())
|
|
{
|
|
}
|
|
|
|
}
|