2021-08-20 14:06:57 +00:00
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#include <Columns/ColumnTuple.h>
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#include <DataTypes/DataTypeTuple.h>
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#include <DataTypes/DataTypesNumber.h>
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#include <Functions/FunctionFactory.h>
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#include <Functions/FunctionHelpers.h>
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#include <Functions/TupleIFunction.h>
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#include <Functions/castTypeToEither.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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2021-08-20 21:14:26 +00:00
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extern const int ILLEGAL_TYPE_OF_ARGUMENT;
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2021-08-20 14:06:57 +00:00
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}
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2021-08-25 14:56:31 +00:00
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template <const char * func_name>
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2021-08-26 18:17:44 +00:00
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class TuplesToTupleFunction : public TupleIFunction
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{
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2021-08-25 14:56:31 +00:00
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public:
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explicit TuplesToTupleFunction(ContextPtr context_) : TupleIFunction(context_) {}
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size_t getNumberOfArguments() const override { return 2; }
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DataTypePtr getReturnTypeImpl(const ColumnsWithTypeAndName & arguments) const override
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{
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const auto * left_tuple = checkAndGetDataType<DataTypeTuple>(arguments[0].type.get());
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const auto * right_tuple = checkAndGetDataType<DataTypeTuple>(arguments[1].type.get());
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if (!left_tuple)
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throw Exception(ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT, "Argument 0 of function {} should be tuples, got {}",
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getName(), arguments[0].type->getName());
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if (!right_tuple)
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throw Exception(ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT, "Argument 1 of function {} should be tuples, got {}",
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getName(), arguments[1].type->getName());
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const auto & left_types = left_tuple->getElements();
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const auto & right_types = right_tuple->getElements();
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Columns left_elements;
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Columns right_elements;
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if (arguments[0].column)
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left_elements = getTupleElements(*arguments[0].column);
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if (arguments[1].column)
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right_elements = getTupleElements(*arguments[1].column);
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if (left_types.size() != right_types.size())
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throw Exception(ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT,
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"Expected tuples of the same size as arguments of function {}. Got {} and {}",
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getName(), arguments[0].type->getName(), arguments[1].type->getName());
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size_t tuple_size = left_types.size();
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if (tuple_size == 0)
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return std::make_shared<DataTypeUInt8>();
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auto func = FunctionFactory::instance().get(func_name, context);
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DataTypes types(tuple_size);
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for (size_t i = 0; i < tuple_size; ++i)
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{
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try
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{
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ColumnWithTypeAndName left{left_elements.empty() ? nullptr : left_elements[i], left_types[i], {}};
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ColumnWithTypeAndName right{right_elements.empty() ? nullptr : right_elements[i], right_types[i], {}};
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auto elem_func = func->build(ColumnsWithTypeAndName{left, right});
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types[i] = elem_func->getResultType();
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}
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catch (DB::Exception & e)
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{
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e.addMessage("While executing function {} for tuple element {}", getName(), i);
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throw;
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}
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}
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return std::make_shared<DataTypeTuple>(types);
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}
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ColumnPtr executeImpl(const ColumnsWithTypeAndName & arguments, const DataTypePtr &, size_t input_rows_count) const override
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{
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const auto * left_tuple = checkAndGetDataType<DataTypeTuple>(arguments[0].type.get());
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const auto * right_tuple = checkAndGetDataType<DataTypeTuple>(arguments[1].type.get());
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const auto & left_types = left_tuple->getElements();
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const auto & right_types = right_tuple->getElements();
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auto left_elements = getTupleElements(*arguments[0].column);
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auto right_elements = getTupleElements(*arguments[1].column);
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size_t tuple_size = left_elements.size();
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if (tuple_size == 0)
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return DataTypeUInt8().createColumnConstWithDefaultValue(input_rows_count);
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auto func = FunctionFactory::instance().get(func_name, context);
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Columns columns(tuple_size);
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for (size_t i = 0; i < tuple_size; ++i)
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{
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ColumnWithTypeAndName left{left_elements[i], left_types[i], {}};
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ColumnWithTypeAndName right{right_elements[i], right_types[i], {}};
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auto elem_func = func->build(ColumnsWithTypeAndName{left, right});
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columns[i] = elem_func->execute({left, right}, elem_func->getResultType(), input_rows_count);
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}
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return ColumnTuple::create(columns);
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}
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};
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2021-08-25 14:02:04 +00:00
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static const char PLUS_NAME[] = "plus";
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class FunctionTuplePlus : public TuplesToTupleFunction<PLUS_NAME>
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2021-08-20 14:06:57 +00:00
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{
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public:
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static constexpr auto name = "tuplePlus";
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2021-08-25 14:02:04 +00:00
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explicit FunctionTuplePlus(ContextPtr context_) : TuplesToTupleFunction(context_) {}
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static FunctionPtr create(ContextPtr context_) { return std::make_shared<FunctionTuplePlus>(context_); }
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2021-08-20 14:06:57 +00:00
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String getName() const override { return name; }
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};
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2021-08-25 14:02:04 +00:00
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static const char MINUS_NAME[] = "minus";
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class FunctionTupleMinus : public TuplesToTupleFunction<MINUS_NAME>
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2021-08-20 14:06:57 +00:00
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{
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public:
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static constexpr auto name = "tupleMinus";
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2021-08-25 14:02:04 +00:00
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explicit FunctionTupleMinus(ContextPtr context_) : TuplesToTupleFunction(context_) {}
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static FunctionPtr create(ContextPtr context_) { return std::make_shared<FunctionTupleMinus>(context_); }
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2021-08-20 14:06:57 +00:00
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String getName() const override { return name; }
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2021-08-25 14:02:04 +00:00
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};
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2021-08-20 14:06:57 +00:00
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2021-08-25 14:02:04 +00:00
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static const char MULTIPLY_NAME[] = "multiply";
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class FunctionTupleMultiply : public TuplesToTupleFunction<MULTIPLY_NAME>
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{
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public:
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static constexpr auto name = "tupleMultiply";
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2021-08-20 14:06:57 +00:00
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2021-08-25 14:02:04 +00:00
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explicit FunctionTupleMultiply(ContextPtr context_) : TuplesToTupleFunction(context_) {}
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static FunctionPtr create(ContextPtr context_) { return std::make_shared<FunctionTupleMultiply>(context_); }
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2021-08-20 14:06:57 +00:00
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2021-08-25 14:02:04 +00:00
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String getName() const override { return name; }
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};
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2021-08-20 14:06:57 +00:00
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2021-08-25 14:02:04 +00:00
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static const char DIVIDE_NAME[] = "divide";
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class FunctionTupleDivide : public TuplesToTupleFunction<DIVIDE_NAME>
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{
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public:
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static constexpr auto name = "tupleDivide";
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2021-08-20 14:06:57 +00:00
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2021-08-25 14:02:04 +00:00
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explicit FunctionTupleDivide(ContextPtr context_) : TuplesToTupleFunction(context_) {}
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static FunctionPtr create(ContextPtr context_) { return std::make_shared<FunctionTupleDivide>(context_); }
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2021-08-20 14:06:57 +00:00
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2021-08-25 14:02:04 +00:00
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String getName() const override { return name; }
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2021-08-20 14:06:57 +00:00
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};
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2021-08-25 14:02:04 +00:00
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class FunctionTupleNegate : public TupleIFunction
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2021-08-20 14:06:57 +00:00
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{
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public:
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2021-08-25 14:02:04 +00:00
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static constexpr auto name = "tupleNegate";
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2021-08-20 14:06:57 +00:00
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2021-08-25 14:02:04 +00:00
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explicit FunctionTupleNegate(ContextPtr context_) : TupleIFunction(context_) {}
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static FunctionPtr create(ContextPtr context_) { return std::make_shared<FunctionTupleNegate>(context_); }
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2021-08-20 14:06:57 +00:00
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String getName() const override { return name; }
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2021-08-25 14:02:04 +00:00
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size_t getNumberOfArguments() const override { return 1; }
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2021-08-20 16:23:51 +00:00
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2021-08-20 14:06:57 +00:00
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DataTypePtr getReturnTypeImpl(const ColumnsWithTypeAndName & arguments) const override
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{
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2021-08-25 14:02:04 +00:00
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const auto * cur_tuple = checkAndGetDataType<DataTypeTuple>(arguments[0].type.get());
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2021-08-20 14:06:57 +00:00
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2021-08-25 14:02:04 +00:00
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if (!cur_tuple)
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2021-08-20 14:06:57 +00:00
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throw Exception(ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT, "Argument 0 of function {} should be tuples, got {}",
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getName(), arguments[0].type->getName());
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2021-08-25 14:02:04 +00:00
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const auto & cur_types = cur_tuple->getElements();
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2021-08-20 14:06:57 +00:00
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2021-08-25 14:02:04 +00:00
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Columns cur_elements;
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2021-08-20 14:06:57 +00:00
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if (arguments[0].column)
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2021-08-25 14:02:04 +00:00
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cur_elements = getTupleElements(*arguments[0].column);
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2021-08-20 14:06:57 +00:00
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2021-08-25 14:02:04 +00:00
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size_t tuple_size = cur_types.size();
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2021-08-20 14:06:57 +00:00
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if (tuple_size == 0)
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return std::make_shared<DataTypeUInt8>();
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2021-08-25 14:02:04 +00:00
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auto negate = FunctionFactory::instance().get("negate", context);
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2021-08-20 14:06:57 +00:00
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DataTypes types(tuple_size);
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for (size_t i = 0; i < tuple_size; ++i)
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{
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try
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{
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2021-08-25 14:02:04 +00:00
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ColumnWithTypeAndName cur{cur_elements.empty() ? nullptr : cur_elements[i], cur_types[i], {}};
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auto elem_negate = negate->build(ColumnsWithTypeAndName{cur});
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types[i] = elem_negate->getResultType();
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2021-08-20 14:06:57 +00:00
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}
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catch (DB::Exception & e)
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{
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e.addMessage("While executing function {} for tuple element {}", getName(), i);
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throw;
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}
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}
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return std::make_shared<DataTypeTuple>(types);
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}
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ColumnPtr executeImpl(const ColumnsWithTypeAndName & arguments, const DataTypePtr &, size_t input_rows_count) const override
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{
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2021-08-25 14:02:04 +00:00
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const auto * cur_tuple = checkAndGetDataType<DataTypeTuple>(arguments[0].type.get());
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const auto & cur_types = cur_tuple->getElements();
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auto cur_elements = getTupleElements(*arguments[0].column);
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2021-08-20 14:06:57 +00:00
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2021-08-25 14:02:04 +00:00
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size_t tuple_size = cur_elements.size();
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2021-08-20 14:06:57 +00:00
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if (tuple_size == 0)
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return DataTypeUInt8().createColumnConstWithDefaultValue(input_rows_count);
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2021-08-25 14:02:04 +00:00
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auto negate = FunctionFactory::instance().get("negate", context);
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2021-08-20 14:06:57 +00:00
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Columns columns(tuple_size);
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for (size_t i = 0; i < tuple_size; ++i)
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{
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2021-08-25 14:02:04 +00:00
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ColumnWithTypeAndName cur{cur_elements[i], cur_types[i], {}};
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auto elem_negate= negate->build(ColumnsWithTypeAndName{cur});
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columns[i] = elem_negate->execute({cur}, elem_negate->getResultType(), input_rows_count);
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2021-08-20 14:06:57 +00:00
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}
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return ColumnTuple::create(columns);
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}
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};
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2021-08-25 14:02:04 +00:00
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class FunctionDotProduct : public TupleIFunction
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2021-08-23 13:41:20 +00:00
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{
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public:
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2021-08-25 14:02:04 +00:00
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static constexpr auto name = "dotProduct";
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2021-08-23 13:41:20 +00:00
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2021-08-25 14:02:04 +00:00
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explicit FunctionDotProduct(ContextPtr context_) : TupleIFunction(context_) {}
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static FunctionPtr create(ContextPtr context_) { return std::make_shared<FunctionDotProduct>(context_); }
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2021-08-23 13:41:20 +00:00
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String getName() const override { return name; }
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size_t getNumberOfArguments() const override { return 2; }
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DataTypePtr getReturnTypeImpl(const ColumnsWithTypeAndName & arguments) const override
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{
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const auto * left_tuple = checkAndGetDataType<DataTypeTuple>(arguments[0].type.get());
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const auto * right_tuple = checkAndGetDataType<DataTypeTuple>(arguments[1].type.get());
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if (!left_tuple)
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throw Exception(ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT, "Argument 0 of function {} should be tuples, got {}",
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getName(), arguments[0].type->getName());
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if (!right_tuple)
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throw Exception(ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT, "Argument 1 of function {} should be tuples, got {}",
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getName(), arguments[1].type->getName());
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const auto & left_types = left_tuple->getElements();
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const auto & right_types = right_tuple->getElements();
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Columns left_elements;
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Columns right_elements;
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if (arguments[0].column)
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left_elements = getTupleElements(*arguments[0].column);
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if (arguments[1].column)
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right_elements = getTupleElements(*arguments[1].column);
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if (left_types.size() != right_types.size())
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throw Exception(ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT,
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"Expected tuples of the same size as arguments of function {}. Got {} and {}",
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getName(), arguments[0].type->getName(), arguments[1].type->getName());
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size_t tuple_size = left_types.size();
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if (tuple_size == 0)
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return std::make_shared<DataTypeUInt8>();
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2021-08-25 14:02:04 +00:00
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auto multiply = FunctionFactory::instance().get("multiply", context);
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auto plus = FunctionFactory::instance().get("plus", context);
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DataTypePtr res_type;
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2021-08-23 13:41:20 +00:00
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for (size_t i = 0; i < tuple_size; ++i)
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{
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try
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{
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ColumnWithTypeAndName left{left_elements.empty() ? nullptr : left_elements[i], left_types[i], {}};
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ColumnWithTypeAndName right{right_elements.empty() ? nullptr : right_elements[i], right_types[i], {}};
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2021-08-25 14:02:04 +00:00
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auto elem_multiply = multiply->build(ColumnsWithTypeAndName{left, right});
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if (i == 0)
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{
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res_type = elem_multiply->getResultType();
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continue;
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}
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ColumnWithTypeAndName left_type{res_type, {}};
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ColumnWithTypeAndName right_type{elem_multiply->getResultType(), {}};
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auto plus_elem = plus->build({left_type, right_type});
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res_type = plus_elem->getResultType();
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2021-08-23 13:41:20 +00:00
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}
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catch (DB::Exception & e)
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{
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e.addMessage("While executing function {} for tuple element {}", getName(), i);
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throw;
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}
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}
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2021-08-25 14:02:04 +00:00
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return res_type;
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2021-08-23 13:41:20 +00:00
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}
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ColumnPtr executeImpl(const ColumnsWithTypeAndName & arguments, const DataTypePtr &, size_t input_rows_count) const override
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{
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|
|
const auto * left_tuple = checkAndGetDataType<DataTypeTuple>(arguments[0].type.get());
|
|
|
|
const auto * right_tuple = checkAndGetDataType<DataTypeTuple>(arguments[1].type.get());
|
|
|
|
const auto & left_types = left_tuple->getElements();
|
|
|
|
const auto & right_types = right_tuple->getElements();
|
|
|
|
auto left_elements = getTupleElements(*arguments[0].column);
|
|
|
|
auto right_elements = getTupleElements(*arguments[1].column);
|
|
|
|
|
|
|
|
size_t tuple_size = left_elements.size();
|
|
|
|
if (tuple_size == 0)
|
|
|
|
return DataTypeUInt8().createColumnConstWithDefaultValue(input_rows_count);
|
|
|
|
|
2021-08-25 14:02:04 +00:00
|
|
|
auto multiply = FunctionFactory::instance().get("multiply", context);
|
|
|
|
auto plus = FunctionFactory::instance().get("plus", context);
|
|
|
|
ColumnWithTypeAndName res;
|
2021-08-23 13:41:20 +00:00
|
|
|
for (size_t i = 0; i < tuple_size; ++i)
|
|
|
|
{
|
|
|
|
ColumnWithTypeAndName left{left_elements[i], left_types[i], {}};
|
|
|
|
ColumnWithTypeAndName right{right_elements[i], right_types[i], {}};
|
2021-08-25 14:02:04 +00:00
|
|
|
auto elem_multiply = multiply->build(ColumnsWithTypeAndName{left, right});
|
2021-08-23 13:41:20 +00:00
|
|
|
|
2021-08-25 14:02:04 +00:00
|
|
|
ColumnWithTypeAndName column;
|
|
|
|
column.type = elem_multiply->getResultType();
|
|
|
|
column.column = elem_multiply->execute({left, right}, column.type, input_rows_count);
|
2021-08-23 13:41:20 +00:00
|
|
|
|
2021-08-25 14:02:04 +00:00
|
|
|
if (i == 0)
|
2021-08-23 13:41:20 +00:00
|
|
|
{
|
2021-08-25 14:02:04 +00:00
|
|
|
res = std::move(column);
|
2021-08-23 13:41:20 +00:00
|
|
|
}
|
2021-08-25 14:02:04 +00:00
|
|
|
else
|
2021-08-23 13:41:20 +00:00
|
|
|
{
|
2021-08-25 14:02:04 +00:00
|
|
|
auto plus_elem = plus->build({res, column});
|
|
|
|
auto res_type = plus_elem->getResultType();
|
|
|
|
res.column = plus_elem->execute({res, column}, res_type, input_rows_count);
|
|
|
|
res.type = res_type;
|
2021-08-23 13:41:20 +00:00
|
|
|
}
|
|
|
|
}
|
|
|
|
|
2021-08-25 14:02:04 +00:00
|
|
|
return res.column;
|
2021-08-23 13:41:20 +00:00
|
|
|
}
|
|
|
|
};
|
|
|
|
|
2021-08-25 14:56:31 +00:00
|
|
|
class FunctionL1Norm : public TupleIFunction
|
|
|
|
{
|
|
|
|
public:
|
|
|
|
static constexpr auto name = "L1Norm";
|
|
|
|
|
|
|
|
explicit FunctionL1Norm(ContextPtr context_) : TupleIFunction(context_) {}
|
|
|
|
static FunctionPtr create(ContextPtr context_) { return std::make_shared<FunctionL1Norm>(context_); }
|
|
|
|
|
|
|
|
String getName() const override { return name; }
|
|
|
|
|
|
|
|
size_t getNumberOfArguments() const override { return 1; }
|
|
|
|
|
|
|
|
DataTypePtr getReturnTypeImpl(const ColumnsWithTypeAndName & arguments) const override
|
|
|
|
{
|
|
|
|
const auto * cur_tuple = checkAndGetDataType<DataTypeTuple>(arguments[0].type.get());
|
|
|
|
|
|
|
|
if (!cur_tuple)
|
|
|
|
throw Exception(ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT, "Argument 0 of function {} should be tuples, got {}",
|
|
|
|
getName(), arguments[0].type->getName());
|
|
|
|
|
|
|
|
const auto & cur_types = cur_tuple->getElements();
|
|
|
|
|
|
|
|
Columns cur_elements;
|
|
|
|
if (arguments[0].column)
|
|
|
|
cur_elements = getTupleElements(*arguments[0].column);
|
|
|
|
|
|
|
|
size_t tuple_size = cur_types.size();
|
|
|
|
if (tuple_size == 0)
|
|
|
|
return std::make_shared<DataTypeUInt8>();
|
|
|
|
|
|
|
|
auto abs = FunctionFactory::instance().get("abs", context);
|
|
|
|
auto plus = FunctionFactory::instance().get("plus", context);
|
|
|
|
DataTypePtr res_type;
|
|
|
|
for (size_t i = 0; i < tuple_size; ++i)
|
|
|
|
{
|
|
|
|
try
|
|
|
|
{
|
|
|
|
ColumnWithTypeAndName cur{cur_elements.empty() ? nullptr : cur_elements[i], cur_types[i], {}};
|
|
|
|
auto elem_abs = abs->build(ColumnsWithTypeAndName{cur});
|
|
|
|
|
|
|
|
if (i == 0)
|
|
|
|
{
|
|
|
|
res_type = elem_abs->getResultType();
|
|
|
|
continue;
|
|
|
|
}
|
|
|
|
|
|
|
|
ColumnWithTypeAndName left_type{res_type, {}};
|
|
|
|
ColumnWithTypeAndName right_type{elem_abs->getResultType(), {}};
|
|
|
|
auto plus_elem = plus->build({left_type, right_type});
|
|
|
|
res_type = plus_elem->getResultType();
|
|
|
|
}
|
|
|
|
catch (DB::Exception & e)
|
|
|
|
{
|
|
|
|
e.addMessage("While executing function {} for tuple element {}", getName(), i);
|
|
|
|
throw;
|
|
|
|
}
|
|
|
|
}
|
|
|
|
|
|
|
|
return res_type;
|
|
|
|
}
|
|
|
|
|
|
|
|
ColumnPtr executeImpl(const ColumnsWithTypeAndName & arguments, const DataTypePtr &, size_t input_rows_count) const override
|
|
|
|
{
|
|
|
|
const auto * cur_tuple = checkAndGetDataType<DataTypeTuple>(arguments[0].type.get());
|
|
|
|
const auto & cur_types = cur_tuple->getElements();
|
|
|
|
auto cur_elements = getTupleElements(*arguments[0].column);
|
|
|
|
|
|
|
|
size_t tuple_size = cur_elements.size();
|
|
|
|
if (tuple_size == 0)
|
|
|
|
return DataTypeUInt8().createColumnConstWithDefaultValue(input_rows_count);
|
|
|
|
|
|
|
|
auto abs = FunctionFactory::instance().get("abs", context);
|
|
|
|
auto plus = FunctionFactory::instance().get("plus", context);
|
|
|
|
ColumnWithTypeAndName res;
|
|
|
|
for (size_t i = 0; i < tuple_size; ++i)
|
|
|
|
{
|
|
|
|
ColumnWithTypeAndName cur{cur_elements[i], cur_types[i], {}};
|
|
|
|
auto elem_abs = abs->build(ColumnsWithTypeAndName{cur});
|
|
|
|
|
|
|
|
ColumnWithTypeAndName column;
|
|
|
|
column.type = elem_abs->getResultType();
|
|
|
|
column.column = elem_abs->execute({cur}, column.type, input_rows_count);
|
|
|
|
|
|
|
|
if (i == 0)
|
|
|
|
{
|
|
|
|
res = std::move(column);
|
|
|
|
}
|
|
|
|
else
|
|
|
|
{
|
|
|
|
auto plus_elem = plus->build({res, column});
|
|
|
|
auto res_type = plus_elem->getResultType();
|
|
|
|
res.column = plus_elem->execute({res, column}, res_type, input_rows_count);
|
|
|
|
res.type = res_type;
|
|
|
|
}
|
|
|
|
}
|
|
|
|
|
|
|
|
return res.column;
|
|
|
|
}
|
|
|
|
};
|
|
|
|
|
2021-08-25 15:44:35 +00:00
|
|
|
class FunctionL2Norm : public TupleIFunction
|
|
|
|
{
|
|
|
|
public:
|
|
|
|
static constexpr auto name = "L2Norm";
|
|
|
|
|
|
|
|
explicit FunctionL2Norm(ContextPtr context_) : TupleIFunction(context_) {}
|
|
|
|
static FunctionPtr create(ContextPtr context_) { return std::make_shared<FunctionL2Norm>(context_); }
|
|
|
|
|
|
|
|
String getName() const override { return name; }
|
|
|
|
|
|
|
|
size_t getNumberOfArguments() const override { return 1; }
|
|
|
|
|
|
|
|
DataTypePtr getReturnTypeImpl(const ColumnsWithTypeAndName & arguments) const override
|
|
|
|
{
|
|
|
|
const auto * cur_tuple = checkAndGetDataType<DataTypeTuple>(arguments[0].type.get());
|
|
|
|
|
|
|
|
if (!cur_tuple)
|
|
|
|
throw Exception(ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT, "Argument 0 of function {} should be tuples, got {}",
|
|
|
|
getName(), arguments[0].type->getName());
|
|
|
|
|
|
|
|
const auto & cur_types = cur_tuple->getElements();
|
|
|
|
|
|
|
|
Columns cur_elements;
|
|
|
|
if (arguments[0].column)
|
|
|
|
cur_elements = getTupleElements(*arguments[0].column);
|
|
|
|
|
|
|
|
size_t tuple_size = cur_types.size();
|
|
|
|
if (tuple_size == 0)
|
|
|
|
return std::make_shared<DataTypeUInt8>();
|
|
|
|
|
|
|
|
auto multiply = FunctionFactory::instance().get("multiply", context);
|
|
|
|
auto plus = FunctionFactory::instance().get("plus", context);
|
|
|
|
DataTypePtr res_type;
|
|
|
|
for (size_t i = 0; i < tuple_size; ++i)
|
|
|
|
{
|
|
|
|
try
|
|
|
|
{
|
|
|
|
ColumnWithTypeAndName cur{cur_elements.empty() ? nullptr : cur_elements[i], cur_types[i], {}};
|
|
|
|
auto elem_multiply = multiply->build(ColumnsWithTypeAndName{cur, cur});
|
|
|
|
|
|
|
|
if (i == 0)
|
|
|
|
{
|
|
|
|
res_type = elem_multiply->getResultType();
|
|
|
|
continue;
|
|
|
|
}
|
|
|
|
|
|
|
|
ColumnWithTypeAndName left_type{res_type, {}};
|
|
|
|
ColumnWithTypeAndName right_type{elem_multiply->getResultType(), {}};
|
|
|
|
auto plus_elem = plus->build({left_type, right_type});
|
|
|
|
res_type = plus_elem->getResultType();
|
|
|
|
}
|
|
|
|
catch (DB::Exception & e)
|
|
|
|
{
|
|
|
|
e.addMessage("While executing function {} for tuple element {}", getName(), i);
|
|
|
|
throw;
|
|
|
|
}
|
|
|
|
}
|
|
|
|
|
|
|
|
auto sqrt = FunctionFactory::instance().get("sqrt", context);
|
|
|
|
return sqrt->build({ColumnWithTypeAndName{res_type, {}}})->getResultType();
|
|
|
|
}
|
|
|
|
|
|
|
|
ColumnPtr executeImpl(const ColumnsWithTypeAndName & arguments, const DataTypePtr &, size_t input_rows_count) const override
|
|
|
|
{
|
|
|
|
const auto * cur_tuple = checkAndGetDataType<DataTypeTuple>(arguments[0].type.get());
|
|
|
|
const auto & cur_types = cur_tuple->getElements();
|
|
|
|
auto cur_elements = getTupleElements(*arguments[0].column);
|
|
|
|
|
|
|
|
size_t tuple_size = cur_elements.size();
|
|
|
|
if (tuple_size == 0)
|
|
|
|
return DataTypeUInt8().createColumnConstWithDefaultValue(input_rows_count);
|
|
|
|
|
|
|
|
auto multiply = FunctionFactory::instance().get("multiply", context);
|
|
|
|
auto plus = FunctionFactory::instance().get("plus", context);
|
|
|
|
ColumnWithTypeAndName res;
|
|
|
|
for (size_t i = 0; i < tuple_size; ++i)
|
|
|
|
{
|
|
|
|
ColumnWithTypeAndName cur{cur_elements[i], cur_types[i], {}};
|
|
|
|
auto elem_multiply = multiply->build(ColumnsWithTypeAndName{cur, cur});
|
|
|
|
|
|
|
|
ColumnWithTypeAndName column;
|
|
|
|
column.type = elem_multiply->getResultType();
|
|
|
|
column.column = elem_multiply->execute({cur, cur}, column.type, input_rows_count);
|
|
|
|
|
|
|
|
if (i == 0)
|
|
|
|
{
|
|
|
|
res = std::move(column);
|
|
|
|
}
|
|
|
|
else
|
|
|
|
{
|
|
|
|
auto plus_elem = plus->build({res, column});
|
|
|
|
auto res_type = plus_elem->getResultType();
|
|
|
|
res.column = plus_elem->execute({res, column}, res_type, input_rows_count);
|
|
|
|
res.type = res_type;
|
|
|
|
}
|
|
|
|
}
|
|
|
|
|
|
|
|
auto sqrt = FunctionFactory::instance().get("sqrt", context);
|
|
|
|
auto sqrt_elem = sqrt->build({res});
|
|
|
|
return sqrt_elem->execute({res}, sqrt_elem->getResultType(), input_rows_count);
|
|
|
|
}
|
|
|
|
};
|
|
|
|
|
2021-08-26 12:34:46 +00:00
|
|
|
class FunctionLinfNorm : public TupleIFunction
|
|
|
|
{
|
|
|
|
public:
|
|
|
|
static constexpr auto name = "LinfNorm";
|
|
|
|
|
|
|
|
explicit FunctionLinfNorm(ContextPtr context_) : TupleIFunction(context_) {}
|
|
|
|
static FunctionPtr create(ContextPtr context_) { return std::make_shared<FunctionLinfNorm>(context_); }
|
|
|
|
|
|
|
|
String getName() const override { return name; }
|
|
|
|
|
|
|
|
size_t getNumberOfArguments() const override { return 1; }
|
|
|
|
|
|
|
|
DataTypePtr getReturnTypeImpl(const ColumnsWithTypeAndName & arguments) const override
|
|
|
|
{
|
|
|
|
const auto * cur_tuple = checkAndGetDataType<DataTypeTuple>(arguments[0].type.get());
|
|
|
|
|
|
|
|
if (!cur_tuple)
|
|
|
|
throw Exception(ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT, "Argument 0 of function {} should be tuples, got {}",
|
|
|
|
getName(), arguments[0].type->getName());
|
|
|
|
|
|
|
|
const auto & cur_types = cur_tuple->getElements();
|
|
|
|
|
|
|
|
Columns cur_elements;
|
|
|
|
if (arguments[0].column)
|
|
|
|
cur_elements = getTupleElements(*arguments[0].column);
|
|
|
|
|
|
|
|
size_t tuple_size = cur_types.size();
|
|
|
|
if (tuple_size == 0)
|
|
|
|
return std::make_shared<DataTypeUInt8>();
|
|
|
|
|
|
|
|
auto abs = FunctionFactory::instance().get("abs", context);
|
|
|
|
auto max = FunctionFactory::instance().get("max2", context);
|
|
|
|
DataTypePtr res_type;
|
|
|
|
for (size_t i = 0; i < tuple_size; ++i)
|
|
|
|
{
|
|
|
|
try
|
|
|
|
{
|
|
|
|
ColumnWithTypeAndName cur{cur_elements.empty() ? nullptr : cur_elements[i], cur_types[i], {}};
|
|
|
|
auto elem_abs = abs->build(ColumnsWithTypeAndName{cur});
|
|
|
|
|
|
|
|
if (i == 0)
|
|
|
|
{
|
|
|
|
res_type = elem_abs->getResultType();
|
|
|
|
continue;
|
|
|
|
}
|
|
|
|
|
|
|
|
ColumnWithTypeAndName left_type{res_type, {}};
|
|
|
|
ColumnWithTypeAndName right_type{elem_abs->getResultType(), {}};
|
|
|
|
auto max_elem = max->build({left_type, right_type});
|
|
|
|
res_type = max_elem->getResultType();
|
|
|
|
}
|
|
|
|
catch (DB::Exception & e)
|
|
|
|
{
|
|
|
|
e.addMessage("While executing function {} for tuple element {}", getName(), i);
|
|
|
|
throw;
|
|
|
|
}
|
|
|
|
}
|
|
|
|
|
|
|
|
return res_type;
|
|
|
|
}
|
|
|
|
|
|
|
|
ColumnPtr executeImpl(const ColumnsWithTypeAndName & arguments, const DataTypePtr &, size_t input_rows_count) const override
|
|
|
|
{
|
|
|
|
const auto * cur_tuple = checkAndGetDataType<DataTypeTuple>(arguments[0].type.get());
|
|
|
|
const auto & cur_types = cur_tuple->getElements();
|
|
|
|
auto cur_elements = getTupleElements(*arguments[0].column);
|
|
|
|
|
|
|
|
size_t tuple_size = cur_elements.size();
|
|
|
|
if (tuple_size == 0)
|
|
|
|
return DataTypeUInt8().createColumnConstWithDefaultValue(input_rows_count);
|
|
|
|
|
|
|
|
auto abs = FunctionFactory::instance().get("abs", context);
|
|
|
|
auto max = FunctionFactory::instance().get("max2", context);
|
|
|
|
ColumnWithTypeAndName res;
|
|
|
|
for (size_t i = 0; i < tuple_size; ++i)
|
|
|
|
{
|
|
|
|
ColumnWithTypeAndName cur{cur_elements[i], cur_types[i], {}};
|
|
|
|
auto elem_abs = abs->build(ColumnsWithTypeAndName{cur});
|
|
|
|
|
|
|
|
ColumnWithTypeAndName column;
|
|
|
|
column.type = elem_abs->getResultType();
|
|
|
|
column.column = elem_abs->execute({cur}, column.type, input_rows_count);
|
|
|
|
|
|
|
|
if (i == 0)
|
|
|
|
{
|
|
|
|
res = std::move(column);
|
|
|
|
}
|
|
|
|
else
|
|
|
|
{
|
|
|
|
auto max_elem = max->build({res, column});
|
|
|
|
auto res_type = max_elem->getResultType();
|
|
|
|
res.column = max_elem->execute({res, column}, res_type, input_rows_count);
|
|
|
|
res.type = res_type;
|
|
|
|
}
|
|
|
|
}
|
|
|
|
|
|
|
|
return res.column;
|
|
|
|
}
|
|
|
|
};
|
|
|
|
|
2021-08-26 18:17:44 +00:00
|
|
|
class FunctionLpNorm : public TupleIFunction
|
|
|
|
{
|
|
|
|
public:
|
|
|
|
static constexpr auto name = "LpNorm";
|
|
|
|
|
|
|
|
explicit FunctionLpNorm(ContextPtr context_) : TupleIFunction(context_) {}
|
|
|
|
static FunctionPtr create(ContextPtr context_) { return std::make_shared<FunctionLpNorm>(context_); }
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String getName() const override { return name; }
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size_t getNumberOfArguments() const override { return 2; }
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DataTypePtr getReturnTypeImpl(const ColumnsWithTypeAndName & arguments) const override
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{
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const auto * cur_tuple = checkAndGetDataType<DataTypeTuple>(arguments[0].type.get());
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if (!cur_tuple)
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throw Exception(ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT, "Argument 0 of function {} should be tuples, got {}",
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getName(), arguments[0].type->getName());
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const auto & cur_types = cur_tuple->getElements();
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Columns cur_elements;
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if (arguments[0].column)
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cur_elements = getTupleElements(*arguments[0].column);
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size_t tuple_size = cur_types.size();
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if (tuple_size == 0)
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return std::make_shared<DataTypeUInt8>();
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const auto & p_column = arguments[1];
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auto abs = FunctionFactory::instance().get("abs", context);
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auto pow = FunctionFactory::instance().get("pow", context);
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auto plus = FunctionFactory::instance().get("plus", context);
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DataTypePtr res_type;
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for (size_t i = 0; i < tuple_size; ++i)
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{
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try
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{
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ColumnWithTypeAndName cur{cur_elements.empty() ? nullptr : cur_elements[i], cur_types[i], {}};
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auto elem_abs = abs->build(ColumnsWithTypeAndName{cur});
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cur.column = elem_abs->execute({cur}, elem_abs->getResultType(), 1);
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cur.type = elem_abs->getResultType();
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auto elem_pow = pow->build(ColumnsWithTypeAndName{cur, p_column});
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if (i == 0)
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{
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res_type = elem_pow->getResultType();
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continue;
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}
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ColumnWithTypeAndName left_type{res_type, {}};
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ColumnWithTypeAndName right_type{elem_pow->getResultType(), {}};
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auto plus_elem = plus->build({left_type, right_type});
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res_type = plus_elem->getResultType();
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}
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catch (DB::Exception & e)
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{
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e.addMessage("While executing function {} for tuple element {}", getName(), i);
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throw;
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}
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}
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auto divide = FunctionFactory::instance().get("divide", context);
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ColumnWithTypeAndName one{DataTypeFloat64().createColumnConst(1, 1.), std::make_shared<DataTypeFloat64>(), {}};
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auto div_elem = divide->build({one, p_column});
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ColumnWithTypeAndName inv_p_column;
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inv_p_column.type = div_elem->getResultType();
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inv_p_column.column = div_elem->execute({one, p_column}, inv_p_column.type, 1);
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return pow->build({ColumnWithTypeAndName{res_type, {}}, inv_p_column})->getResultType();
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}
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ColumnPtr executeImpl(const ColumnsWithTypeAndName & arguments, const DataTypePtr &, size_t input_rows_count) const override
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{
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const auto * cur_tuple = checkAndGetDataType<DataTypeTuple>(arguments[0].type.get());
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const auto & cur_types = cur_tuple->getElements();
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auto cur_elements = getTupleElements(*arguments[0].column);
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size_t tuple_size = cur_elements.size();
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if (tuple_size == 0)
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return DataTypeUInt8().createColumnConstWithDefaultValue(input_rows_count);
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const auto & p_column = arguments[1];
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auto abs = FunctionFactory::instance().get("abs", context);
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auto pow = FunctionFactory::instance().get("pow", context);
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auto plus = FunctionFactory::instance().get("plus", context);
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ColumnWithTypeAndName res;
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for (size_t i = 0; i < tuple_size; ++i)
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{
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ColumnWithTypeAndName cur{cur_elements[i], cur_types[i], {}};
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auto elem_abs = abs->build(ColumnsWithTypeAndName{cur});
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cur.column = elem_abs->execute({cur}, elem_abs->getResultType(), input_rows_count);
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cur.type = elem_abs->getResultType();
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auto elem_pow = pow->build(ColumnsWithTypeAndName{cur, p_column});
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ColumnWithTypeAndName column;
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column.type = elem_pow->getResultType();
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column.column = elem_pow->execute({cur, p_column}, column.type, input_rows_count);
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if (i == 0)
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{
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res = std::move(column);
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}
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else
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{
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auto plus_elem = plus->build({res, column});
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auto res_type = plus_elem->getResultType();
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res.column = plus_elem->execute({res, column}, res_type, input_rows_count);
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res.type = res_type;
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}
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}
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auto divide = FunctionFactory::instance().get("divide", context);
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ColumnWithTypeAndName one{DataTypeFloat64().createColumnConst(input_rows_count, 1.)->convertToFullColumnIfConst(), std::make_shared<DataTypeFloat64>(), {}};
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auto div_elem = divide->build({one, p_column});
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ColumnWithTypeAndName inv_p_column;
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inv_p_column.type = div_elem->getResultType();
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inv_p_column.column = div_elem->execute({one, p_column}, inv_p_column.type, input_rows_count);
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auto pow_elem = pow->build({res, inv_p_column});
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return pow_elem->execute({res, inv_p_column}, pow_elem->getResultType(), input_rows_count);
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}
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};
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2021-08-20 14:06:57 +00:00
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void registerVectorFunctions(FunctionFactory & factory)
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{
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factory.registerFunction<FunctionTuplePlus>();
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factory.registerAlias("vectorSum", FunctionTuplePlus::name, FunctionFactory::CaseInsensitive);
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factory.registerFunction<FunctionTupleMinus>();
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factory.registerAlias("vectorDifference", FunctionTupleMinus::name, FunctionFactory::CaseInsensitive);
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factory.registerFunction<FunctionTupleMultiply>();
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2021-08-23 13:41:20 +00:00
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factory.registerFunction<FunctionTupleDivide>();
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factory.registerFunction<FunctionTupleNegate>();
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2021-08-25 14:02:04 +00:00
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//factory.registerFunction<FunctionTupleMultiplyByNumber>();
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//factory.registerFunction<FunctionTupleDivideByNumber>();
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2021-08-23 13:41:20 +00:00
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factory.registerFunction<FunctionDotProduct>();
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factory.registerAlias("scalarProduct", FunctionDotProduct::name, FunctionFactory::CaseInsensitive);
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2021-08-20 14:06:57 +00:00
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2021-08-25 14:56:31 +00:00
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factory.registerFunction<FunctionL1Norm>();
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2021-08-25 15:44:35 +00:00
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factory.registerFunction<FunctionL2Norm>();
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2021-08-26 12:34:46 +00:00
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factory.registerFunction<FunctionLinfNorm>();
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2021-08-26 18:17:44 +00:00
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factory.registerFunction<FunctionLpNorm>();
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2021-08-25 14:56:31 +00:00
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/*factory.registerFunction<FunctionL1Distance>();
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2021-08-23 13:41:20 +00:00
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factory.registerFunction<FunctionL1Normalize>();
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2021-08-20 14:06:57 +00:00
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2021-08-23 13:41:20 +00:00
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factory.registerFunction<FunctionL2Distance>();
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factory.registerFunction<FunctionL2Normalize>();
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2021-08-20 14:06:57 +00:00
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2021-08-23 13:41:20 +00:00
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factory.registerFunction<FunctionLinfDistance>();
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factory.registerFunction<FunctionLinfNormalize>();
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2021-08-20 14:06:57 +00:00
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2021-08-23 13:41:20 +00:00
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factory.registerFunction<FunctionLpDistance>();
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factory.registerFunction<FunctionLpNormalize>();
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2021-08-20 14:06:57 +00:00
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factory.registerFunction<FunctionCosineDistance>();*/
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}
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}
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