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findClusterIndex: fix virtual method, improve formatting
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@ -27,8 +27,8 @@ namespace ErrorCodes
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enum ClusterOperation
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{
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FindClusterIndex = 0,
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FindCentroidValue = 1
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FindClusterIndex = 0,
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FindCentroidValue = 1
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};
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/// The centroid values are converted to Float64 for easier coding of
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@ -48,13 +48,13 @@ size_t find_centroid(Float64 x, std::vector<Float64>& centroids)
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{
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// Centroids array has to have at least one element, and if it has only one element,
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// it is also the result of this Function.
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Float64 distance = abs(centroids[0]-x);
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Float64 distance = abs(centroids[0] - x);
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size_t index = 0;
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// Check if we have more clusters and if we have, whether some is closer to src[i]
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for (size_t j = 1; j < centroids.size(); ++j)
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{
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Float64 next_distance = abs(centroids[j]-x);
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Float64 next_distance = abs(centroids[j] - x);
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if (next_distance < distance)
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{
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@ -67,58 +67,60 @@ size_t find_centroid(Float64 x, std::vector<Float64>& centroids)
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return index;
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}
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/** findClusterIndex(x, centroids_array) - find index of element in centroids_array with the value nearest to x
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* findClusterValue(x, centroids_array) - find value of element in centroids_array with the value nearest to x
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*
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* Types:
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* findClusterIndex(T, Array(T)) -> UInt64
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* findClusterValue(T, Array(T)) -> T
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*
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* T can be any numeric type.
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*/
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class FunctionFindClusterIndex : public IFunction
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* findClusterValue(x, centroids_array) - find value of element in centroids_array with the value nearest to x
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*
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* Types:
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* findClusterIndex(T, Array(T)) -> UInt64
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* findClusterValue(T, Array(T)) -> T
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*
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* T can be any numeric type.
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*/
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class FunctionFindClusterIndex: public IFunction
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{
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public:
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static constexpr auto name = "findClusterIndex";
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static FunctionPtr create(const Context &) { return std::make_shared<FunctionFindClusterIndex>(); }
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static FunctionPtr create(const Context &)
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{
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return std::make_shared<FunctionFindClusterIndex>();
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}
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String getName() const override
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{
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return FunctionFindClusterIndex::name;
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}
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bool isVariadic() const override { return true; }
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size_t getNumberOfArguments() const override { return 0; }
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bool isVariadic() const override
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{
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return true;
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}
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size_t getNumberOfArguments() const override
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{
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return 0;
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}
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DataTypePtr getReturnTypeImpl(const DataTypes & arguments) const override
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{
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const auto args_size = arguments.size();
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if (args_size != 2)
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throw Exception{
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"Number of arguments for function " + getName() + " doesn't match: passed " +
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toString(args_size) + ", should be 2",
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ErrorCodes::NUMBER_OF_ARGUMENTS_DOESNT_MATCH};
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throw Exception { "Number of arguments for function " + getName() + " doesn't match: passed " + toString(args_size) + ", should be 2",
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ErrorCodes::NUMBER_OF_ARGUMENTS_DOESNT_MATCH };
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const auto type_x = arguments[0];
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if (!type_x->isNumeric())
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throw Exception{"Unsupported type " + type_x->getName()
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+ " of first argument of function " + getName()
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+ " must be a numeric type", ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT};
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throw Exception { "Unsupported type " + type_x->getName() + " of first argument of function " + getName() + " must be a numeric type",
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ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT };
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const DataTypeArray * type_arr_from = typeid_cast<const DataTypeArray *>(arguments[1].get());
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if (!type_arr_from)
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throw Exception{"Second argument of function " + getName()
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+ " must be literal array", ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT};
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throw Exception { "Second argument of function " + getName() + " must be literal array", ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT };
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return std::make_shared<DataTypeUInt64>();
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}
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void executeImpl(Block & block, const ColumnNumbers & arguments, const size_t result) override
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{
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const auto in_untyped = block.safeGetByPosition(arguments[0]).column.get();
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@ -127,9 +129,7 @@ public:
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auto out_untyped = column_result.get();
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if (!centroids_array_untyped->isConst())
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throw Exception{"Second argument of function " + getName()
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+ " must be literal array", ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT};
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throw Exception { "Second argument of function " + getName() + " must be literal array", ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT };
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executeImplTyped(in_untyped, out_untyped, centroids_array_untyped);
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@ -142,64 +142,54 @@ protected:
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return ClusterOperation::FindClusterIndex;
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}
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virtual void executeImplTyped(
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const IColumn* in_untyped,
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IColumn* out_untyped,
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const IColumn* centroids_array_untyped)
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virtual void executeImplTyped(const IColumn* in_untyped, IColumn* out_untyped, const IColumn* centroids_array_untyped)
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{
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if ( !executeOperation<UInt8, UInt64>(in_untyped, out_untyped, centroids_array_untyped)
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&& !executeOperation<UInt16, UInt64>(in_untyped, out_untyped, centroids_array_untyped)
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&& !executeOperation<UInt32, UInt64>(in_untyped, out_untyped, centroids_array_untyped)
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&& !executeOperation<UInt64, UInt64>(in_untyped, out_untyped, centroids_array_untyped)
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&& !executeOperation<Int8, UInt64>(in_untyped, out_untyped, centroids_array_untyped)
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&& !executeOperation<Int16, UInt64>(in_untyped, out_untyped, centroids_array_untyped)
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&& !executeOperation<Int32, UInt64>(in_untyped, out_untyped, centroids_array_untyped)
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&& !executeOperation<Int64, UInt64>(in_untyped, out_untyped, centroids_array_untyped)
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&& !executeOperation<Float32, UInt64>(in_untyped, out_untyped, centroids_array_untyped)
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&& !executeOperation<Float64, UInt64>(in_untyped, out_untyped, centroids_array_untyped)
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)
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if (!executeOperation<UInt8, UInt64>(in_untyped, out_untyped, centroids_array_untyped)
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&& !executeOperation<UInt16, UInt64>(in_untyped, out_untyped, centroids_array_untyped)
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&& !executeOperation<UInt32, UInt64>(in_untyped, out_untyped, centroids_array_untyped)
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&& !executeOperation<UInt64, UInt64>(in_untyped, out_untyped, centroids_array_untyped)
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&& !executeOperation<Int8, UInt64>(in_untyped, out_untyped, centroids_array_untyped)
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&& !executeOperation<Int16, UInt64>(in_untyped, out_untyped, centroids_array_untyped)
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&& !executeOperation<Int32, UInt64>(in_untyped, out_untyped, centroids_array_untyped)
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&& !executeOperation<Int64, UInt64>(in_untyped, out_untyped, centroids_array_untyped)
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&& !executeOperation<Float32, UInt64>(in_untyped, out_untyped, centroids_array_untyped)
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&& !executeOperation<Float64, UInt64>(in_untyped, out_untyped, centroids_array_untyped))
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{
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throw Exception{
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"Function " + getName() + " expects both x and centroids_array of a numeric type."
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"Passed arguments are " + in_untyped->getName() + " and " + centroids_array_untyped->getName(),
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ErrorCodes::ILLEGAL_COLUMN};
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throw Exception { "Function " + getName() + " expects both x and centroids_array of a numeric type."
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"Passed arguments are " + in_untyped->getName() + " and " + centroids_array_untyped->getName(), ErrorCodes::ILLEGAL_COLUMN };
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}
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}
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//Match the type of the centrods array and convert them to Float64, because we
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//don't want to have problems calculating negative distances of UInts
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template <typename CentroidsType>
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template<typename CentroidsType>
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bool fillCentroids(const IColumn* centroids_array_untyped, std::vector<Float64> & centroids)
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{
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const ColumnConst<Array> * const_centroids_array = typeid_cast<const ColumnConst<Array> *>(centroids_array_untyped);
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const ColumnConst<Array> * const_centroids_array = typeid_cast<const ColumnConst<Array> *>(centroids_array_untyped);
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if (!const_centroids_array)
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return false;
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if (!const_centroids_array)
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return false;
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if (const_centroids_array->getData().empty())
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throw Exception{"Centroids array must be not empty", ErrorCodes::ILLEGAL_COLUMN};
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if (const_centroids_array->getData().empty())
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throw Exception { "Centroids array must be not empty", ErrorCodes::ILLEGAL_COLUMN };
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for (size_t k = 0; k < const_centroids_array->getData().size(); ++k)
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{
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const Field& tmp_field = (const_centroids_array->getData())[k];
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typename NearestFieldType<CentroidsType>::Type value;
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if (!tmp_field.tryGet(value))
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return false;
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for (size_t k = 0; k < const_centroids_array->getData().size(); ++k)
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{
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const Field& tmp_field = (const_centroids_array->getData())[k];
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typename NearestFieldType<CentroidsType>::Type value;
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if (!tmp_field.tryGet(value))
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return false;
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centroids.push_back(Float64(value));
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}
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return true;
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centroids.push_back(Float64(value));
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}
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return true;
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}
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template <typename CentroidsType, typename OutputType>
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bool executeOperation(
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const IColumn* in_untyped,
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IColumn* out_untyped,
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const IColumn* centroids_array_untyped)
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{
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//Match the type of the output
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template<typename CentroidsType, typename OutputType>
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bool executeOperation(const IColumn* in_untyped, IColumn* out_untyped, const IColumn* centroids_array_untyped)
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{
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//Match the type of the output
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ColumnVector<OutputType> * out = typeid_cast<ColumnVector<OutputType> *>(out_untyped);
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if (!out)
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@ -207,36 +197,30 @@ protected:
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PaddedPODArray<OutputType> & dst = out->getData();
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//try to match the type of the input column
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if ( !executeOperationTyped<UInt8, OutputType, CentroidsType>(in_untyped, dst, centroids_array_untyped)
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&& !executeOperationTyped<UInt16, OutputType, CentroidsType>(in_untyped, dst, centroids_array_untyped)
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&& !executeOperationTyped<UInt32, OutputType, CentroidsType>(in_untyped, dst, centroids_array_untyped)
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&& !executeOperationTyped<UInt64, OutputType, CentroidsType>(in_untyped, dst, centroids_array_untyped)
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&& !executeOperationTyped<Int8, OutputType, CentroidsType>(in_untyped, dst, centroids_array_untyped)
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&& !executeOperationTyped<Int16, OutputType, CentroidsType>(in_untyped, dst, centroids_array_untyped)
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&& !executeOperationTyped<Int32, OutputType, CentroidsType>(in_untyped, dst, centroids_array_untyped)
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&& !executeOperationTyped<Int64, OutputType, CentroidsType>(in_untyped, dst, centroids_array_untyped)
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&& !executeOperationTyped<Float32, OutputType, CentroidsType>(in_untyped, dst, centroids_array_untyped)
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&& !executeOperationTyped<Float64, OutputType, CentroidsType>(in_untyped, dst, centroids_array_untyped))
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//try to match the type of the input column
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if (!executeOperationTyped<UInt8, OutputType, CentroidsType>(in_untyped, dst, centroids_array_untyped)
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&& !executeOperationTyped<UInt16, OutputType, CentroidsType>(in_untyped, dst, centroids_array_untyped)
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&& !executeOperationTyped<UInt32, OutputType, CentroidsType>(in_untyped, dst, centroids_array_untyped)
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&& !executeOperationTyped<UInt64, OutputType, CentroidsType>(in_untyped, dst, centroids_array_untyped)
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&& !executeOperationTyped<Int8, OutputType, CentroidsType>(in_untyped, dst, centroids_array_untyped)
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&& !executeOperationTyped<Int16, OutputType, CentroidsType>(in_untyped, dst, centroids_array_untyped)
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&& !executeOperationTyped<Int32, OutputType, CentroidsType>(in_untyped, dst, centroids_array_untyped)
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&& !executeOperationTyped<Int64, OutputType, CentroidsType>(in_untyped, dst, centroids_array_untyped)
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&& !executeOperationTyped<Float32, OutputType, CentroidsType>(in_untyped, dst, centroids_array_untyped)
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&& !executeOperationTyped<Float64, OutputType, CentroidsType>(in_untyped, dst, centroids_array_untyped))
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{
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return false;
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return false;
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}
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return true;
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}
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template <typename InputType, typename OutputType, typename CentroidsType>
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bool executeOperationTyped(
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const IColumn* in_untyped,
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PaddedPODArray<OutputType> & dst,
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const IColumn* centroids_array_untyped
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)
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template<typename InputType, typename OutputType, typename CentroidsType>
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bool executeOperationTyped(const IColumn* in_untyped, PaddedPODArray<OutputType> & dst, const IColumn* centroids_array_untyped)
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{
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const auto maybe_const = in_untyped->convertToFullColumnIfConst();
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if (maybe_const != nullptr)
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in_untyped = maybe_const.get();
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const auto maybe_const = in_untyped->convertToFullColumnIfConst();
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if (maybe_const != nullptr)
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in_untyped = maybe_const.get();
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const auto in_vector = typeid_cast<const ColumnVector<InputType> *>(in_untyped);
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if (in_vector)
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@ -245,34 +229,35 @@ protected:
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std::vector<Float64> centroids;
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if (!fillCentroids<CentroidsType>(centroids_array_untyped, centroids))
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return false;
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return false;
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for (size_t i = 0; i < src.size(); ++i)
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{
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size_t index = find_centroid(Float64(src[i]), centroids);
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if (getOperation() == ClusterOperation::FindClusterIndex)
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// Note that array indexes start with 1 in Clickhouse
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dst.push_back(UInt64(index+1));
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else if (getOperation() == ClusterOperation::FindCentroidValue)
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dst.push_back(centroids[index]);
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else
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throw Exception{"Unexpected error in findCluster* function", ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT};
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}
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for (size_t i = 0; i < src.size(); ++i)
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{
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size_t index = find_centroid(Float64(src[i]), centroids);
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if (getOperation() == ClusterOperation::FindClusterIndex)
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// Note that array indexes start with 1 in Clickhouse
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dst.push_back(UInt64(index + 1));
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else if (getOperation() == ClusterOperation::FindCentroidValue)
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dst.push_back(centroids[index]);
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else
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throw Exception { "Unexpected error in findCluster* function", ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT };
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}
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return true;
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}
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return false;
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}
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};
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class FunctionFindClusterValue : public FunctionFindClusterIndex
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class FunctionFindClusterValue: public FunctionFindClusterIndex
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{
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public:
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static constexpr auto name = "findClusterValue";
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static FunctionPtr create(const Context &) { return std::make_shared<FunctionFindClusterValue>(); }
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static FunctionPtr create(const Context &)
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{
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return std::make_shared<FunctionFindClusterValue>();
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}
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DataTypePtr getReturnTypeImpl(const DataTypes & arguments) const override
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{
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@ -292,27 +277,21 @@ protected:
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return ClusterOperation::FindCentroidValue;
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}
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virtual void executeImplTyped(
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const IColumn* in_untyped,
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IColumn* out_untyped,
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const IColumn* centroids_array_untyped)
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void executeImplTyped(const IColumn* in_untyped, IColumn* out_untyped, const IColumn* centroids_array_untyped) override
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{
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if ( !executeOperation<UInt8, UInt8>(in_untyped, out_untyped, centroids_array_untyped)
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&& !executeOperation<UInt16, UInt16>(in_untyped, out_untyped, centroids_array_untyped)
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&& !executeOperation<UInt32, UInt32>(in_untyped, out_untyped, centroids_array_untyped)
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&& !executeOperation<UInt64, UInt64>(in_untyped, out_untyped, centroids_array_untyped)
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&& !executeOperation<Int8, Int8>(in_untyped, out_untyped, centroids_array_untyped)
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&& !executeOperation<Int16, Int16>(in_untyped, out_untyped, centroids_array_untyped)
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&& !executeOperation<Int32, Int32>(in_untyped, out_untyped, centroids_array_untyped)
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&& !executeOperation<Int64, Int64>(in_untyped, out_untyped, centroids_array_untyped)
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&& !executeOperation<Float32, Float32>(in_untyped, out_untyped, centroids_array_untyped)
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&& !executeOperation<Float64, Float64>(in_untyped, out_untyped, centroids_array_untyped)
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)
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if (!executeOperation<UInt8, UInt8>(in_untyped, out_untyped, centroids_array_untyped)
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&& !executeOperation<UInt16, UInt16>(in_untyped, out_untyped, centroids_array_untyped)
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&& !executeOperation<UInt32, UInt32>(in_untyped, out_untyped, centroids_array_untyped)
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&& !executeOperation<UInt64, UInt64>(in_untyped, out_untyped, centroids_array_untyped)
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&& !executeOperation<Int8, Int8>(in_untyped, out_untyped, centroids_array_untyped)
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&& !executeOperation<Int16, Int16>(in_untyped, out_untyped, centroids_array_untyped)
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&& !executeOperation<Int32, Int32>(in_untyped, out_untyped, centroids_array_untyped)
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&& !executeOperation<Int64, Int64>(in_untyped, out_untyped, centroids_array_untyped)
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&& !executeOperation<Float32, Float32>(in_untyped, out_untyped, centroids_array_untyped)
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&& !executeOperation<Float64, Float64>(in_untyped, out_untyped, centroids_array_untyped))
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{
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throw Exception{
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"Function " + getName() + " expects both x and centroids_array of a numeric type."
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"Passed arguments are " + in_untyped->getName() + " and " + centroids_array_untyped->getName(),
|
||||
ErrorCodes::ILLEGAL_COLUMN};
|
||||
throw Exception { "Function " + getName() + " expects both x and centroids_array of a numeric type."
|
||||
"Passed arguments are " + in_untyped->getName() + " and " + centroids_array_untyped->getName(), ErrorCodes::ILLEGAL_COLUMN };
|
||||
}
|
||||
}
|
||||
};
|
||||
|
Loading…
Reference in New Issue
Block a user