From 61bb3b8ade824472846847bf52a28bc8931fe9f7 Mon Sep 17 00:00:00 2001 From: alexander kozhikhov Date: Wed, 23 Jan 2019 00:07:05 +0300 Subject: [PATCH 001/709] simple linear regression --- .../AggregateFunctionMLMethod.cpp | 40 ++++ .../AggregateFunctionMLMethod.h | 180 ++++++++++++++++++ .../registerAggregateFunctions.cpp | 2 + dbms/src/Columns/ColumnAggregateFunction.cpp | 30 +++ dbms/src/Columns/ColumnAggregateFunction.h | 3 + dbms/src/Functions/evalMLMethod.cpp | 95 +++++++++ .../registerFunctionsMiscellaneous.cpp | 2 + .../0_stateless/00900_mytest.reference | 1 + .../queries/0_stateless/00900_mytest.sql | 48 +++++ 9 files changed, 401 insertions(+) create mode 100644 dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp create mode 100644 dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h create mode 100644 dbms/src/Functions/evalMLMethod.cpp create mode 100644 dbms/tests/queries/0_stateless/00900_mytest.reference create mode 100644 dbms/tests/queries/0_stateless/00900_mytest.sql diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp new file mode 100644 index 00000000000..43b342fb7ac --- /dev/null +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp @@ -0,0 +1,40 @@ +#include +#include +#include +#include + + +namespace DB +{ + + namespace + { + + using FuncLinearRegression = AggregateFunctionMLMethod; + + template + AggregateFunctionPtr createAggregateFunctionMLMethod( + const std::string & name, const DataTypes & arguments, const Array & parameters) + { + if (parameters.size() > 1) + throw Exception("Aggregate function " + name + " requires at most one parameter", ErrorCodes::NUMBER_OF_ARGUMENTS_DOESNT_MATCH); + + Float64 lr; + if (parameters.empty()) + lr = Float64(0.01); + else + lr = static_cast(parameters[0].template get()); + + if (arguments.size() < 2) + throw Exception("Aggregate function " + name + " requires at least two arguments", ErrorCodes::NUMBER_OF_ARGUMENTS_DOESNT_MATCH); + + return std::make_shared(arguments.size() - 1, lr); + } + + } + + void registerAggregateFunctionMLMethod(AggregateFunctionFactory & factory) { + factory.registerFunction("LinearRegression", createAggregateFunctionMLMethod); + } + +} \ No newline at end of file diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h new file mode 100644 index 00000000000..1e45303b454 --- /dev/null +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h @@ -0,0 +1,180 @@ +#pragma once + +#include + +#include +#include + +#include +#include +#include + +#include + +#include +#include + +#include +#include +#include +#include + + +namespace DB { + +struct LinearRegressionData { + Float64 bias{0.0}; + std::vector w1; + Float64 learning_rate{0.01}; + UInt32 iter_num = 0; + UInt32 param_num = 0; + + + void add(Float64 target, std::vector& feature, Float64 learning_rate_, UInt32 param_num_) { + if (w1.empty()) { + learning_rate = learning_rate_; + param_num = param_num_; + w1.resize(param_num); + } + + Float64 derivative = (target - bias); + for (size_t i = 0; i < param_num; ++i) + { + derivative -= w1[i] * feature[i]; + } + derivative *= (2 * learning_rate); + + bias += derivative; + for (size_t i = 0; i < param_num; ++i) + { + w1[i] += derivative * feature[i]; + } + + ++iter_num; + } + + void merge(const LinearRegressionData & rhs) { + if (iter_num == 0 && rhs.iter_num == 0) + throw std::runtime_error("Strange..."); + + if (param_num == 0) { + param_num = rhs.param_num; + w1.resize(param_num); + } + + Float64 frac = static_cast(iter_num) / (iter_num + rhs.iter_num); + Float64 rhs_frac = static_cast(rhs.iter_num) / (iter_num + rhs.iter_num); + + for (size_t i = 0; i < param_num; ++i) + { + w1[i] = w1[i] * frac + rhs.w1[i] * rhs_frac; + } + + bias = bias * frac + rhs.bias * rhs_frac; + iter_num += rhs.iter_num; + } + + void write(WriteBuffer & buf) const { + writeBinary(bias, buf); + writeBinary(w1, buf); + writeBinary(iter_num, buf); + } + + void read(ReadBuffer & buf) { + readBinary(bias, buf); + readBinary(w1, buf); + readBinary(iter_num, buf); + } + Float64 predict(std::vector& predict_feature) const { + Float64 res{0.0}; + for (size_t i = 0; i < static_cast(param_num); ++i) + { + res += predict_feature[i] * w1[i]; + } + res += bias; + + return res; + } +}; + +template < + /// Implemented Machine Learning method + typename Data, + /// Name of the method + typename Name +> +class AggregateFunctionMLMethod final : public IAggregateFunctionDataHelper> +{ +public: + String getName() const override { return Name::name; } + + explicit AggregateFunctionMLMethod(UInt32 param_num, Float64 learning_rate) + : param_num(param_num), learning_rate(learning_rate) + { + } + + DataTypePtr getReturnType() const override + { + return std::make_shared>(); + } + + void add(AggregateDataPtr place, const IColumn ** columns, size_t row_num, Arena *) const override + { + const auto & target = static_cast &>(*columns[0]); + + std::vector x(param_num); + for (size_t i = 0; i < param_num; ++i) + { + x[i] = static_cast &>(*columns[i + 1]).getData()[row_num]; + } + + this->data(place).add(target.getData()[row_num], x, learning_rate, param_num); + + } + + void merge(AggregateDataPtr place, ConstAggregateDataPtr rhs, Arena *) const override + { + this->data(place).merge(this->data(rhs)); + } + + void serialize(ConstAggregateDataPtr place, WriteBuffer & buf) const override + { + this->data(place).write(buf); + } + + void deserialize(AggregateDataPtr place, ReadBuffer & buf, Arena *) const override + { + this->data(place).read(buf); + } + + void predictResultInto(ConstAggregateDataPtr place, IColumn & to, Block & block, size_t row_num, const ColumnNumbers & arguments) const + { + auto &column = dynamic_cast &>(to); + + std::vector predict_features(arguments.size() - 1); +// for (size_t row_num = 0, rows = block.rows(); row_num < rows; ++row_num) { + for (size_t i = 1; i < arguments.size(); ++i) { +// predict_features[i] = array_elements[i].get(); + predict_features[i - 1] = applyVisitor(FieldVisitorConvertToNumber(), (*block.getByPosition(arguments[i]).column)[row_num]); + } +// column.getData().push_back(this->data(place).predict(predict_features)); + column.getData().push_back(this->data(place).predict(predict_features)); +// } + } + + void insertResultInto(ConstAggregateDataPtr place, IColumn & to) const override { + auto &column = dynamic_cast &>(to); + std::ignore = column; + std::ignore = place; + } + + const char * getHeaderFilePath() const override { return __FILE__; } + +private: + UInt32 param_num; + Float64 learning_rate; +}; + +struct NameLinearRegression { static constexpr auto name = "LinearRegression"; }; + +} \ No newline at end of file diff --git a/dbms/src/AggregateFunctions/registerAggregateFunctions.cpp b/dbms/src/AggregateFunctions/registerAggregateFunctions.cpp index f5e15b6a887..fefcee3301b 100644 --- a/dbms/src/AggregateFunctions/registerAggregateFunctions.cpp +++ b/dbms/src/AggregateFunctions/registerAggregateFunctions.cpp @@ -27,6 +27,7 @@ void registerAggregateFunctionUniqUpTo(AggregateFunctionFactory &); void registerAggregateFunctionTopK(AggregateFunctionFactory &); void registerAggregateFunctionsBitwise(AggregateFunctionFactory &); void registerAggregateFunctionsMaxIntersections(AggregateFunctionFactory &); +void registerAggregateFunctionMLMethod(AggregateFunctionFactory &); void registerAggregateFunctionCombinatorIf(AggregateFunctionCombinatorFactory &); void registerAggregateFunctionCombinatorArray(AggregateFunctionCombinatorFactory &); @@ -65,6 +66,7 @@ void registerAggregateFunctions() registerAggregateFunctionsMaxIntersections(factory); registerAggregateFunctionHistogram(factory); registerAggregateFunctionRetention(factory); + registerAggregateFunctionMLMethod(factory); } { diff --git a/dbms/src/Columns/ColumnAggregateFunction.cpp b/dbms/src/Columns/ColumnAggregateFunction.cpp index 7d3e001998a..a2e03401824 100644 --- a/dbms/src/Columns/ColumnAggregateFunction.cpp +++ b/dbms/src/Columns/ColumnAggregateFunction.cpp @@ -8,6 +8,7 @@ #include #include +#include namespace DB { @@ -80,6 +81,35 @@ MutableColumnPtr ColumnAggregateFunction::convertToValues() const return res; } +//MutableColumnPtr ColumnAggregateFunction::predictValues(std::vector predict_feature) const +MutableColumnPtr ColumnAggregateFunction::predictValues(Block & block, const ColumnNumbers & arguments) const +{ + if (const AggregateFunctionState * function_state = typeid_cast(func.get())) + { + auto res = createView(); + res->set(function_state->getNestedFunction()); + res->data.assign(data.begin(), data.end()); + return res; + } + + MutableColumnPtr res = func->getReturnType()->createColumn(); + res->reserve(data.size()); + +// const AggregateFunctionMLMethod * ML_function = typeid_cast(func.get()); + auto ML_function = typeid_cast *>(func.get()); + if (ML_function) + { + size_t row_num = 0; + for (auto val : data) { + ML_function->predictResultInto(val, *res, block, row_num, arguments); + ++row_num; + } + } else { + + } + + return res; +} void ColumnAggregateFunction::ensureOwnership() { diff --git a/dbms/src/Columns/ColumnAggregateFunction.h b/dbms/src/Columns/ColumnAggregateFunction.h index cd352007095..b4cb611dccb 100644 --- a/dbms/src/Columns/ColumnAggregateFunction.h +++ b/dbms/src/Columns/ColumnAggregateFunction.h @@ -10,6 +10,7 @@ #include #include +#include namespace DB { @@ -115,6 +116,8 @@ public: std::string getName() const override { return "AggregateFunction(" + func->getName() + ")"; } const char * getFamilyName() const override { return "AggregateFunction"; } + MutableColumnPtr predictValues(Block & block, const ColumnNumbers & arguments) const; + size_t size() const override { return getData().size(); diff --git a/dbms/src/Functions/evalMLMethod.cpp b/dbms/src/Functions/evalMLMethod.cpp new file mode 100644 index 00000000000..c31c9227782 --- /dev/null +++ b/dbms/src/Functions/evalMLMethod.cpp @@ -0,0 +1,95 @@ +#include +#include +#include +#include +#include +#include + +#include +#include +#include + +#include +#include + +namespace DB +{ + + namespace ErrorCodes + { + extern const int ILLEGAL_COLUMN; + extern const int ILLEGAL_TYPE_OF_ARGUMENT; + } + + +/** finalizeAggregation(agg_state) - get the result from the aggregation state. +* Takes state of aggregate function. Returns result of aggregation (finalized state). +*/ + class FunctionEvalMLMethod : public IFunction + { + public: + static constexpr auto name = "evalMLMethod"; + static FunctionPtr create(const Context &) + { + return std::make_shared(); + } + + String getName() const override + { + return name; + } + + bool isVariadic() const override { + return true; + } + size_t getNumberOfArguments() const override + { + return 0; + } + + DataTypePtr getReturnTypeImpl(const DataTypes & arguments) const override + { + const DataTypeAggregateFunction * type = checkAndGetDataType(arguments[0].get()); + if (!type) + throw Exception("Argument for function " + getName() + " must have type AggregateFunction - state of aggregate function.", + ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT); + + return type->getReturnType(); + } + + void executeImpl(Block & block, const ColumnNumbers & arguments, size_t result, size_t /*input_rows_count*/) override + { + const ColumnAggregateFunction * column_with_states + = typeid_cast(&*block.getByPosition(arguments.at(0)).column); + if (!column_with_states) + throw Exception("Illegal column " + block.getByPosition(arguments.at(0)).column->getName() + + " of first argument of function " + + getName(), + ErrorCodes::ILLEGAL_COLUMN); + +// const ColumnArray * col_array = checkAndGetColumnConstData(block.getByPosition(arguments[1]).column.get()); +// if (!col_array) +// throw std::runtime_error("wtf"); + +// const IColumn & array_elements = col_array->getData(); + +/* + std::vector predict_features(arguments.size()); + for (size_t i = 1; i < arguments.size(); ++i) + { +// predict_features[i] = array_elements[i].get(); + predict_features[i - 1] = typeid_cast(block.getByPosition(arguments[i]).column.get())->getValue(); + } + block.getByPosition(result).column = column_with_states->predictValues(predict_features); +*/ + block.getByPosition(result).column = column_with_states->predictValues(block, arguments); + } + + }; + + void registerFunctionEvalMLMethod(FunctionFactory & factory) + { + factory.registerFunction(); + } + +} \ No newline at end of file diff --git a/dbms/src/Functions/registerFunctionsMiscellaneous.cpp b/dbms/src/Functions/registerFunctionsMiscellaneous.cpp index d985fb6bf97..718a4b5d459 100644 --- a/dbms/src/Functions/registerFunctionsMiscellaneous.cpp +++ b/dbms/src/Functions/registerFunctionsMiscellaneous.cpp @@ -42,6 +42,7 @@ void registerFunctionLowCardinalityKeys(FunctionFactory &); void registerFunctionsIn(FunctionFactory &); void registerFunctionJoinGet(FunctionFactory &); void registerFunctionFilesystem(FunctionFactory &); +void registerFunctionEvalMLMethod(FunctionFactory &); void registerFunctionsMiscellaneous(FunctionFactory & factory) { @@ -84,6 +85,7 @@ void registerFunctionsMiscellaneous(FunctionFactory & factory) registerFunctionsIn(factory); registerFunctionJoinGet(factory); registerFunctionFilesystem(factory); + registerFunctionEvalMLMethod(factory); } } diff --git a/dbms/tests/queries/0_stateless/00900_mytest.reference b/dbms/tests/queries/0_stateless/00900_mytest.reference new file mode 100644 index 00000000000..8a3290dd346 --- /dev/null +++ b/dbms/tests/queries/0_stateless/00900_mytest.reference @@ -0,0 +1 @@ +66.80107268499746 \ No newline at end of file diff --git a/dbms/tests/queries/0_stateless/00900_mytest.sql b/dbms/tests/queries/0_stateless/00900_mytest.sql new file mode 100644 index 00000000000..b920a4b3b0b --- /dev/null +++ b/dbms/tests/queries/0_stateless/00900_mytest.sql @@ -0,0 +1,48 @@ +CREATE DATABASE IF NOT EXISTS test; +DROP TABLE IF EXISTS test.defaults; +CREATE TABLE IF NOT EXISTS test.defaults +( + param1 Float64, + param2 Float64, + target Float64, + predict1 Float64, + predict2 Float64 +) ENGINE = Memory; +-- -- insert into test.defaults values (2.533, 0.543, 3.181), (1.999, 1.765, 0.470), (0.631, 2.580, -1.845), (-1.164, 0.889, 0.640), (2.110, 0.768, 2.519), (1.251, 0.483, 2.659), (-3.958, 1.299, -1.576), (-2.152, -1.316, 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3.662), (-0.224, -0.465, 3.819); +insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 40.0), (0.121, -0.615, 4.290, 20.0, 40.0), (-1.099, 2.755, -3.060, 20.0, 40.0), (1.090, 2.945, -2.346, 20.0, 40.0), (0.305, 2.179, -1.205, 20.0, 40.0), (-0.925, 0.702, 1.134, 20.0, 40.0), (3.178, -1.316, 7.221, 20.0, 40.0), (-2.756, -0.473, 2.569, 20.0, 40.0), (3.665, 2.303, 0.226, 20.0, 40.0), (1.662, 1.951, -0.070, 20.0, 40.0), (2.869, 0.593, 3.249, 20.0, 40.0), (0.818, -0.593, 4.594, 20.0, 40.0), (-1.917, 0.916, 0.209, 20.0, 40.0), (2.706, 1.523, 1.307, 20.0, 40.0), (0.219, 2.162, -1.214, 20.0, 40.0), (-4.510, 1.376, -2.007, 20.0, 40.0), (4.284, -0.515, 6.173, 20.0, 40.0), (-1.101, 2.810, -3.170, 20.0, 40.0), (-1.810, -1.117, 4.329, 20.0, 40.0), (0.055, 1.115, 0.797, 20.0, 40.0), (-2.178, 2.904, -3.898, 20.0, 40.0), (-3.494, -1.814, 4.882, 20.0, 40.0), (3.027, 0.476, 3.562, 20.0, 40.0), (-1.434, 1.151, -0.018, 20.0, 40.0), (1.180, 0.992, 1.606, 20.0, 40.0), (0.015, 0.971, 1.067, 20.0, 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1.875, -2.222, 20.0, 40.0), (-2.632, -0.983, 3.649, 20.0, 40.0), (2.427, 2.239, -0.266, 20.0, 40.0), (-1.726, -0.838, 3.812, 20.0, 40.0), (0.007, -0.903, 4.809, 20.0, 40.0), (-2.013, 1.092, -0.191, 20.0, 40.0), (-0.449, 0.970, 0.836, 20.0, 40.0), (1.396, 0.411, 2.876, 20.0, 40.0), (-1.115, -1.790, 6.023, 20.0, 40.0), (3.748, 1.917, 1.039, 20.0, 40.0), (2.978, 1.043, 2.404, 20.0, 40.0), (-3.969, 2.514, -4.013, 20.0, 40.0), (4.455, -0.050, 5.328, 20.0, 40.0), (-3.065, -0.846, 3.160, 20.0, 40.0), (-1.069, 2.167, -1.869, 20.0, 40.0), (3.016, -1.393, 7.294, 20.0, 40.0), (0.045, -1.928, 6.879, 20.0, 40.0), (-2.555, -0.984, 3.690, 20.0, 40.0), (-1.995, -0.054, 2.111, 20.0, 40.0), (4.600, -0.509, 6.318, 20.0, 40.0), (-1.942, 1.215, -0.402, 20.0, 40.0), (1.262, 2.765, -1.899, 20.0, 40.0), (2.617, -1.106, 6.521, 20.0, 40.0), (1.737, 0.554, 2.761, 20.0, 40.0), (-2.197, 0.632, 0.638, 20.0, 40.0), (4.768, 2.618, 0.147, 20.0, 40.0), (-3.737, -0.939, 3.010, 20.0, 40.0), (-2.623, 0.595, 0.499, 20.0, 40.0), (4.752, -0.340, 6.057, 20.0, 40.0), (2.333, -1.037, 6.240, 20.0, 40.0), (4.234, -1.882, 8.881, 20.0, 40.0), (-3.393, -0.812, 2.927, 20.0, 40.0), (0.885, 1.383, 0.678, 20.0, 40.0), (0.123, 2.937, -2.812, 20.0, 40.0), (2.969, 0.760, 2.964, 20.0, 40.0), (-4.929, 1.251, -1.967, 20.0, 40.0), (1.916, 2.223, -0.488, 20.0, 40.0), (-0.020, -1.740, 6.469, 20.0, 40.0), (0.702, -1.272, 5.895, 20.0, 40.0), (2.496, 2.648, -1.048, 20.0, 40.0), (4.067, -1.475, 7.984, 20.0, 40.0), (-3.717, 1.851, -2.561, 20.0, 40.0), (1.678, -0.624, 5.088, 20.0, 40.0), (1.073, 0.695, 2.146, 20.0, 40.0), (1.842, -0.749, 5.419, 20.0, 40.0), (-3.518, 1.909, -2.578, 20.0, 40.0), (2.229, 1.189, 1.737, 20.0, 40.0), (4.987, 2.893, -0.292, 20.0, 40.0), (-4.809, 1.043, -1.490, 20.0, 40.0), (-0.241, -0.728, 4.334, 20.0, 40.0), (-3.331, 0.590, 0.156, 20.0, 40.0), (-0.455, 2.621, -2.470, 20.0, 40.0), (1.492, 1.223, 1.301, 20.0, 40.0), (3.948, 2.841, -0.709, 20.0, 40.0), (0.732, 0.446, 2.475, 20.0, 40.0), (2.400, 2.390, -0.579, 20.0, 40.0), (-2.718, 1.427, -1.213, 20.0, 40.0), (-1.826, 1.451, -0.815, 20.0, 40.0), (1.125, 0.438, 2.686, 20.0, 40.0), (-4.918, 1.880, -3.219, 20.0, 40.0), (3.068, -0.442, 5.418, 20.0, 40.0), (1.982, 1.201, 1.589, 20.0, 40.0), (0.701, -1.709, 6.768, 20.0, 40.0), (-1.496, 2.564, -2.877, 20.0, 40.0), (-3.812, 0.974, -0.853, 20.0, 40.0), (-3.405, 2.018, -2.739, 20.0, 40.0), (2.211, 2.889, -1.674, 20.0, 40.0), (-2.481, 2.931, -4.103, 20.0, 40.0), (-3.721, 2.765, -4.391, 20.0, 40.0), (-1.768, -1.292, 4.699, 20.0, 40.0), (-4.462, 1.058, -1.347, 20.0, 40.0), (-3.516, -1.942, 5.126, 20.0, 40.0), (0.485, 2.420, -1.597, 20.0, 40.0), (-0.492, 0.242, 2.270, 20.0, 40.0), (4.245, 1.689, 1.744, 20.0, 40.0), (2.234, 0.364, 3.389, 20.0, 40.0), (2.629, 2.224, -0.134, 20.0, 40.0), (-4.375, 1.221, -1.630, 20.0, 40.0), (-0.618, 1.374, -0.057, 20.0, 40.0), (-2.580, -1.604, 4.918, 20.0, 40.0), (0.159, 1.104, 0.871, 20.0, 40.0), (-3.597, 0.975, -0.749, 20.0, 40.0); +-- insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 40.0), (0.121, -0.615, 4.290, 20.0, 40.0), (-1.099, 2.755, -3.060, 20.0, 40.0), (1.090, 2.945, -2.346, 20.0, 40.0), (0.305, 2.179, -1.205, 20.0, 40.0), (-0.925, 0.702, 1.134, 20.0, 40.0), (3.178, -1.316, 7.221, 20.0, 40.0), (-2.756, -0.473, 2.569, 20.0, 40.0), (3.665, 2.303, 0.226, 20.0, 40.0), (1.662, 1.951, -0.070, 20.0, 40.0), (2.869, 0.593, 3.249, 20.0, 40.0), (0.818, -0.593, 4.594, 20.0, 40.0), (-1.917, 0.916, 0.209, 20.0, 40.0), (2.706, 1.523, 1.307, 20.0, 40.0), (0.219, 2.162, -1.214, 20.0, 40.0), (-4.510, 1.376, -2.007, 20.0, 40.0), (4.284, -0.515, 6.173, 20.0, 40.0), (-1.101, 2.810, -3.170, 20.0, 40.0), (-1.810, -1.117, 4.329, 20.0, 40.0), (0.055, 1.115, 0.797, 20.0, 40.0), (-2.178, 2.904, -3.898, 20.0, 40.0), (-3.494, -1.814, 4.882, 20.0, 40.0), (3.027, 0.476, 3.562, 20.0, 40.0), (-1.434, 1.151, -0.018, 20.0, 40.0), (1.180, 0.992, 1.606, 20.0, 40.0), (0.015, 0.971, 1.067, 20.0, 40.0), (-0.511, -0.875, 4.495, 20.0, 40.0), (0.961, 2.348, -1.216, 20.0, 40.0), (-2.279, 0.038, 1.785, 20.0, 40.0), (-1.568, -0.248, 2.712, 20.0, 40.0), (-0.496, 0.366, 2.020, 20.0, 40.0), (1.177, -1.401, 6.390, 20.0, 40.0), (2.882, -1.442, 7.325, 20.0, 40.0), (-1.066, 1.817, -1.167, 20.0, 40.0), (-2.144, 2.791, -3.655, 20.0, 40.0), (-4.370, 2.228, -3.642, 20.0, 40.0), (3.996, 2.775, -0.553, 20.0, 40.0), (0.289, 2.055, -0.965, 20.0, 40.0), (-0.588, -1.601, 5.908, 20.0, 40.0), (-1.801, 0.417, 1.265, 20.0, 40.0), (4.375, -1.499, 8.186, 20.0, 40.0), (-2.618, 0.038, 1.615, 20.0, 40.0), (3.616, -0.833, 6.475, 20.0, 40.0), (-4.045, -1.558, 4.094, 20.0, 40.0), (-3.962, 0.636, -0.253, 20.0, 40.0), (3.505, 2.625, -0.497, 20.0, 40.0), (3.029, -0.523, 5.560, 20.0, 40.0), (-3.520, -0.474, 2.188, 20.0, 40.0), (2.430, -1.469, 7.154, 20.0, 40.0), (1.547, -1.654, 7.082, 20.0, 40.0), (-1.370, 0.575, 1.165, 20.0, 40.0), (-1.869, -1.555, 5.176, 20.0, 40.0), (3.536, 2.841, -0.913, 20.0, 40.0), (-3.810, 1.220, -1.344, 20.0, 40.0), (-1.971, 1.462, -0.910, 20.0, 40.0), (-0.243, 0.167, 2.545, 20.0, 40.0), (-1.403, 2.645, -2.991, 20.0, 40.0), (0.532, -0.114, 3.494, 20.0, 40.0), (-1.678, 0.975, 0.212, 20.0, 40.0), (-0.656, 2.140, -1.609, 20.0, 40.0), (1.743, 2.631, -1.390, 20.0, 40.0), (2.586, 2.943, -1.593, 20.0, 40.0), (-0.512, 2.969, -3.195, 20.0, 40.0), (2.283, -0.100, 4.342, 20.0, 40.0), (-4.293, 0.872, -0.890, 20.0, 40.0), (3.411, 1.300, 2.106, 20.0, 40.0), (-0.281, 2.951, -3.042, 20.0, 40.0), (-4.442, 0.384, 0.012, 20.0, 40.0), (1.194, 1.746, 0.104, 20.0, 40.0), (-1.152, 1.862, -1.300, 20.0, 40.0), (1.362, -1.341, 6.363, 20.0, 40.0), (-4.488, 2.618, -4.481, 20.0, 40.0), (3.419, -0.564, 5.837, 20.0, 40.0), (-3.392, 0.396, 0.512, 20.0, 40.0), (-1.629, -0.909, 4.003, 20.0, 40.0), (4.447, -1.088, 7.399, 20.0, 40.0), (-1.232, 1.699, -1.014, 20.0, 40.0), (-1.286, -0.609, 3.575, 20.0, 40.0), (2.437, 2.796, -1.374, 20.0, 40.0), (-4.864, 1.989, -3.410, 20.0, 40.0), (-1.716, -1.399, 4.940, 20.0, 40.0), (-3.084, 1.858, -2.259, 20.0, 40.0), (2.828, -0.319, 5.053, 20.0, 40.0), (-1.226, 2.586, -2.786, 20.0, 40.0), (2.456, 0.092, 4.044, 20.0, 40.0), (-0.989, 2.375, -2.245, 20.0, 40.0), (3.268, 0.935, 2.765, 20.0, 40.0), (-4.128, -1.995, 4.927, 20.0, 40.0), (-1.083, 2.197, -1.935, 20.0, 40.0), (-3.471, -1.198, 3.660, 20.0, 40.0), (4.617, -1.136, 7.579, 20.0, 40.0), (2.054, -1.675, 7.378, 20.0, 40.0), (4.106, 2.326, 0.402, 20.0, 40.0), (1.558, 0.310, 3.158, 20.0, 40.0), (0.792, 0.900, 1.596, 20.0, 40.0), (-3.229, 0.300, 0.785, 20.0, 40.0), (3.787, -0.793, 6.479, 20.0, 40.0), (1.786, 2.288, -0.684, 20.0, 40.0), (2.643, 0.223, 3.875, 20.0, 40.0), (-3.592, 2.122, -3.040, 20.0, 40.0), (4.519, -1.760, 8.779, 20.0, 40.0), (3.221, 2.255, 0.101, 20.0, 40.0), (4.151, 1.788, 1.500, 20.0, 40.0), (-1.033, -1.195, 4.874, 20.0, 40.0), (-1.636, -1.037, 4.257, 20.0, 40.0), (-3.548, 1.911, -2.596, 20.0, 40.0), (4.829, -0.293, 6.001, 20.0, 40.0), (-4.684, -1.664, 3.986, 20.0, 40.0), (4.531, -0.503, 6.271, 20.0, 40.0), (-3.503, -1.606, 4.460, 20.0, 40.0), (-2.036, -1.522, 5.027, 20.0, 40.0), (-0.473, -0.617, 3.997, 20.0, 40.0), (-1.554, -1.630, 5.483, 20.0, 40.0), (-3.567, -1.043, 3.302, 20.0, 40.0), (-2.038, 0.579, 0.823, 20.0, 40.0), (-3.040, 0.857, -0.233, 20.0, 40.0), (4.610, 0.562, 4.181, 20.0, 40.0), (-3.323, -1.938, 5.215, 20.0, 40.0), (4.314, 1.720, 1.717, 20.0, 40.0), (-1.220, 0.615, 1.161, 20.0, 40.0), (-2.556, 1.120, -0.519, 20.0, 40.0), (-3.717, -0.108, 1.358, 20.0, 40.0), (4.689, -1.826, 8.996, 20.0, 40.0), (3.452, 0.506, 3.713, 20.0, 40.0), (2.472, 0.612, 3.012, 20.0, 40.0), (3.452, 0.450, 3.826, 20.0, 40.0), (1.207, 2.585, -1.567, 20.0, 40.0), (-4.826, 1.090, -1.593, 20.0, 40.0), (3.116, -1.118, 6.794, 20.0, 40.0), (0.448, 2.732, -2.240, 20.0, 40.0), (-1.096, -0.525, 3.503, 20.0, 40.0), (-4.680, -0.238, 1.137, 20.0, 40.0), (2.552, -1.403, 7.082, 20.0, 40.0), (0.719, 2.997, -2.635, 20.0, 40.0), (0.347, -1.966, 7.105, 20.0, 40.0), (2.958, -0.404, 5.288, 20.0, 40.0), (0.722, -1.950, 7.261, 20.0, 40.0), (-2.851, -0.986, 3.546, 20.0, 40.0), (-4.316, -0.439, 1.721, 20.0, 40.0), (-1.685, -0.201, 2.560, 20.0, 40.0), (1.856, 0.190, 3.549, 20.0, 40.0), (-2.052, 0.206, 1.562, 20.0, 40.0), (-2.504, -0.646, 3.041, 20.0, 40.0), (3.235, 0.882, 2.854, 20.0, 40.0), (-1.366, -1.573, 5.463, 20.0, 40.0), (-3.447, 2.419, -3.562, 20.0, 40.0), (4.155, 2.092, 0.893, 20.0, 40.0), (-0.935, 0.209, 2.116, 20.0, 40.0), (3.117, -1.821, 8.201, 20.0, 40.0), (3.759, 0.577, 3.725, 20.0, 40.0), (-0.938, 2.992, -3.453, 20.0, 40.0), (-0.525, 2.341, -1.945, 20.0, 40.0), (4.540, 2.625, 0.019, 20.0, 40.0), (-2.097, 1.190, -0.429, 20.0, 40.0), (-2.672, 1.983, -2.302, 20.0, 40.0), (-3.038, -1.490, 4.460, 20.0, 40.0), (-0.943, 2.149, -1.770, 20.0, 40.0), (0.739, 1.598, 0.174, 20.0, 40.0), (1.828, 1.853, 0.208, 20.0, 40.0), (4.856, 0.137, 5.153, 20.0, 40.0), (-1.617, 0.468, 1.255, 20.0, 40.0), (-1.972, 2.053, -2.092, 20.0, 40.0), (-4.633, 1.389, -2.094, 20.0, 40.0), (-3.628, -1.156, 3.498, 20.0, 40.0), (3.597, 1.034, 2.731, 20.0, 40.0), (-1.488, -0.002, 2.261, 20.0, 40.0), (0.749, 1.921, -0.468, 20.0, 40.0), (1.304, -1.371, 6.394, 20.0, 40.0), (4.587, 2.936, -0.579, 20.0, 40.0), (-2.241, 1.791, -1.703, 20.0, 40.0), (-2.945, 1.372, -1.216, 20.0, 40.0), (1.375, 0.395, 2.898, 20.0, 40.0), (-1.281, -0.641, 3.642, 20.0, 40.0), (2.178, 0.895, 2.299, 20.0, 40.0), (3.031, -0.786, 6.087, 20.0, 40.0), (-1.385, -0.375, 3.058, 20.0, 40.0), (4.041, -0.431, 5.882, 20.0, 40.0), (0.480, -0.507, 4.254, 20.0, 40.0), (-3.797, 0.140, 0.822, 20.0, 40.0), (2.355, 2.502, -0.827, 20.0, 40.0), (1.376, -1.583, 6.854, 20.0, 40.0), (0.164, 1.405, 0.273, 20.0, 40.0), (-1.273, 1.471, -0.579, 20.0, 40.0), (0.770, 2.246, -1.107, 20.0, 40.0), (4.552, 2.904, -0.533, 20.0, 40.0), (4.259, -1.772, 8.674, 20.0, 40.0), (-0.309, 1.159, 0.528, 20.0, 40.0), (3.581, 2.700, -0.610, 20.0, 40.0), (-3.202, 0.346, 0.707, 20.0, 40.0), (-1.575, 1.242, -0.271, 20.0, 40.0), (-1.584, -0.493, 3.194, 20.0, 40.0), (-3.778, 0.150, 0.810, 20.0, 40.0), (-4.675, 1.749, -2.835, 20.0, 40.0), (3.567, -0.792, 6.367, 20.0, 40.0), (-0.417, 1.399, -0.006, 20.0, 40.0), (-4.672, 2.007, -3.349, 20.0, 40.0), (-1.034, 0.196, 2.090, 20.0, 40.0), (-3.796, 2.496, -3.890, 20.0, 40.0), (3.532, -0.497, 5.759, 20.0, 40.0), (4.868, -1.359, 8.151, 20.0, 40.0), (-0.769, 0.302, 2.011, 20.0, 40.0), (4.475, 2.612, 0.014, 20.0, 40.0), (-3.532, -0.395, 2.024, 20.0, 40.0), (0.322, 0.675, 1.812, 20.0, 40.0), (-2.028, -1.942, 5.870, 20.0, 40.0), (1.810, -1.244, 6.392, 20.0, 40.0), (-0.783, 1.242, 0.124, 20.0, 40.0), (-4.745, -1.300, 3.227, 20.0, 40.0), (1.902, 1.973, 0.005, 20.0, 40.0), (-3.453, -1.429, 4.132, 20.0, 40.0), (1.559, 0.986, 1.808, 20.0, 40.0), (0.128, 2.754, -2.443, 20.0, 40.0), (2.759, 1.727, 0.926, 20.0, 40.0), (-4.468, 1.690, -2.614, 20.0, 40.0), (-2.368, -1.922, 5.659, 20.0, 40.0), (-2.766, 2.128, -2.640, 20.0, 40.0), (0.967, -1.825, 7.133, 20.0, 40.0), (-2.854, 2.855, -4.136, 20.0, 40.0), (-2.944, 1.875, -2.222, 20.0, 40.0), (-2.632, -0.983, 3.649, 20.0, 40.0), (2.427, 2.239, -0.266, 20.0, 40.0), (-1.726, -0.838, 3.812, 20.0, 40.0), (0.007, -0.903, 4.809, 20.0, 40.0), (-2.013, 1.092, -0.191, 20.0, 40.0), (-0.449, 0.970, 0.836, 20.0, 40.0), (1.396, 0.411, 2.876, 20.0, 40.0), (-1.115, -1.790, 6.023, 20.0, 40.0), (3.748, 1.917, 1.039, 20.0, 40.0), (2.978, 1.043, 2.404, 20.0, 40.0), (-3.969, 2.514, -4.013, 20.0, 40.0), (4.455, -0.050, 5.328, 20.0, 40.0), (-3.065, -0.846, 3.160, 20.0, 40.0), (-1.069, 2.167, -1.869, 20.0, 40.0), (3.016, -1.393, 7.294, 20.0, 40.0), (0.045, -1.928, 6.879, 20.0, 40.0), (-2.555, -0.984, 3.690, 20.0, 40.0), (-1.995, -0.054, 2.111, 20.0, 40.0), (4.600, -0.509, 6.318, 20.0, 40.0), (-1.942, 1.215, -0.402, 20.0, 40.0), (1.262, 2.765, -1.899, 20.0, 40.0), (2.617, -1.106, 6.521, 20.0, 40.0), (1.737, 0.554, 2.761, 20.0, 40.0), (-2.197, 0.632, 0.638, 20.0, 40.0), (4.768, 2.618, 0.147, 20.0, 40.0), (-3.737, -0.939, 3.010, 20.0, 40.0), (-2.623, 0.595, 0.499, 20.0, 40.0), (4.752, -0.340, 6.057, 20.0, 40.0), (2.333, -1.037, 6.240, 20.0, 40.0), (4.234, -1.882, 8.881, 20.0, 40.0), (-3.393, -0.812, 2.927, 20.0, 40.0), (0.885, 1.383, 0.678, 20.0, 40.0), (0.123, 2.937, -2.812, 20.0, 40.0), (2.969, 0.760, 2.964, 20.0, 40.0), (-4.929, 1.251, -1.967, 20.0, 40.0), (1.916, 2.223, -0.488, 20.0, 40.0), (-0.020, -1.740, 6.469, 20.0, 40.0), (0.702, -1.272, 5.895, 20.0, 40.0), (2.496, 2.648, -1.048, 20.0, 40.0), (4.067, -1.475, 7.984, 20.0, 40.0), (-3.717, 1.851, -2.561, 20.0, 40.0), (1.678, -0.624, 5.088, 20.0, 40.0), (1.073, 0.695, 2.146, 20.0, 40.0), (1.842, -0.749, 5.419, 20.0, 40.0), (-3.518, 1.909, -2.578, 20.0, 40.0), (2.229, 1.189, 1.737, 20.0, 40.0), (4.987, 2.893, -0.292, 20.0, 40.0), (-4.809, 1.043, -1.490, 20.0, 40.0), (-0.241, -0.728, 4.334, 20.0, 40.0), (-3.331, 0.590, 0.156, 20.0, 40.0), (-0.455, 2.621, -2.470, 20.0, 40.0), (1.492, 1.223, 1.301, 20.0, 40.0), (3.948, 2.841, -0.709, 20.0, 40.0), (0.732, 0.446, 2.475, 20.0, 40.0), (2.400, 2.390, -0.579, 20.0, 40.0), (-2.718, 1.427, -1.213, 20.0, 40.0), (-1.826, 1.451, -0.815, 20.0, 40.0), (1.125, 0.438, 2.686, 20.0, 40.0), (-4.918, 1.880, -3.219, 20.0, 40.0), (3.068, -0.442, 5.418, 20.0, 40.0), (1.982, 1.201, 1.589, 20.0, 40.0), (0.701, -1.709, 6.768, 20.0, 40.0), (-1.496, 2.564, -2.877, 20.0, 40.0), (-3.812, 0.974, -0.853, 20.0, 40.0), (-3.405, 2.018, -2.739, 20.0, 40.0), (2.211, 2.889, -1.674, 20.0, 40.0), (-2.481, 2.931, -4.103, 20.0, 40.0), (-3.721, 2.765, -4.391, 20.0, 40.0), (-1.768, -1.292, 4.699, 20.0, 40.0), (-4.462, 1.058, -1.347, 20.0, 40.0), (-3.516, -1.942, 5.126, 20.0, 40.0), (0.485, 2.420, -1.597, 20.0, 40.0), (-0.492, 0.242, 2.270, 20.0, 40.0), (4.245, 1.689, 1.744, 20.0, 40.0), (2.234, 0.364, 3.389, 20.0, 40.0), (2.629, 2.224, -0.134, 20.0, 40.0), (-4.375, 1.221, -1.630, 20.0, 40.0), (-0.618, 1.374, -0.057, 20.0, 40.0), (-2.580, -1.604, 4.918, 20.0, 40.0), (0.159, 1.104, 0.871, 20.0, 40.0), (-3.597, 0.975, -0.749, 20.0, 40.0); +-- +DROP TABLE IF EXISTS test.model; +create table test.model engine = Memory as select LinearRegressionState(0.01)(target, param1, param2) as state from test.defaults; +-- -- select toTypeName(state) from test.model; +-- -- +-- -- DROP TABLE IF EXISTS test.tests; +-- -- CREATE TABLE IF NOT EXISTS test.tests +-- -- ( +-- -- predict1 Float64, +-- -- predict2 Float64, +-- -- state1 AggregateFunction(LinReg(0.01), Float64, Float64, Float64) +-- -- ) ENGINE = Memory; +-- -- insert into test.tests select 20.0, 40.0, LinRegState(0.01)(target, param1, param2) from test.defaults; +-- -- select evalLinReg(state1, predict1, predict2) from test.tests; +-- +-- +-- +-- -- DROP TABLE IF EXISTS test.prediction; +-- -- CREATE TABLE IF NOT EXISTS test.prediction +-- -- ( +-- -- predict1 Float64, +-- -- predict2 Float64 +-- -- ) ENGINE = Memory; +-- +-- +-- -- insert into test.prediction values (20.0, 40.0); +-- +-- -- select multiply(param1, param2) from test.defaults; +-- +-- -- select evalLinReg(LinRegState(0.01)(target, param1, param2), 20.0, 40.0) from test.defaults; +select evalMLMethod(state, predict1, predict2) from test.model cross join test.defaults; +-- -- select evalLinReg(state, predict1, predict2) from test.model inner join (select * from test.tests) using state; +-- -- select evalLinReg(state1, predict1, predict2) from test.tests; +-- +-- -- select negate(target) from test.defaults; \ No newline at end of file From 19ca2f3af848956cd2e486bfa94c68b60b8c4464 Mon Sep 17 00:00:00 2001 From: alexander kozhikhov Date: Wed, 23 Jan 2019 01:18:07 +0300 Subject: [PATCH 002/709] linear regression --- dbms/src/Columns/ColumnAggregateFunction.cpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/dbms/src/Columns/ColumnAggregateFunction.cpp b/dbms/src/Columns/ColumnAggregateFunction.cpp index a2e03401824..5a0d079efd6 100644 --- a/dbms/src/Columns/ColumnAggregateFunction.cpp +++ b/dbms/src/Columns/ColumnAggregateFunction.cpp @@ -8,7 +8,7 @@ #include #include -#include +#include namespace DB { From fd8f9c4fba2c76fc9365cffca50782a580e3f45a Mon Sep 17 00:00:00 2001 From: alexander kozhikhov Date: Wed, 23 Jan 2019 04:29:53 +0300 Subject: [PATCH 003/709] changes after review --- .../AggregateFunctionMLMethod.cpp | 61 +++++----- .../AggregateFunctionMLMethod.h | 104 ++++++++++-------- .../AggregateFunctions/IAggregateFunction.h | 2 +- dbms/src/Columns/ColumnAggregateFunction.cpp | 61 +++++++--- dbms/src/Columns/ColumnAggregateFunction.h | 1 + dbms/src/Functions/evalMLMethod.cpp | 1 + 6 files changed, 141 insertions(+), 89 deletions(-) diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp index 43b342fb7ac..7503a300a47 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp @@ -7,34 +7,45 @@ namespace DB { - namespace +namespace +{ + +using FuncLinearRegression = AggregateFunctionMLMethod; + +template +AggregateFunctionPtr createAggregateFunctionMLMethod( + const std::string & name, const DataTypes & argument_types, const Array & parameters) +{ + if (parameters.size() > 1) + throw Exception("Aggregate function " + name + " requires at most one parameter", ErrorCodes::NUMBER_OF_ARGUMENTS_DOESNT_MATCH); + + for (size_t i = 0; i < argument_types.size(); ++i) { - - using FuncLinearRegression = AggregateFunctionMLMethod; - - template - AggregateFunctionPtr createAggregateFunctionMLMethod( - const std::string & name, const DataTypes & arguments, const Array & parameters) - { - if (parameters.size() > 1) - throw Exception("Aggregate function " + name + " requires at most one parameter", ErrorCodes::NUMBER_OF_ARGUMENTS_DOESNT_MATCH); - - Float64 lr; - if (parameters.empty()) - lr = Float64(0.01); - else - lr = static_cast(parameters[0].template get()); - - if (arguments.size() < 2) - throw Exception("Aggregate function " + name + " requires at least two arguments", ErrorCodes::NUMBER_OF_ARGUMENTS_DOESNT_MATCH); - - return std::make_shared(arguments.size() - 1, lr); - } - + if (!WhichDataType(argument_types[i]).isFloat64()) + throw Exception("Illegal type " + argument_types[i]->getName() + " of argument " + + std::to_string(i) + "for aggregate function " + name, + ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT); } - void registerAggregateFunctionMLMethod(AggregateFunctionFactory & factory) { - factory.registerFunction("LinearRegression", createAggregateFunctionMLMethod); + Float64 learning_rate; + if (parameters.empty()) + { + learning_rate = Float64(0.01); + } else + { + learning_rate = applyVisitor(FieldVisitorConvertToNumber(), parameters[0]); } + if (argument_types.size() < 2) + throw Exception("Aggregate function " + name + " requires at least two arguments", ErrorCodes::NUMBER_OF_ARGUMENTS_DOESNT_MATCH); + + return std::make_shared(argument_types.size() - 1, learning_rate); +} + +} + +void registerAggregateFunctionMLMethod(AggregateFunctionFactory & factory) { + factory.registerFunction("LinearRegression", createAggregateFunctionMLMethod); +} + } \ No newline at end of file diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h index 1e45303b454..cdb3c88261c 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h @@ -22,74 +22,82 @@ namespace DB { -struct LinearRegressionData { +namespace ErrorCodes +{ + extern const int NUMBER_OF_ARGUMENTS_DOESNT_MATCH; + extern const int BAD_ARGUMENTS; +} + + +struct LinearRegressionData +{ + LinearRegressionData() + {} + LinearRegressionData(Float64 learning_rate_, UInt32 param_num_) + : learning_rate(learning_rate_) { + weights.resize(param_num_); + } + Float64 bias{0.0}; - std::vector w1; - Float64 learning_rate{0.01}; + std::vector weights; + Float64 learning_rate; UInt32 iter_num = 0; - UInt32 param_num = 0; - - - void add(Float64 target, std::vector& feature, Float64 learning_rate_, UInt32 param_num_) { - if (w1.empty()) { - learning_rate = learning_rate_; - param_num = param_num_; - w1.resize(param_num); - } + void add(Float64 target, const IColumn ** columns, size_t row_num) + { Float64 derivative = (target - bias); - for (size_t i = 0; i < param_num; ++i) + for (size_t i = 0; i < weights.size(); ++i) { - derivative -= w1[i] * feature[i]; + derivative -= weights[i] * static_cast &>(*columns[i + 1]).getData()[row_num]; + } derivative *= (2 * learning_rate); bias += derivative; - for (size_t i = 0; i < param_num; ++i) + for (size_t i = 0; i < weights.size(); ++i) { - w1[i] += derivative * feature[i]; + weights[i] += derivative * static_cast &>(*columns[i + 1]).getData()[row_num];; } ++iter_num; } - void merge(const LinearRegressionData & rhs) { + void merge(const LinearRegressionData & rhs) + { if (iter_num == 0 && rhs.iter_num == 0) - throw std::runtime_error("Strange..."); - - if (param_num == 0) { - param_num = rhs.param_num; - w1.resize(param_num); - } + return; Float64 frac = static_cast(iter_num) / (iter_num + rhs.iter_num); Float64 rhs_frac = static_cast(rhs.iter_num) / (iter_num + rhs.iter_num); - for (size_t i = 0; i < param_num; ++i) + for (size_t i = 0; i < weights.size(); ++i) { - w1[i] = w1[i] * frac + rhs.w1[i] * rhs_frac; + weights[i] = weights[i] * frac + rhs.weights[i] * rhs_frac; } bias = bias * frac + rhs.bias * rhs_frac; iter_num += rhs.iter_num; } - void write(WriteBuffer & buf) const { + void write(WriteBuffer & buf) const + { writeBinary(bias, buf); - writeBinary(w1, buf); + writeBinary(weights, buf); writeBinary(iter_num, buf); } - void read(ReadBuffer & buf) { + void read(ReadBuffer & buf) + { readBinary(bias, buf); - readBinary(w1, buf); + readBinary(weights, buf); readBinary(iter_num, buf); } - Float64 predict(std::vector& predict_feature) const { + Float64 predict(const std::vector& predict_feature) const + { Float64 res{0.0}; - for (size_t i = 0; i < static_cast(param_num); ++i) + for (size_t i = 0; i < predict_feature.size(); ++i) { - res += predict_feature[i] * w1[i]; + res += predict_feature[i] * weights[i]; } res += bias; @@ -118,18 +126,16 @@ public: return std::make_shared>(); } + void create(AggregateDataPtr place) const override + { + new (place) Data(learning_rate, param_num); + } + void add(AggregateDataPtr place, const IColumn ** columns, size_t row_num, Arena *) const override { const auto & target = static_cast &>(*columns[0]); - std::vector x(param_num); - for (size_t i = 0; i < param_num; ++i) - { - x[i] = static_cast &>(*columns[i + 1]).getData()[row_num]; - } - - this->data(place).add(target.getData()[row_num], x, learning_rate, param_num); - + this->data(place).add(target.getData()[row_num], columns, row_num); } void merge(AggregateDataPtr place, ConstAggregateDataPtr rhs, Arena *) const override @@ -149,20 +155,26 @@ public: void predictResultInto(ConstAggregateDataPtr place, IColumn & to, Block & block, size_t row_num, const ColumnNumbers & arguments) const { + if (arguments.size() != param_num + 1) + throw Exception("Predict got incorrect number of arguments. Got: " + std::to_string(arguments.size()) + ". Required: " + std::to_string(param_num + 1), + ErrorCodes::NUMBER_OF_ARGUMENTS_DOESNT_MATCH); + auto &column = dynamic_cast &>(to); std::vector predict_features(arguments.size() - 1); -// for (size_t row_num = 0, rows = block.rows(); row_num < rows; ++row_num) { for (size_t i = 1; i < arguments.size(); ++i) { -// predict_features[i] = array_elements[i].get(); - predict_features[i - 1] = applyVisitor(FieldVisitorConvertToNumber(), (*block.getByPosition(arguments[i]).column)[row_num]); + const auto& element = (*block.getByPosition(arguments[i]).column)[row_num]; + if (element.getType() != Field::Types::Float64) + throw Exception("Prediction arguments must be values of type Float", + ErrorCodes::BAD_ARGUMENTS); + + predict_features[i - 1] = element.get(); } -// column.getData().push_back(this->data(place).predict(predict_features)); column.getData().push_back(this->data(place).predict(predict_features)); -// } } - void insertResultInto(ConstAggregateDataPtr place, IColumn & to) const override { + void insertResultInto(ConstAggregateDataPtr place, IColumn & to) const override + { auto &column = dynamic_cast &>(to); std::ignore = column; std::ignore = place; diff --git a/dbms/src/AggregateFunctions/IAggregateFunction.h b/dbms/src/AggregateFunctions/IAggregateFunction.h index 85de0e0c7ff..281c7cf4ee8 100644 --- a/dbms/src/AggregateFunctions/IAggregateFunction.h +++ b/dbms/src/AggregateFunctions/IAggregateFunction.h @@ -137,7 +137,7 @@ protected: static const Data & data(ConstAggregateDataPtr place) { return *reinterpret_cast(place); } public: - void create(AggregateDataPtr place) const override + virtual void create(AggregateDataPtr place) const override { new (place) Data; } diff --git a/dbms/src/Columns/ColumnAggregateFunction.cpp b/dbms/src/Columns/ColumnAggregateFunction.cpp index 5a0d079efd6..8716da8fffa 100644 --- a/dbms/src/Columns/ColumnAggregateFunction.cpp +++ b/dbms/src/Columns/ColumnAggregateFunction.cpp @@ -17,6 +17,7 @@ namespace ErrorCodes { extern const int PARAMETER_OUT_OF_BOUND; extern const int SIZES_OF_COLUMNS_DOESNT_MATCH; + extern const int ILLEGAL_TYPE_OF_ARGUMENT; } @@ -32,6 +33,23 @@ void ColumnAggregateFunction::addArena(ArenaPtr arena_) arenas.push_back(arena_); } +bool ColumnAggregateFunction::convertion(MutableColumnPtr* res_) const +{ + if (const AggregateFunctionState * function_state = typeid_cast(func.get())) + { + auto res = createView(); + res->set(function_state->getNestedFunction()); + res->data.assign(data.begin(), data.end()); + *res_ = std::move(res); + return true; + } + + MutableColumnPtr res = func->getReturnType()->createColumn(); + res->reserve(data.size()); + *res_ = std::move(res); + return false; +} + MutableColumnPtr ColumnAggregateFunction::convertToValues() const { /** If the aggregate function returns an unfinalized/unfinished state, @@ -64,38 +82,46 @@ MutableColumnPtr ColumnAggregateFunction::convertToValues() const * AggregateFunction(quantileTiming(0.5), UInt64) * into UInt16 - already finished result of `quantileTiming`. */ - if (const AggregateFunctionState * function_state = typeid_cast(func.get())) +// if (const AggregateFunctionState * function_state = typeid_cast(func.get())) +// { +// auto res = createView(); +// res->set(function_state->getNestedFunction()); +// res->data.assign(data.begin(), data.end()); +// return res; +// } +// +// MutableColumnPtr res = func->getReturnType()->createColumn(); +// res->reserve(data.size()); + MutableColumnPtr res; + if (convertion(&res)) { - auto res = createView(); - res->set(function_state->getNestedFunction()); - res->data.assign(data.begin(), data.end()); return res; } - MutableColumnPtr res = func->getReturnType()->createColumn(); - res->reserve(data.size()); - for (auto val : data) func->insertResultInto(val, *res); return res; } -//MutableColumnPtr ColumnAggregateFunction::predictValues(std::vector predict_feature) const MutableColumnPtr ColumnAggregateFunction::predictValues(Block & block, const ColumnNumbers & arguments) const { - if (const AggregateFunctionState * function_state = typeid_cast(func.get())) +// if (const AggregateFunctionState * function_state = typeid_cast(func.get())) +// { +// auto res = createView(); +// res->set(function_state->getNestedFunction()); +// res->data.assign(data.begin(), data.end()); +// return res; +// } +// +// MutableColumnPtr res = func->getReturnType()->createColumn(); +// res->reserve(data.size()); + MutableColumnPtr res; + if (convertion(&res)) { - auto res = createView(); - res->set(function_state->getNestedFunction()); - res->data.assign(data.begin(), data.end()); return res; } - MutableColumnPtr res = func->getReturnType()->createColumn(); - res->reserve(data.size()); - -// const AggregateFunctionMLMethod * ML_function = typeid_cast(func.get()); auto ML_function = typeid_cast *>(func.get()); if (ML_function) { @@ -105,7 +131,8 @@ MutableColumnPtr ColumnAggregateFunction::predictValues(Block & block, const Col ++row_num; } } else { - + throw Exception("Illegal aggregate function is passed", + ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT); } return res; diff --git a/dbms/src/Columns/ColumnAggregateFunction.h b/dbms/src/Columns/ColumnAggregateFunction.h index b4cb611dccb..42a147c831e 100644 --- a/dbms/src/Columns/ColumnAggregateFunction.h +++ b/dbms/src/Columns/ColumnAggregateFunction.h @@ -116,6 +116,7 @@ public: std::string getName() const override { return "AggregateFunction(" + func->getName() + ")"; } const char * getFamilyName() const override { return "AggregateFunction"; } + bool convertion(MutableColumnPtr* res_) const; MutableColumnPtr predictValues(Block & block, const ColumnNumbers & arguments) const; size_t size() const override diff --git a/dbms/src/Functions/evalMLMethod.cpp b/dbms/src/Functions/evalMLMethod.cpp index c31c9227782..e299206dbd2 100644 --- a/dbms/src/Functions/evalMLMethod.cpp +++ b/dbms/src/Functions/evalMLMethod.cpp @@ -59,6 +59,7 @@ namespace DB void executeImpl(Block & block, const ColumnNumbers & arguments, size_t result, size_t /*input_rows_count*/) override { + // завести МЛ_аггр_функции как отдельный класс, чтобы тут сразу это проверять, а не делать это внутри predictValues() const ColumnAggregateFunction * column_with_states = typeid_cast(&*block.getByPosition(arguments.at(0)).column); if (!column_with_states) From 03deb677b964cb5bc7bc92fcb5881e92b7ef8e64 Mon Sep 17 00:00:00 2001 From: Maxim Kuznetsov Date: Wed, 23 Jan 2019 14:58:05 +0300 Subject: [PATCH 004/709] Code style --- .../AggregateFunctionMLMethod.h | 38 ++++++++++++------- 1 file changed, 25 insertions(+), 13 deletions(-) diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h index 1e45303b454..252cf6e579c 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h @@ -20,9 +20,11 @@ #include -namespace DB { +namespace DB +{ -struct LinearRegressionData { +struct LinearRegressionData +{ Float64 bias{0.0}; std::vector w1; Float64 learning_rate{0.01}; @@ -30,8 +32,10 @@ struct LinearRegressionData { UInt32 param_num = 0; - void add(Float64 target, std::vector& feature, Float64 learning_rate_, UInt32 param_num_) { - if (w1.empty()) { + void add(Float64 target, std::vector& feature, Float64 learning_rate_, UInt32 param_num_) + { + if (w1.empty()) + { learning_rate = learning_rate_; param_num = param_num_; w1.resize(param_num); @@ -53,11 +57,13 @@ struct LinearRegressionData { ++iter_num; } - void merge(const LinearRegressionData & rhs) { + void merge(const LinearRegressionData & rhs) + { if (iter_num == 0 && rhs.iter_num == 0) throw std::runtime_error("Strange..."); - if (param_num == 0) { + if (param_num == 0) + { param_num = rhs.param_num; w1.resize(param_num); } @@ -74,18 +80,22 @@ struct LinearRegressionData { iter_num += rhs.iter_num; } - void write(WriteBuffer & buf) const { + void write(WriteBuffer & buf) const + { writeBinary(bias, buf); writeBinary(w1, buf); writeBinary(iter_num, buf); } - void read(ReadBuffer & buf) { + void read(ReadBuffer & buf) + { readBinary(bias, buf); readBinary(w1, buf); readBinary(iter_num, buf); } - Float64 predict(std::vector& predict_feature) const { + + Float64 predict(std::vector& predict_feature) const + { Float64 res{0.0}; for (size_t i = 0; i < static_cast(param_num); ++i) { @@ -152,8 +162,9 @@ public: auto &column = dynamic_cast &>(to); std::vector predict_features(arguments.size() - 1); -// for (size_t row_num = 0, rows = block.rows(); row_num < rows; ++row_num) { - for (size_t i = 1; i < arguments.size(); ++i) { +// for (size_t row_num = 0, rows = block.rows(); row_num < rows; ++row_num) + for (size_t i = 1; i < arguments.size(); ++i) + { // predict_features[i] = array_elements[i].get(); predict_features[i - 1] = applyVisitor(FieldVisitorConvertToNumber(), (*block.getByPosition(arguments[i]).column)[row_num]); } @@ -162,7 +173,8 @@ public: // } } - void insertResultInto(ConstAggregateDataPtr place, IColumn & to) const override { + void insertResultInto(ConstAggregateDataPtr place, IColumn & to) const override + { auto &column = dynamic_cast &>(to); std::ignore = column; std::ignore = place; @@ -177,4 +189,4 @@ private: struct NameLinearRegression { static constexpr auto name = "LinearRegression"; }; -} \ No newline at end of file +} From b9972f8e67a0972a7e47cd0ee7fe69c01758bd6e Mon Sep 17 00:00:00 2001 From: Masha Date: Wed, 23 Jan 2019 14:53:50 +0000 Subject: [PATCH 005/709] code style AggregateFunctionMLMethod.cpp --- .../AggregateFunctionMLMethod.cpp | 13 ++++++------- 1 file changed, 6 insertions(+), 7 deletions(-) diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp index 7503a300a47..f1781c92bc9 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp @@ -22,11 +22,10 @@ AggregateFunctionPtr createAggregateFunctionMLMethod( for (size_t i = 0; i < argument_types.size(); ++i) { if (!WhichDataType(argument_types[i]).isFloat64()) - throw Exception("Illegal type " + argument_types[i]->getName() + " of argument " + - std::to_string(i) + "for aggregate function " + name, - ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT); + throw Exception("Illegal type " + argument_types[i]->getName() + " of argument " + + std::to_string(i) + "for aggregate function " + name, + ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT); } - Float64 learning_rate; if (parameters.empty()) { @@ -35,7 +34,6 @@ AggregateFunctionPtr createAggregateFunctionMLMethod( { learning_rate = applyVisitor(FieldVisitorConvertToNumber(), parameters[0]); } - if (argument_types.size() < 2) throw Exception("Aggregate function " + name + " requires at least two arguments", ErrorCodes::NUMBER_OF_ARGUMENTS_DOESNT_MATCH); @@ -44,8 +42,9 @@ AggregateFunctionPtr createAggregateFunctionMLMethod( } -void registerAggregateFunctionMLMethod(AggregateFunctionFactory & factory) { +void registerAggregateFunctionMLMethod(AggregateFunctionFactory & factory) +{ factory.registerFunction("LinearRegression", createAggregateFunctionMLMethod); } -} \ No newline at end of file +} From b229498203c32e478f5df503a746b2b180dc2ffa Mon Sep 17 00:00:00 2001 From: alexander kozhikhov Date: Wed, 23 Jan 2019 21:03:26 +0300 Subject: [PATCH 006/709] mini-batches --- .../AggregateFunctionMLMethod.cpp | 19 +- .../AggregateFunctionMLMethod.h | 68 +++- dbms/src/Columns/ColumnAggregateFunction.cpp | 2 +- .../0_stateless/00900_mytest.reference | 301 +++++++++++++++++- .../queries/0_stateless/00900_mytest.sql | 2 +- 5 files changed, 371 insertions(+), 21 deletions(-) diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp index 7503a300a47..b225757d273 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp @@ -16,8 +16,8 @@ template AggregateFunctionPtr createAggregateFunctionMLMethod( const std::string & name, const DataTypes & argument_types, const Array & parameters) { - if (parameters.size() > 1) - throw Exception("Aggregate function " + name + " requires at most one parameter", ErrorCodes::NUMBER_OF_ARGUMENTS_DOESNT_MATCH); + if (parameters.size() > 2) + throw Exception("Aggregate function " + name + " requires at most two parameters", ErrorCodes::NUMBER_OF_ARGUMENTS_DOESNT_MATCH); for (size_t i = 0; i < argument_types.size(); ++i) { @@ -27,19 +27,22 @@ AggregateFunctionPtr createAggregateFunctionMLMethod( ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT); } - Float64 learning_rate; - if (parameters.empty()) - { - learning_rate = Float64(0.01); - } else + Float64 learning_rate = Float64(0.01); + UInt32 batch_size = 1; + if (!parameters.empty()) { learning_rate = applyVisitor(FieldVisitorConvertToNumber(), parameters[0]); } + if (parameters.size() > 1) + { + batch_size = applyVisitor(FieldVisitorConvertToNumber(), parameters[1]); + + } if (argument_types.size() < 2) throw Exception("Aggregate function " + name + " requires at least two arguments", ErrorCodes::NUMBER_OF_ARGUMENTS_DOESNT_MATCH); - return std::make_shared(argument_types.size() - 1, learning_rate); + return std::make_shared(argument_types.size() - 1, learning_rate, batch_size); } } diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h index cdb3c88261c..bcf27983bc3 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h @@ -33,33 +33,63 @@ struct LinearRegressionData { LinearRegressionData() {} - LinearRegressionData(Float64 learning_rate_, UInt32 param_num_) - : learning_rate(learning_rate_) { - weights.resize(param_num_); + LinearRegressionData(Float64 learning_rate_, UInt32 param_num_, UInt32 batch_size_) + : learning_rate(learning_rate_), batch_size(batch_size_) { + weights.resize(param_num_, Float64{0.0}); + batch_gradient.resize(param_num_ + 1, Float64{0.0}); + cur_batch = 0; } Float64 bias{0.0}; std::vector weights; Float64 learning_rate; UInt32 iter_num = 0; + std::vector batch_gradient; + UInt32 cur_batch; + UInt32 batch_size; - void add(Float64 target, const IColumn ** columns, size_t row_num) + void update_gradient(Float64 target, const IColumn ** columns, size_t row_num) { Float64 derivative = (target - bias); for (size_t i = 0; i < weights.size(); ++i) { derivative -= weights[i] * static_cast &>(*columns[i + 1]).getData()[row_num]; - } derivative *= (2 * learning_rate); - bias += derivative; +// bias += derivative; + batch_gradient[weights.size()] += derivative; for (size_t i = 0; i < weights.size(); ++i) { - weights[i] += derivative * static_cast &>(*columns[i + 1]).getData()[row_num];; + batch_gradient[i] += derivative * static_cast &>(*columns[i + 1]).getData()[row_num];; } + } + + void update_weights() + { + if (!cur_batch) + return; + + for (size_t i = 0; i < weights.size(); ++i) + { + weights[i] += batch_gradient[i] / cur_batch; + } + bias += batch_gradient[weights.size()] / cur_batch; + + batch_gradient.assign(batch_gradient.size(), Float64{0.0}); ++iter_num; + cur_batch = 0; + } + + void add(Float64 target, const IColumn ** columns, size_t row_num) + { + update_gradient(target, columns, row_num); + ++cur_batch; + if (cur_batch == batch_size) + { + update_weights(); + } } void merge(const LinearRegressionData & rhs) @@ -67,6 +97,10 @@ struct LinearRegressionData if (iter_num == 0 && rhs.iter_num == 0) return; + update_weights(); + /// нельзя обновить из-за константости +// rhs.update_weights(); + Float64 frac = static_cast(iter_num) / (iter_num + rhs.iter_num); Float64 rhs_frac = static_cast(rhs.iter_num) / (iter_num + rhs.iter_num); @@ -84,6 +118,8 @@ struct LinearRegressionData writeBinary(bias, buf); writeBinary(weights, buf); writeBinary(iter_num, buf); + writeBinary(batch_gradient, buf); + writeBinary(cur_batch, buf); } void read(ReadBuffer & buf) @@ -91,9 +127,19 @@ struct LinearRegressionData readBinary(bias, buf); readBinary(weights, buf); readBinary(iter_num, buf); + readBinary(batch_gradient, buf); + readBinary(cur_batch, buf); } + Float64 predict(const std::vector& predict_feature) const { + /// не обновляем веса при предикте, т.к. это может замедлить предсказание + /// однако можно например обновлять их при каждом мердже не зависимо от того, сколько элементнов в батче +// if (cur_batch) +// { +// update_weights(); +// } + Float64 res{0.0}; for (size_t i = 0; i < predict_feature.size(); ++i) { @@ -116,8 +162,8 @@ class AggregateFunctionMLMethod final : public IAggregateFunctionDataHelperdata(place).add(target.getData()[row_num], columns, row_num); } + /// хочется не константный rhs void merge(AggregateDataPtr place, ConstAggregateDataPtr rhs, Arena *) const override { this->data(place).merge(this->data(rhs)); @@ -185,6 +232,7 @@ public: private: UInt32 param_num; Float64 learning_rate; + UInt32 batch_size; }; struct NameLinearRegression { static constexpr auto name = "LinearRegression"; }; diff --git a/dbms/src/Columns/ColumnAggregateFunction.cpp b/dbms/src/Columns/ColumnAggregateFunction.cpp index 8716da8fffa..1dca1780974 100644 --- a/dbms/src/Columns/ColumnAggregateFunction.cpp +++ b/dbms/src/Columns/ColumnAggregateFunction.cpp @@ -122,7 +122,7 @@ MutableColumnPtr ColumnAggregateFunction::predictValues(Block & block, const Col return res; } - auto ML_function = typeid_cast *>(func.get()); + auto ML_function = typeid_cast *>(func.get()); if (ML_function) { size_t row_num = 0; diff --git a/dbms/tests/queries/0_stateless/00900_mytest.reference b/dbms/tests/queries/0_stateless/00900_mytest.reference index 8a3290dd346..8a9f3c31da5 100644 --- a/dbms/tests/queries/0_stateless/00900_mytest.reference +++ 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3.713, 20.0, 40.0), (2.472, 0.612, 3.012, 20.0, 40.0), (3.452, 0.450, 3.826, 20.0, 40.0), (1.207, 2.585, -1.567, 20.0, 40.0), (-4.826, 1.090, -1.593, 20.0, 40.0), (3.116, -1.118, 6.794, 20.0, 40.0), (0.448, 2.732, -2.240, 20.0, 40.0), (-1.096, -0.525, 3.503, 20.0, 40.0), (-4.680, -0.238, 1.137, 20.0, 40.0), (2.552, -1.403, 7.082, 20.0, 40.0), (0.719, 2.997, -2.635, 20.0, 40.0), (0.347, -1.966, 7.105, 20.0, 40.0), (2.958, -0.404, 5.288, 20.0, 40.0), (0.722, -1.950, 7.261, 20.0, 40.0), (-2.851, -0.986, 3.546, 20.0, 40.0), (-4.316, -0.439, 1.721, 20.0, 40.0), (-1.685, -0.201, 2.560, 20.0, 40.0), (1.856, 0.190, 3.549, 20.0, 40.0), (-2.052, 0.206, 1.562, 20.0, 40.0), (-2.504, -0.646, 3.041, 20.0, 40.0), (3.235, 0.882, 2.854, 20.0, 40.0), (-1.366, -1.573, 5.463, 20.0, 40.0), (-3.447, 2.419, -3.562, 20.0, 40.0), (4.155, 2.092, 0.893, 20.0, 40.0), (-0.935, 0.209, 2.116, 20.0, 40.0), (3.117, -1.821, 8.201, 20.0, 40.0), (3.759, 0.577, 3.725, 20.0, 40.0), (-0.938, 2.992, -3.453, 20.0, 40.0), (-0.525, 2.341, -1.945, 20.0, 40.0), (4.540, 2.625, 0.019, 20.0, 40.0), (-2.097, 1.190, -0.429, 20.0, 40.0), (-2.672, 1.983, -2.302, 20.0, 40.0), (-3.038, -1.490, 4.460, 20.0, 40.0), (-0.943, 2.149, -1.770, 20.0, 40.0), (0.739, 1.598, 0.174, 20.0, 40.0), (1.828, 1.853, 0.208, 20.0, 40.0), (4.856, 0.137, 5.153, 20.0, 40.0), (-1.617, 0.468, 1.255, 20.0, 40.0), (-1.972, 2.053, -2.092, 20.0, 40.0), (-4.633, 1.389, -2.094, 20.0, 40.0), (-3.628, -1.156, 3.498, 20.0, 40.0), (3.597, 1.034, 2.731, 20.0, 40.0), (-1.488, -0.002, 2.261, 20.0, 40.0), (0.749, 1.921, -0.468, 20.0, 40.0), (1.304, -1.371, 6.394, 20.0, 40.0), (4.587, 2.936, -0.579, 20.0, 40.0), (-2.241, 1.791, -1.703, 20.0, 40.0), (-2.945, 1.372, -1.216, 20.0, 40.0), (1.375, 0.395, 2.898, 20.0, 40.0), (-1.281, -0.641, 3.642, 20.0, 40.0), (2.178, 0.895, 2.299, 20.0, 40.0), (3.031, -0.786, 6.087, 20.0, 40.0), (-1.385, -0.375, 3.058, 20.0, 40.0), (4.041, -0.431, 5.882, 20.0, 40.0), (0.480, -0.507, 4.254, 20.0, 40.0), (-3.797, 0.140, 0.822, 20.0, 40.0), (2.355, 2.502, -0.827, 20.0, 40.0), (1.376, -1.583, 6.854, 20.0, 40.0), (0.164, 1.405, 0.273, 20.0, 40.0), (-1.273, 1.471, -0.579, 20.0, 40.0), (0.770, 2.246, -1.107, 20.0, 40.0), (4.552, 2.904, -0.533, 20.0, 40.0), (4.259, -1.772, 8.674, 20.0, 40.0), (-0.309, 1.159, 0.528, 20.0, 40.0), (3.581, 2.700, -0.610, 20.0, 40.0), (-3.202, 0.346, 0.707, 20.0, 40.0), (-1.575, 1.242, -0.271, 20.0, 40.0), (-1.584, -0.493, 3.194, 20.0, 40.0), (-3.778, 0.150, 0.810, 20.0, 40.0), (-4.675, 1.749, -2.835, 20.0, 40.0), (3.567, -0.792, 6.367, 20.0, 40.0), (-0.417, 1.399, -0.006, 20.0, 40.0), (-4.672, 2.007, -3.349, 20.0, 40.0), (-1.034, 0.196, 2.090, 20.0, 40.0), (-3.796, 2.496, -3.890, 20.0, 40.0), (3.532, -0.497, 5.759, 20.0, 40.0), (4.868, -1.359, 8.151, 20.0, 40.0), (-0.769, 0.302, 2.011, 20.0, 40.0), (4.475, 2.612, 0.014, 20.0, 40.0), (-3.532, -0.395, 2.024, 20.0, 40.0), (0.322, 0.675, 1.812, 20.0, 40.0), (-2.028, -1.942, 5.870, 20.0, 40.0), (1.810, -1.244, 6.392, 20.0, 40.0), (-0.783, 1.242, 0.124, 20.0, 40.0), (-4.745, -1.300, 3.227, 20.0, 40.0), (1.902, 1.973, 0.005, 20.0, 40.0), (-3.453, -1.429, 4.132, 20.0, 40.0), (1.559, 0.986, 1.808, 20.0, 40.0), (0.128, 2.754, -2.443, 20.0, 40.0), (2.759, 1.727, 0.926, 20.0, 40.0), (-4.468, 1.690, -2.614, 20.0, 40.0), (-2.368, -1.922, 5.659, 20.0, 40.0), (-2.766, 2.128, -2.640, 20.0, 40.0), (0.967, -1.825, 7.133, 20.0, 40.0), (-2.854, 2.855, -4.136, 20.0, 40.0), (-2.944, 1.875, -2.222, 20.0, 40.0), (-2.632, -0.983, 3.649, 20.0, 40.0), (2.427, 2.239, -0.266, 20.0, 40.0), (-1.726, -0.838, 3.812, 20.0, 40.0), (0.007, -0.903, 4.809, 20.0, 40.0), (-2.013, 1.092, -0.191, 20.0, 40.0), (-0.449, 0.970, 0.836, 20.0, 40.0), (1.396, 0.411, 2.876, 20.0, 40.0), (-1.115, -1.790, 6.023, 20.0, 40.0), (3.748, 1.917, 1.039, 20.0, 40.0), (2.978, 1.043, 2.404, 20.0, 40.0), (-3.969, 2.514, -4.013, 20.0, 40.0), (4.455, -0.050, 5.328, 20.0, 40.0), (-3.065, -0.846, 3.160, 20.0, 40.0), (-1.069, 2.167, -1.869, 20.0, 40.0), (3.016, -1.393, 7.294, 20.0, 40.0), (0.045, -1.928, 6.879, 20.0, 40.0), (-2.555, -0.984, 3.690, 20.0, 40.0), (-1.995, -0.054, 2.111, 20.0, 40.0), (4.600, -0.509, 6.318, 20.0, 40.0), (-1.942, 1.215, -0.402, 20.0, 40.0), (1.262, 2.765, -1.899, 20.0, 40.0), (2.617, -1.106, 6.521, 20.0, 40.0), (1.737, 0.554, 2.761, 20.0, 40.0), (-2.197, 0.632, 0.638, 20.0, 40.0), (4.768, 2.618, 0.147, 20.0, 40.0), (-3.737, -0.939, 3.010, 20.0, 40.0), (-2.623, 0.595, 0.499, 20.0, 40.0), (4.752, -0.340, 6.057, 20.0, 40.0), (2.333, -1.037, 6.240, 20.0, 40.0), (4.234, -1.882, 8.881, 20.0, 40.0), (-3.393, -0.812, 2.927, 20.0, 40.0), (0.885, 1.383, 0.678, 20.0, 40.0), (0.123, 2.937, -2.812, 20.0, 40.0), (2.969, 0.760, 2.964, 20.0, 40.0), (-4.929, 1.251, -1.967, 20.0, 40.0), (1.916, 2.223, -0.488, 20.0, 40.0), (-0.020, -1.740, 6.469, 20.0, 40.0), (0.702, -1.272, 5.895, 20.0, 40.0), (2.496, 2.648, -1.048, 20.0, 40.0), (4.067, -1.475, 7.984, 20.0, 40.0), (-3.717, 1.851, -2.561, 20.0, 40.0), (1.678, -0.624, 5.088, 20.0, 40.0), (1.073, 0.695, 2.146, 20.0, 40.0), (1.842, -0.749, 5.419, 20.0, 40.0), (-3.518, 1.909, -2.578, 20.0, 40.0), (2.229, 1.189, 1.737, 20.0, 40.0), (4.987, 2.893, -0.292, 20.0, 40.0), (-4.809, 1.043, -1.490, 20.0, 40.0), (-0.241, -0.728, 4.334, 20.0, 40.0), (-3.331, 0.590, 0.156, 20.0, 40.0), (-0.455, 2.621, -2.470, 20.0, 40.0), (1.492, 1.223, 1.301, 20.0, 40.0), (3.948, 2.841, -0.709, 20.0, 40.0), (0.732, 0.446, 2.475, 20.0, 40.0), (2.400, 2.390, -0.579, 20.0, 40.0), (-2.718, 1.427, -1.213, 20.0, 40.0), (-1.826, 1.451, -0.815, 20.0, 40.0), (1.125, 0.438, 2.686, 20.0, 40.0), (-4.918, 1.880, -3.219, 20.0, 40.0), (3.068, -0.442, 5.418, 20.0, 40.0), (1.982, 1.201, 1.589, 20.0, 40.0), (0.701, -1.709, 6.768, 20.0, 40.0), (-1.496, 2.564, -2.877, 20.0, 40.0), (-3.812, 0.974, -0.853, 20.0, 40.0), (-3.405, 2.018, -2.739, 20.0, 40.0), (2.211, 2.889, -1.674, 20.0, 40.0), (-2.481, 2.931, -4.103, 20.0, 40.0), (-3.721, 2.765, -4.391, 20.0, 40.0), (-1.768, -1.292, 4.699, 20.0, 40.0), (-4.462, 1.058, -1.347, 20.0, 40.0), (-3.516, -1.942, 5.126, 20.0, 40.0), (0.485, 2.420, -1.597, 20.0, 40.0), (-0.492, 0.242, 2.270, 20.0, 40.0), (4.245, 1.689, 1.744, 20.0, 40.0), (2.234, 0.364, 3.389, 20.0, 40.0), (2.629, 2.224, -0.134, 20.0, 40.0), (-4.375, 1.221, -1.630, 20.0, 40.0), (-0.618, 1.374, -0.057, 20.0, 40.0), (-2.580, -1.604, 4.918, 20.0, 40.0), (0.159, 1.104, 0.871, 20.0, 40.0), (-3.597, 0.975, -0.749, 20.0, 40.0); -- DROP TABLE IF EXISTS test.model; -create table test.model engine = Memory as select LinearRegressionState(0.01)(target, param1, param2) as state from test.defaults; +create table test.model engine = Memory as select LinearRegressionState(0.1, 5)(target, param1, param2) as state from test.defaults; -- -- select toTypeName(state) from test.model; -- -- -- -- DROP TABLE IF EXISTS test.tests; From 73d83d0ab615c6dd0dc6a357289be578e8445f1c Mon Sep 17 00:00:00 2001 From: Maxim Kuznetsov Date: Thu, 24 Jan 2019 17:22:35 +0300 Subject: [PATCH 007/709] Added LinearModelData --- .../AggregateFunctionMLMethod.h | 98 +++++++++++++++++++ 1 file changed, 98 insertions(+) diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h index 650665fc673..0c443a859f8 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h @@ -29,6 +29,104 @@ namespace ErrorCodes extern const int BAD_ARGUMENTS; } +class IGradientComputer +{ +public: + virtual ~IGradientComputer() + {} + + void add(/* weights, */Float64 target, const IColumn ** columns, size_t row_num) final + { + ++cur_batch; + std::vector cur_grad = compute_gradient(/*...*/); + for (size_t i = 0; i != batch_gradient.size(); ++i) { + batch_gradient[i] += cur_grad[i]; + } + } + + std::vector get() final + { + std::vector result(batch_gradient.size()); + for (size_t i = 0; i != batch_gradient.size(); ++i) { + result[i] = batch_gradient[i] / cur_batch; + batch_gradient[i] = 0.0; + } + cur_batch = 0; + return result; + } + +protected: + virtual std::vector compute_gradient(/* weights, */Float64 target, const IColumn ** columns, size_t row_num) = 0; + +private: + UInt32 cur_batch = 0; + std::vector batch_gradient; // gradient for bias lies in batch_gradient[batch_gradient.size() - 1] +}; + +class LinearRegression : public IGradientComputer +{ +public: + virtual ~LinearRegression() + {} + +protected: + virtual std::vector compute_gradient(/* weights, */Float64 target, const IColumn ** columns, size_t row_num) + { + // TODO + } +}; + +class IWeightsUpdater +{ +public: + virtual ~IWeightsUpdater() + {} + + virtual void update(/* weights, gradient */) = 0; +}; + +class GradientDescent : public IWeightsUpdater +{ +public: + virtual ~GradientDescent() + {} + + virtual void update(/* weights, gradient */) = 0 { + // TODO + } +}; + +struct LinearModelData +{ + LinearModelData() + {} + + LinearModelData(Float64 learning_rate_, UInt32 param_num_, UInt32 batch_size_) + : learning_rate(learning_rate_), batch_size(batch_size_) { + weights.resize(param_num_, Float64{0.0}); + batch_gradient.resize(param_num_ + 1, Float64{0.0}); + cur_batch = 0; + } + + std::vector weights; + Float64 bias{0.0}; + std::shared_ptr gradient_computer; + std::shared_ptr weights_updater; + + void add(Float64 target, const IColumn ** columns, size_t row_num) + { + gradient_cumputer->add(target, columns, row_num); + if (cur_batch == batch_size) + { + cur_batch = 0; + weights_updater->update(/* weights */, gradient_computer->get()); + } + } + + void merge(const LinearModelData & rhs) + { + } +}; struct LinearRegressionData { From 57cd47a1943c4902919021af6d27b1a972704386 Mon Sep 17 00:00:00 2001 From: alexander kozhikhov Date: Sat, 26 Jan 2019 15:38:42 +0300 Subject: [PATCH 008/709] LinearModelData completed --- .../AggregateFunctionMLMethod.cpp | 33 ++- .../AggregateFunctionMLMethod.h | 220 ++++++++---------- dbms/src/Columns/ColumnAggregateFunction.cpp | 3 +- .../queries/0_stateless/00900_mytest.sql | 2 +- 4 files changed, 132 insertions(+), 126 deletions(-) diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp index f419bb9592c..ae0ede33096 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp @@ -10,14 +10,14 @@ namespace DB namespace { -using FuncLinearRegression = AggregateFunctionMLMethod; +using FuncLinearRegression = AggregateFunctionMLMethod; template AggregateFunctionPtr createAggregateFunctionMLMethod( const std::string & name, const DataTypes & argument_types, const Array & parameters) { - if (parameters.size() > 2) - throw Exception("Aggregate function " + name + " requires at most two parameters", ErrorCodes::NUMBER_OF_ARGUMENTS_DOESNT_MATCH); + if (parameters.size() > 4) + throw Exception("Aggregate function " + name + " requires at most four parameters", ErrorCodes::NUMBER_OF_ARGUMENTS_DOESNT_MATCH); for (size_t i = 0; i < argument_types.size(); ++i) { @@ -29,6 +29,9 @@ AggregateFunctionPtr createAggregateFunctionMLMethod( Float64 learning_rate = Float64(0.01); UInt32 batch_size = 1; + + std::shared_ptr gc; + std::shared_ptr wu; if (!parameters.empty()) { learning_rate = applyVisitor(FieldVisitorConvertToNumber(), parameters[0]); @@ -39,10 +42,32 @@ AggregateFunctionPtr createAggregateFunctionMLMethod( } + /// Gradient_Computer for LinearRegression has LinearRegression gradient computer + if (std::is_same::value) + { + gc = std::make_shared(argument_types.size()); + } else + { + throw Exception("Such gradient computer is not implemented yet", ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT); + } + if (parameters.size() > 2) + { + if (applyVisitor(FieldVisitorConvertToNumber(), parameters[2]) == Float64{1.0}) + { + wu = std::make_shared(); + } else + { + throw Exception("Such weights updater is not implemented yet", ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT); + } + } else + { + wu = std::make_unique(); + } + if (argument_types.size() < 2) throw Exception("Aggregate function " + name + " requires at least two arguments", ErrorCodes::NUMBER_OF_ARGUMENTS_DOESNT_MATCH); - return std::make_shared(argument_types.size() - 1, learning_rate, batch_size); + return std::make_shared(argument_types.size() - 1, gc, wu, learning_rate, batch_size); } } diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h index 0c443a859f8..0aca5485203 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h @@ -32,122 +32,47 @@ namespace ErrorCodes class IGradientComputer { public: - virtual ~IGradientComputer() + IGradientComputer(UInt32 sz) + : batch_gradient(sz, 0) {} + virtual ~IGradientComputer() = default; - void add(/* weights, */Float64 target, const IColumn ** columns, size_t row_num) final + virtual void compute(const std::vector & weights, Float64 bias, Float64 learning_rate, + Float64 target, const IColumn ** columns, size_t row_num) = 0; + + void reset() { - ++cur_batch; - std::vector cur_grad = compute_gradient(/*...*/); - for (size_t i = 0; i != batch_gradient.size(); ++i) { - batch_gradient[i] += cur_grad[i]; - } + batch_gradient.assign(batch_gradient.size(), 0); } - std::vector get() final + void write(WriteBuffer & buf) const { - std::vector result(batch_gradient.size()); - for (size_t i = 0; i != batch_gradient.size(); ++i) { - result[i] = batch_gradient[i] / cur_batch; - batch_gradient[i] = 0.0; - } - cur_batch = 0; - return result; + writeBinary(batch_gradient, buf); + } + + void read(ReadBuffer & buf) + { + readBinary(batch_gradient, buf); + } + + const std::vector & get() const + { + return batch_gradient; } protected: - virtual std::vector compute_gradient(/* weights, */Float64 target, const IColumn ** columns, size_t row_num) = 0; - -private: - UInt32 cur_batch = 0; std::vector batch_gradient; // gradient for bias lies in batch_gradient[batch_gradient.size() - 1] }; class LinearRegression : public IGradientComputer { public: - virtual ~LinearRegression() + LinearRegression(UInt32 sz) + : IGradientComputer(sz) {} -protected: - virtual std::vector compute_gradient(/* weights, */Float64 target, const IColumn ** columns, size_t row_num) - { - // TODO - } -}; - -class IWeightsUpdater -{ -public: - virtual ~IWeightsUpdater() - {} - - virtual void update(/* weights, gradient */) = 0; -}; - -class GradientDescent : public IWeightsUpdater -{ -public: - virtual ~GradientDescent() - {} - - virtual void update(/* weights, gradient */) = 0 { - // TODO - } -}; - -struct LinearModelData -{ - LinearModelData() - {} - - LinearModelData(Float64 learning_rate_, UInt32 param_num_, UInt32 batch_size_) - : learning_rate(learning_rate_), batch_size(batch_size_) { - weights.resize(param_num_, Float64{0.0}); - batch_gradient.resize(param_num_ + 1, Float64{0.0}); - cur_batch = 0; - } - - std::vector weights; - Float64 bias{0.0}; - std::shared_ptr gradient_computer; - std::shared_ptr weights_updater; - - void add(Float64 target, const IColumn ** columns, size_t row_num) - { - gradient_cumputer->add(target, columns, row_num); - if (cur_batch == batch_size) - { - cur_batch = 0; - weights_updater->update(/* weights */, gradient_computer->get()); - } - } - - void merge(const LinearModelData & rhs) - { - } -}; - -struct LinearRegressionData -{ - LinearRegressionData() - {} - LinearRegressionData(Float64 learning_rate_, UInt32 param_num_, UInt32 batch_size_) - : learning_rate(learning_rate_), batch_size(batch_size_) { - weights.resize(param_num_, Float64{0.0}); - batch_gradient.resize(param_num_ + 1, Float64{0.0}); - cur_batch = 0; - } - - Float64 bias{0.0}; - std::vector weights; - Float64 learning_rate; - UInt32 iter_num = 0; - std::vector batch_gradient; - UInt32 cur_batch; - UInt32 batch_size; - - void update_gradient(Float64 target, const IColumn ** columns, size_t row_num) + void compute(const std::vector & weights, Float64 bias, Float64 learning_rate, + Float64 target, const IColumn ** columns, size_t row_num) override { Float64 derivative = (target - bias); for (size_t i = 0; i < weights.size(); ++i) @@ -156,47 +81,72 @@ struct LinearRegressionData } derivative *= (2 * learning_rate); -// bias += derivative; batch_gradient[weights.size()] += derivative; for (size_t i = 0; i < weights.size(); ++i) { batch_gradient[i] += derivative * static_cast &>(*columns[i + 1]).getData()[row_num];; } } +}; - void update_weights() - { - if (!cur_batch) - return; +class IWeightsUpdater +{ +public: + virtual ~IWeightsUpdater() = default; + virtual void update(UInt32 cur_batch, std::vector & weights, Float64 & bias, const std::vector & gradient) = 0; +}; + +class StochasticGradientDescent : public IWeightsUpdater +{ +public: + void update(UInt32 cur_batch, std::vector & weights, Float64 & bias, const std::vector & batch_gradient) override { for (size_t i = 0; i < weights.size(); ++i) { weights[i] += batch_gradient[i] / cur_batch; } bias += batch_gradient[weights.size()] / cur_batch; + } +}; - batch_gradient.assign(batch_gradient.size(), Float64{0.0}); +class LinearModelData +{ +public: + LinearModelData() + {} - ++iter_num; + LinearModelData(Float64 learning_rate, + UInt32 param_num, + UInt32 batch_size, + std::shared_ptr gc, + std::shared_ptr wu) + : learning_rate(learning_rate), + batch_size(batch_size), + gradient_computer(std::move(gc)), + weights_updater(std::move(wu)) + { + weights.resize(param_num, Float64{0.0}); cur_batch = 0; } + + void add(Float64 target, const IColumn ** columns, size_t row_num) { - update_gradient(target, columns, row_num); + gradient_computer->compute(weights, bias, learning_rate, target, columns, row_num); ++cur_batch; if (cur_batch == batch_size) { - update_weights(); + update_state(); } } - void merge(const LinearRegressionData & rhs) + void merge(const LinearModelData & rhs) { if (iter_num == 0 && rhs.iter_num == 0) return; - update_weights(); + update_state(); /// нельзя обновить из-за константости // rhs.update_weights(); @@ -217,8 +167,8 @@ struct LinearRegressionData writeBinary(bias, buf); writeBinary(weights, buf); writeBinary(iter_num, buf); - writeBinary(batch_gradient, buf); writeBinary(cur_batch, buf); + gradient_computer->write(buf); } void read(ReadBuffer & buf) @@ -226,11 +176,11 @@ struct LinearRegressionData readBinary(bias, buf); readBinary(weights, buf); readBinary(iter_num, buf); - readBinary(batch_gradient, buf); readBinary(cur_batch, buf); + gradient_computer->read(buf); } - Float64 predict(const std::vector& predict_feature) const + Float64 predict(const std::vector & predict_feature) const { /// не обновляем веса при предикте, т.к. это может замедлить предсказание /// однако можно например обновлять их при каждом мердже не зависимо от того, сколько элементнов в батче @@ -248,6 +198,27 @@ struct LinearRegressionData return res; } + +private: + std::vector weights; + Float64 learning_rate; + UInt32 batch_size; + Float64 bias{0.0}; + UInt32 iter_num = 0; + UInt32 cur_batch; + std::shared_ptr gradient_computer; + std::shared_ptr weights_updater; + + void update_state() + { + if (cur_batch == 0) + return; + + weights_updater->update(cur_batch, weights, bias, gradient_computer->get()); + cur_batch = 0; + ++iter_num; + gradient_computer->reset(); + } }; template < @@ -261,10 +232,17 @@ class AggregateFunctionMLMethod final : public IAggregateFunctionDataHelper gradient_computer, + std::shared_ptr weights_updater, + Float64 learning_rate, + UInt32 batch_size) + : param_num(param_num), + learning_rate(learning_rate), + batch_size(batch_size), + gc(std::move(gradient_computer)), + wu(std::move(weights_updater)) + {} DataTypePtr getReturnType() const override { @@ -273,7 +251,7 @@ public: void create(AggregateDataPtr place) const override { - new (place) Data(learning_rate, param_num, batch_size); + new (place) Data(learning_rate, param_num, batch_size, gc, wu); } void add(AggregateDataPtr place, const IColumn ** columns, size_t row_num, Arena *) const override @@ -322,9 +300,9 @@ public: void insertResultInto(ConstAggregateDataPtr place, IColumn & to) const override { - auto &column = dynamic_cast &>(to); - std::ignore = column; std::ignore = place; + std::ignore = to; + return; } const char * getHeaderFilePath() const override { return __FILE__; } @@ -333,6 +311,8 @@ private: UInt32 param_num; Float64 learning_rate; UInt32 batch_size; + std::shared_ptr gc; + std::shared_ptr wu; }; struct NameLinearRegression { static constexpr auto name = "LinearRegression"; }; diff --git a/dbms/src/Columns/ColumnAggregateFunction.cpp b/dbms/src/Columns/ColumnAggregateFunction.cpp index 1dca1780974..efa24fc56ba 100644 --- a/dbms/src/Columns/ColumnAggregateFunction.cpp +++ b/dbms/src/Columns/ColumnAggregateFunction.cpp @@ -122,7 +122,8 @@ MutableColumnPtr ColumnAggregateFunction::predictValues(Block & block, const Col return res; } - auto ML_function = typeid_cast *>(func.get()); +// auto ML_function = typeid_cast *>(func.get()); + auto ML_function = typeid_cast *>(func.get()); if (ML_function) { size_t row_num = 0; diff --git a/dbms/tests/queries/0_stateless/00900_mytest.sql b/dbms/tests/queries/0_stateless/00900_mytest.sql index 8fa676b2668..ddb99c77d19 100644 --- a/dbms/tests/queries/0_stateless/00900_mytest.sql +++ b/dbms/tests/queries/0_stateless/00900_mytest.sql @@ -13,7 +13,7 @@ insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 40.0), (0.121, -0 -- insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 40.0), (0.121, -0.615, 4.290, 20.0, 40.0), (-1.099, 2.755, -3.060, 20.0, 40.0), (1.090, 2.945, -2.346, 20.0, 40.0), (0.305, 2.179, -1.205, 20.0, 40.0), (-0.925, 0.702, 1.134, 20.0, 40.0), (3.178, -1.316, 7.221, 20.0, 40.0), (-2.756, -0.473, 2.569, 20.0, 40.0), (3.665, 2.303, 0.226, 20.0, 40.0), (1.662, 1.951, -0.070, 20.0, 40.0), (2.869, 0.593, 3.249, 20.0, 40.0), (0.818, -0.593, 4.594, 20.0, 40.0), (-1.917, 0.916, 0.209, 20.0, 40.0), (2.706, 1.523, 1.307, 20.0, 40.0), (0.219, 2.162, -1.214, 20.0, 40.0), (-4.510, 1.376, -2.007, 20.0, 40.0), (4.284, -0.515, 6.173, 20.0, 40.0), (-1.101, 2.810, -3.170, 20.0, 40.0), (-1.810, -1.117, 4.329, 20.0, 40.0), (0.055, 1.115, 0.797, 20.0, 40.0), (-2.178, 2.904, -3.898, 20.0, 40.0), (-3.494, -1.814, 4.882, 20.0, 40.0), (3.027, 0.476, 3.562, 20.0, 40.0), (-1.434, 1.151, -0.018, 20.0, 40.0), (1.180, 0.992, 1.606, 20.0, 40.0), (0.015, 0.971, 1.067, 20.0, 40.0), (-0.511, -0.875, 4.495, 20.0, 40.0), (0.961, 2.348, -1.216, 20.0, 40.0), (-2.279, 0.038, 1.785, 20.0, 40.0), (-1.568, -0.248, 2.712, 20.0, 40.0), (-0.496, 0.366, 2.020, 20.0, 40.0), (1.177, -1.401, 6.390, 20.0, 40.0), (2.882, -1.442, 7.325, 20.0, 40.0), (-1.066, 1.817, -1.167, 20.0, 40.0), (-2.144, 2.791, -3.655, 20.0, 40.0), (-4.370, 2.228, -3.642, 20.0, 40.0), (3.996, 2.775, -0.553, 20.0, 40.0), (0.289, 2.055, -0.965, 20.0, 40.0), (-0.588, -1.601, 5.908, 20.0, 40.0), (-1.801, 0.417, 1.265, 20.0, 40.0), (4.375, -1.499, 8.186, 20.0, 40.0), (-2.618, 0.038, 1.615, 20.0, 40.0), (3.616, -0.833, 6.475, 20.0, 40.0), (-4.045, -1.558, 4.094, 20.0, 40.0), (-3.962, 0.636, -0.253, 20.0, 40.0), (3.505, 2.625, -0.497, 20.0, 40.0), (3.029, -0.523, 5.560, 20.0, 40.0), (-3.520, -0.474, 2.188, 20.0, 40.0), (2.430, -1.469, 7.154, 20.0, 40.0), (1.547, -1.654, 7.082, 20.0, 40.0), (-1.370, 0.575, 1.165, 20.0, 40.0), (-1.869, -1.555, 5.176, 20.0, 40.0), (3.536, 2.841, -0.913, 20.0, 40.0), (-3.810, 1.220, -1.344, 20.0, 40.0), (-1.971, 1.462, -0.910, 20.0, 40.0), (-0.243, 0.167, 2.545, 20.0, 40.0), (-1.403, 2.645, -2.991, 20.0, 40.0), (0.532, -0.114, 3.494, 20.0, 40.0), (-1.678, 0.975, 0.212, 20.0, 40.0), (-0.656, 2.140, -1.609, 20.0, 40.0), (1.743, 2.631, -1.390, 20.0, 40.0), (2.586, 2.943, -1.593, 20.0, 40.0), (-0.512, 2.969, -3.195, 20.0, 40.0), (2.283, -0.100, 4.342, 20.0, 40.0), (-4.293, 0.872, 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(-0.935, 0.209, 2.116, 20.0, 40.0), (3.117, -1.821, 8.201, 20.0, 40.0), (3.759, 0.577, 3.725, 20.0, 40.0), (-0.938, 2.992, -3.453, 20.0, 40.0), (-0.525, 2.341, -1.945, 20.0, 40.0), (4.540, 2.625, 0.019, 20.0, 40.0), (-2.097, 1.190, -0.429, 20.0, 40.0), (-2.672, 1.983, -2.302, 20.0, 40.0), (-3.038, -1.490, 4.460, 20.0, 40.0), (-0.943, 2.149, -1.770, 20.0, 40.0), (0.739, 1.598, 0.174, 20.0, 40.0), (1.828, 1.853, 0.208, 20.0, 40.0), (4.856, 0.137, 5.153, 20.0, 40.0), (-1.617, 0.468, 1.255, 20.0, 40.0), (-1.972, 2.053, -2.092, 20.0, 40.0), (-4.633, 1.389, -2.094, 20.0, 40.0), (-3.628, -1.156, 3.498, 20.0, 40.0), (3.597, 1.034, 2.731, 20.0, 40.0), (-1.488, -0.002, 2.261, 20.0, 40.0), (0.749, 1.921, -0.468, 20.0, 40.0), (1.304, -1.371, 6.394, 20.0, 40.0), (4.587, 2.936, -0.579, 20.0, 40.0), (-2.241, 1.791, -1.703, 20.0, 40.0), (-2.945, 1.372, -1.216, 20.0, 40.0), (1.375, 0.395, 2.898, 20.0, 40.0), (-1.281, -0.641, 3.642, 20.0, 40.0), (2.178, 0.895, 2.299, 20.0, 40.0), (3.031, -0.786, 6.087, 20.0, 40.0), (-1.385, -0.375, 3.058, 20.0, 40.0), (4.041, -0.431, 5.882, 20.0, 40.0), (0.480, -0.507, 4.254, 20.0, 40.0), (-3.797, 0.140, 0.822, 20.0, 40.0), (2.355, 2.502, -0.827, 20.0, 40.0), (1.376, -1.583, 6.854, 20.0, 40.0), (0.164, 1.405, 0.273, 20.0, 40.0), (-1.273, 1.471, -0.579, 20.0, 40.0), (0.770, 2.246, -1.107, 20.0, 40.0), (4.552, 2.904, -0.533, 20.0, 40.0), (4.259, -1.772, 8.674, 20.0, 40.0), (-0.309, 1.159, 0.528, 20.0, 40.0), (3.581, 2.700, -0.610, 20.0, 40.0), (-3.202, 0.346, 0.707, 20.0, 40.0), (-1.575, 1.242, -0.271, 20.0, 40.0), (-1.584, -0.493, 3.194, 20.0, 40.0), (-3.778, 0.150, 0.810, 20.0, 40.0), (-4.675, 1.749, -2.835, 20.0, 40.0), (3.567, -0.792, 6.367, 20.0, 40.0), (-0.417, 1.399, -0.006, 20.0, 40.0), (-4.672, 2.007, -3.349, 20.0, 40.0), (-1.034, 0.196, 2.090, 20.0, 40.0), (-3.796, 2.496, -3.890, 20.0, 40.0), (3.532, -0.497, 5.759, 20.0, 40.0), (4.868, -1.359, 8.151, 20.0, 40.0), (-0.769, 0.302, 2.011, 20.0, 40.0), (4.475, 2.612, 0.014, 20.0, 40.0), (-3.532, -0.395, 2.024, 20.0, 40.0), (0.322, 0.675, 1.812, 20.0, 40.0), (-2.028, -1.942, 5.870, 20.0, 40.0), (1.810, -1.244, 6.392, 20.0, 40.0), (-0.783, 1.242, 0.124, 20.0, 40.0), (-4.745, -1.300, 3.227, 20.0, 40.0), (1.902, 1.973, 0.005, 20.0, 40.0), (-3.453, -1.429, 4.132, 20.0, 40.0), (1.559, 0.986, 1.808, 20.0, 40.0), (0.128, 2.754, -2.443, 20.0, 40.0), (2.759, 1.727, 0.926, 20.0, 40.0), (-4.468, 1.690, -2.614, 20.0, 40.0), (-2.368, -1.922, 5.659, 20.0, 40.0), (-2.766, 2.128, -2.640, 20.0, 40.0), (0.967, -1.825, 7.133, 20.0, 40.0), (-2.854, 2.855, -4.136, 20.0, 40.0), (-2.944, 1.875, -2.222, 20.0, 40.0), (-2.632, -0.983, 3.649, 20.0, 40.0), (2.427, 2.239, -0.266, 20.0, 40.0), (-1.726, -0.838, 3.812, 20.0, 40.0), (0.007, -0.903, 4.809, 20.0, 40.0), (-2.013, 1.092, -0.191, 20.0, 40.0), (-0.449, 0.970, 0.836, 20.0, 40.0), (1.396, 0.411, 2.876, 20.0, 40.0), (-1.115, -1.790, 6.023, 20.0, 40.0), (3.748, 1.917, 1.039, 20.0, 40.0), (2.978, 1.043, 2.404, 20.0, 40.0), (-3.969, 2.514, -4.013, 20.0, 40.0), (4.455, -0.050, 5.328, 20.0, 40.0), (-3.065, -0.846, 3.160, 20.0, 40.0), (-1.069, 2.167, -1.869, 20.0, 40.0), (3.016, -1.393, 7.294, 20.0, 40.0), (0.045, -1.928, 6.879, 20.0, 40.0), (-2.555, -0.984, 3.690, 20.0, 40.0), (-1.995, -0.054, 2.111, 20.0, 40.0), (4.600, -0.509, 6.318, 20.0, 40.0), (-1.942, 1.215, -0.402, 20.0, 40.0), (1.262, 2.765, -1.899, 20.0, 40.0), (2.617, -1.106, 6.521, 20.0, 40.0), (1.737, 0.554, 2.761, 20.0, 40.0), (-2.197, 0.632, 0.638, 20.0, 40.0), (4.768, 2.618, 0.147, 20.0, 40.0), (-3.737, -0.939, 3.010, 20.0, 40.0), (-2.623, 0.595, 0.499, 20.0, 40.0), (4.752, -0.340, 6.057, 20.0, 40.0), (2.333, -1.037, 6.240, 20.0, 40.0), (4.234, -1.882, 8.881, 20.0, 40.0), (-3.393, -0.812, 2.927, 20.0, 40.0), (0.885, 1.383, 0.678, 20.0, 40.0), (0.123, 2.937, -2.812, 20.0, 40.0), (2.969, 0.760, 2.964, 20.0, 40.0), (-4.929, 1.251, -1.967, 20.0, 40.0), (1.916, 2.223, -0.488, 20.0, 40.0), (-0.020, -1.740, 6.469, 20.0, 40.0), (0.702, -1.272, 5.895, 20.0, 40.0), (2.496, 2.648, -1.048, 20.0, 40.0), (4.067, -1.475, 7.984, 20.0, 40.0), (-3.717, 1.851, -2.561, 20.0, 40.0), (1.678, -0.624, 5.088, 20.0, 40.0), (1.073, 0.695, 2.146, 20.0, 40.0), (1.842, -0.749, 5.419, 20.0, 40.0), (-3.518, 1.909, -2.578, 20.0, 40.0), (2.229, 1.189, 1.737, 20.0, 40.0), (4.987, 2.893, -0.292, 20.0, 40.0), (-4.809, 1.043, -1.490, 20.0, 40.0), (-0.241, -0.728, 4.334, 20.0, 40.0), (-3.331, 0.590, 0.156, 20.0, 40.0), (-0.455, 2.621, -2.470, 20.0, 40.0), (1.492, 1.223, 1.301, 20.0, 40.0), (3.948, 2.841, -0.709, 20.0, 40.0), (0.732, 0.446, 2.475, 20.0, 40.0), (2.400, 2.390, -0.579, 20.0, 40.0), (-2.718, 1.427, -1.213, 20.0, 40.0), (-1.826, 1.451, -0.815, 20.0, 40.0), (1.125, 0.438, 2.686, 20.0, 40.0), (-4.918, 1.880, -3.219, 20.0, 40.0), (3.068, -0.442, 5.418, 20.0, 40.0), (1.982, 1.201, 1.589, 20.0, 40.0), (0.701, -1.709, 6.768, 20.0, 40.0), (-1.496, 2.564, -2.877, 20.0, 40.0), (-3.812, 0.974, -0.853, 20.0, 40.0), (-3.405, 2.018, -2.739, 20.0, 40.0), (2.211, 2.889, -1.674, 20.0, 40.0), (-2.481, 2.931, -4.103, 20.0, 40.0), (-3.721, 2.765, -4.391, 20.0, 40.0), (-1.768, -1.292, 4.699, 20.0, 40.0), (-4.462, 1.058, -1.347, 20.0, 40.0), (-3.516, -1.942, 5.126, 20.0, 40.0), (0.485, 2.420, -1.597, 20.0, 40.0), (-0.492, 0.242, 2.270, 20.0, 40.0), (4.245, 1.689, 1.744, 20.0, 40.0), (2.234, 0.364, 3.389, 20.0, 40.0), (2.629, 2.224, -0.134, 20.0, 40.0), (-4.375, 1.221, -1.630, 20.0, 40.0), (-0.618, 1.374, -0.057, 20.0, 40.0), (-2.580, -1.604, 4.918, 20.0, 40.0), (0.159, 1.104, 0.871, 20.0, 40.0), (-3.597, 0.975, -0.749, 20.0, 40.0); -- DROP TABLE IF EXISTS test.model; -create table test.model engine = Memory as select LinearRegressionState(0.1, 5)(target, param1, param2) as state from test.defaults; +create table test.model engine = Memory as select LinearRegressionState(0.1, 5, 1.0)(target, param1, param2) as state from test.defaults; -- -- select toTypeName(state) from test.model; -- -- -- -- DROP TABLE IF EXISTS test.tests; From 286fa25ad928cf750cc5e51cecfa610364c18abf Mon Sep 17 00:00:00 2001 From: Masha Date: Mon, 28 Jan 2019 10:39:57 +0000 Subject: [PATCH 009/709] logreg and momentum --- .../AggregateFunctionMLMethod.cpp | 9 +- .../AggregateFunctionMLMethod.h | 111 ++++++++++++++++-- dbms/src/Columns/ColumnAggregateFunction.cpp | 18 ++- 3 files changed, 123 insertions(+), 15 deletions(-) diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp index ae0ede33096..6aa983defc4 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp @@ -11,7 +11,7 @@ namespace { using FuncLinearRegression = AggregateFunctionMLMethod; - +using FuncLogicRegression = AggregateFunctionMLMethod; template AggregateFunctionPtr createAggregateFunctionMLMethod( const std::string & name, const DataTypes & argument_types, const Array & parameters) @@ -46,6 +46,9 @@ AggregateFunctionPtr createAggregateFunctionMLMethod( if (std::is_same::value) { gc = std::make_shared(argument_types.size()); + } else if (std::is_same::value) + { + gc = std::make_shared(argument_types.size()); } else { throw Exception("Such gradient computer is not implemented yet", ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT); @@ -55,6 +58,9 @@ AggregateFunctionPtr createAggregateFunctionMLMethod( if (applyVisitor(FieldVisitorConvertToNumber(), parameters[2]) == Float64{1.0}) { wu = std::make_shared(); + } else if (applyVisitor(FieldVisitorConvertToNumber(), parameters[2]) == Float64{2.0}) + { + wu = std::make_shared(); } else { throw Exception("Such weights updater is not implemented yet", ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT); @@ -75,6 +81,7 @@ AggregateFunctionPtr createAggregateFunctionMLMethod( void registerAggregateFunctionMLMethod(AggregateFunctionFactory & factory) { factory.registerFunction("LinearRegression", createAggregateFunctionMLMethod); + factory.registerFunction("LogicRegression", createAggregateFunctionMLMethod); } } diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h index 0aca5485203..598ff23b5d9 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h @@ -59,6 +59,7 @@ public: { return batch_gradient; } + virtual Float64 predict(const std::vector & predict_feature, const std::vector & weights, Float64 bias) const = 0; protected: std::vector batch_gradient; // gradient for bias lies in batch_gradient[batch_gradient.size() - 1] @@ -87,6 +88,73 @@ public: batch_gradient[i] += derivative * static_cast &>(*columns[i + 1]).getData()[row_num];; } } + Float64 predict(const std::vector & predict_feature, const std::vector & weights, Float64 bias) const override + { + /// не обновляем веса при предикте, т.к. это может замедлить предсказание + /// однако можно например обновлять их при каждом мердже не зависимо от того, сколько элементнов в батче +// if (cur_batch) +// { +// update_weights(); +// } + + Float64 res{0.0}; + for (size_t i = 0; i < predict_feature.size(); ++i) + { + res += predict_feature[i] * weights[i]; + } + res += bias; + + return res; + } +}; +class LogicRegression : public IGradientComputer +{ +public: + LogicRegression(UInt32 sz) + : IGradientComputer(sz) + {} + + void compute(const std::vector & weights, Float64 bias, Float64 learning_rate, + Float64 target, const IColumn ** columns, size_t row_num) override + { + //Float64 derivative = (target - bias); + //for (size_t i = 0; i < weights.size(); ++i) + //{ + // derivative -= weights[i] * static_cast &>(*columns[i + 1]).getData()[row_num]; + //} + //derivative *= (2 * learning_rate); + Float64 derivative = bias; + for (size_t i = 0; i < weights.size(); ++i) + { + derivative += weights[i] * static_cast &>(*columns[i + 1]).getData()[row_num];; + } + derivative *= target; + derivative = learning_rate * exp(derivative); + + batch_gradient[weights.size()] += target / (derivative + 1);; + for (size_t i = 0; i < weights.size(); ++i) + { + batch_gradient[i] += target / (derivative + 1) * static_cast &>(*columns[i + 1]).getData()[row_num]; + } + } + Float64 predict(const std::vector & predict_feature, const std::vector & weights, Float64 bias) const override + { + /// не обновляем веса при предикте, т.к. это может замедлить предсказание + /// однако можно например обновлять их при каждом мердже не зависимо от того, сколько элементнов в батче +// if (cur_batch) +// { +// update_weights(); +// } + + Float64 res{0.0}; + for (size_t i = 0; i < predict_feature.size(); ++i) + { + res += predict_feature[i] * weights[i]; + } + res += bias; + res = 1 / (1 + exp(-res)); + return res; + } }; class IWeightsUpdater @@ -95,6 +163,7 @@ public: virtual ~IWeightsUpdater() = default; virtual void update(UInt32 cur_batch, std::vector & weights, Float64 & bias, const std::vector & gradient) = 0; + virtual void merge(const std::shared_ptr, Float64, Float64) {} }; class StochasticGradientDescent : public IWeightsUpdater @@ -108,7 +177,37 @@ public: bias += batch_gradient[weights.size()] / cur_batch; } }; +class Momentum : public IWeightsUpdater +{ +public: + Momentum() {} + Momentum (Float64 alpha) : alpha_(alpha) {} + void update(UInt32 cur_batch, std::vector & weights, Float64 & bias, const std::vector & batch_gradient) override { + if (hk_.size() == 0) + { + hk_.resize(batch_gradient.size(), Float64{0.0}); + } + for (size_t i = 0; i < batch_gradient.size(); ++i) + { + hk_[i] = hk_[i] * alpha_ + batch_gradient[i]; + } + for (size_t i = 0; i < weights.size(); ++i) + { + weights[i] += hk_[i] / cur_batch; + } + bias += hk_[weights.size()] / cur_batch; + } + virtual void merge(const std::shared_ptr rhs, Float64 frac, Float64 rhs_frac) override { + auto momentum_rhs = std::dynamic_pointer_cast(rhs); + for (size_t i = 0; i < hk_.size(); ++i) + { + hk_[i] = hk_[i] * frac + momentum_rhs->hk_[i] * rhs_frac; + } + } +Float64 alpha_{0.1}; +std::vector hk_; +}; class LinearModelData { public: @@ -160,6 +259,7 @@ public: bias = bias * frac + rhs.bias * rhs_frac; iter_num += rhs.iter_num; + weights_updater->merge(rhs.weights_updater, frac, rhs_frac); } void write(WriteBuffer & buf) const @@ -189,14 +289,7 @@ public: // update_weights(); // } - Float64 res{0.0}; - for (size_t i = 0; i < predict_feature.size(); ++i) - { - res += predict_feature[i] * weights[i]; - } - res += bias; - - return res; + return gradient_computer->predict(predict_feature, weights, bias); } private: @@ -316,5 +409,5 @@ private: }; struct NameLinearRegression { static constexpr auto name = "LinearRegression"; }; - +struct NameLogicRegression { static constexpr auto name = "LogicRegression"; }; } diff --git a/dbms/src/Columns/ColumnAggregateFunction.cpp b/dbms/src/Columns/ColumnAggregateFunction.cpp index efa24fc56ba..c60060f1f79 100644 --- a/dbms/src/Columns/ColumnAggregateFunction.cpp +++ b/dbms/src/Columns/ColumnAggregateFunction.cpp @@ -123,19 +123,27 @@ MutableColumnPtr ColumnAggregateFunction::predictValues(Block & block, const Col } // auto ML_function = typeid_cast *>(func.get()); - auto ML_function = typeid_cast *>(func.get()); - if (ML_function) + auto ML_function_Linear = typeid_cast *>(func.get()); + auto ML_function_Logic = typeid_cast *>(func.get()); + if (ML_function_Linear) { size_t row_num = 0; for (auto val : data) { - ML_function->predictResultInto(val, *res, block, row_num, arguments); + ML_function_Linear->predictResultInto(val, *res, block, row_num, arguments); ++row_num; } - } else { + } else if (ML_function_Logic) + { + size_t row_num = 0; + for (auto val : data) { + ML_function_Logic->predictResultInto(val, *res, block, row_num, arguments); + ++row_num; + } + } else + { throw Exception("Illegal aggregate function is passed", ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT); } - return res; } From 243a68d500ad5cb63271eabdedf23b71b7b67ac3 Mon Sep 17 00:00:00 2001 From: Masha Date: Mon, 28 Jan 2019 10:51:33 +0000 Subject: [PATCH 010/709] tests for momentum and logreg --- .../tests/queries/0_stateless/00900_stest.sql | 48 +++++++++++++++++++ .../queries/0_stateless/00901_mytest.sql | 46 ++++++++++++++++++ 2 files changed, 94 insertions(+) create mode 100644 dbms/tests/queries/0_stateless/00900_stest.sql create mode 100644 dbms/tests/queries/0_stateless/00901_mytest.sql diff --git a/dbms/tests/queries/0_stateless/00900_stest.sql b/dbms/tests/queries/0_stateless/00900_stest.sql new file mode 100644 index 00000000000..0a0acfdee11 --- /dev/null +++ b/dbms/tests/queries/0_stateless/00900_stest.sql @@ -0,0 +1,48 @@ +CREATE DATABASE IF NOT EXISTS test; +DROP TABLE IF EXISTS test.defaults; +CREATE TABLE IF NOT EXISTS test.defaults +( + param1 Float64, + param2 Float64, + target Float64, + predict1 Float64, + predict2 Float64 +) ENGINE = Memory; +-- -- insert into test.defaults values (2.533, 0.543, 3.181), (1.999, 1.765, 0.470), (0.631, 2.580, -1.845), (-1.164, 0.889, 0.640), (2.110, 0.768, 2.519), (1.251, 0.483, 2.659), (-3.958, 1.299, -1.576), (-2.152, -1.316, 4.556), (3.269, 1.441, 1.753), (4.206, -1.635, 8.373), (-3.479, -0.544, 2.349), (4.006, 0.167, 4.670), (-4.478, 2.400, -4.039), (1.856, 0.256, 3.417), (1.470, 1.685, 0.366), (-4.052, 2.326, -3.678), (-0.971, -0.969, 4.453), (0.881, -1.848, 7.137), (-1.551, -1.766, 5.756), (-0.988, -0.945, 4.395), (-4.636, 1.074, -1.466), (-4.074, -1.486, 3.934), (0.754, 2.627, -1.877), (1.035, 0.889, 1.738), (3.707, -1.281, 7.415), (-2.215, 1.110, -0.327), (-2.965, -1.316, 4.150), (-3.581, 1.063, -0.917), (0.548, 0.343, 2.588), (3.023, -0.870, 6.251), (4.053, -1.441, 7.909), (-0.750, 0.639, 1.348), (-4.411, 1.636, -2.477), (1.786, 0.398, 3.096), (-2.514, 0.033, 1.676), (4.935, -0.840, 7.148), (1.075, -0.921, 5.380), (-3.418, 2.177, -3.063), (3.122, 1.883, 0.795), (-2.254, -1.389, 4.650), (-4.603, 2.909, -5.119), (-1.886, -1.220, 4.497), (-0.509, -1.498, 5.741), (2.192, 1.882, 0.332), (4.056, -1.108, 7.244), (-1.918, 0.230, 1.581), (4.867, 1.516, 2.401), (-0.993, -0.011, 2.526), (-0.757, -1.192, 5.006), (-4.161, 2.059, -3.198), (2.258, 1.157, 1.814), (-3.878, -0.052, 1.165), (1.915, 2.998, -2.038), (-2.164, 2.379, -2.841), (-0.114, -1.914, 6.772), (3.812, 2.138, 0.630), (-1.863, 1.508, -0.947), (-2.964, 0.398, 0.722), (-2.046, -0.193, 2.363), (-1.525, -0.836, 3.910), (-4.557, -0.582, 1.886), (1.031, -0.461, 4.437), (-0.802, 0.699, 1.201), (3.982, 2.084, 0.824), (-2.243, 2.726, -3.573), (-3.989, -0.803, 2.611), (4.900, 0.253, 4.944), (-1.208, -1.587, 5.571), (0.370, 2.579, -1.972), (2.824, 0.964, 2.484), (-1.290, -0.128, 2.611), (0.190, 2.058, -1.021), (4.058, 2.122, 0.784), (4.879, 0.945, 3.549), (1.119, 1.992, -0.424), (4.050, 2.005, 1.015), (-0.064, 1.485, -0.002), (-2.496, 0.456, 0.840), (-1.835, 1.586, -1.090), (0.603, 1.856, -0.411), (-3.062, -0.966, 3.401), (-3.351, 0.430, 0.465), (-2.724, -1.331, 4.299), (3.291, -1.027, 6.699), (-4.263, 0.785, -0.701), (-3.289, -0.886, 3.128), (4.627, 1.331, 2.651), (-0.618, 0.602, 1.486), 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2.696, -2.837), (-4.832, -0.038, 0.661), (3.738, 0.604, 3.662), (-0.224, -0.465, 3.819); +insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 40.0), (0.121, -0.615, 4.290, 20.0, 40.0), (-1.099, 2.755, -3.060, 20.0, 40.0), (1.090, 2.945, -2.346, 20.0, 40.0), (0.305, 2.179, -1.205, 20.0, 40.0), (-0.925, 0.702, 1.134, 20.0, 40.0), (3.178, -1.316, 7.221, 20.0, 40.0), (-2.756, -0.473, 2.569, 20.0, 40.0), (3.665, 2.303, 0.226, 20.0, 40.0), (1.662, 1.951, -0.070, 20.0, 40.0), (2.869, 0.593, 3.249, 20.0, 40.0), (0.818, -0.593, 4.594, 20.0, 40.0), (-1.917, 0.916, 0.209, 20.0, 40.0), (2.706, 1.523, 1.307, 20.0, 40.0), (0.219, 2.162, -1.214, 20.0, 40.0), (-4.510, 1.376, -2.007, 20.0, 40.0), (4.284, -0.515, 6.173, 20.0, 40.0), (-1.101, 2.810, -3.170, 20.0, 40.0), (-1.810, -1.117, 4.329, 20.0, 40.0), (0.055, 1.115, 0.797, 20.0, 40.0), (-2.178, 2.904, -3.898, 20.0, 40.0), (-3.494, -1.814, 4.882, 20.0, 40.0), (3.027, 0.476, 3.562, 20.0, 40.0), (-1.434, 1.151, -0.018, 20.0, 40.0), (1.180, 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40.0), (-4.633, 1.389, -2.094, 20.0, 40.0), (-3.628, -1.156, 3.498, 20.0, 40.0), (3.597, 1.034, 2.731, 20.0, 40.0), (-1.488, -0.002, 2.261, 20.0, 40.0), (0.749, 1.921, -0.468, 20.0, 40.0), (1.304, -1.371, 6.394, 20.0, 40.0), (4.587, 2.936, -0.579, 20.0, 40.0), (-2.241, 1.791, -1.703, 20.0, 40.0), (-2.945, 1.372, -1.216, 20.0, 40.0), (1.375, 0.395, 2.898, 20.0, 40.0), (-1.281, -0.641, 3.642, 20.0, 40.0), (2.178, 0.895, 2.299, 20.0, 40.0), (3.031, -0.786, 6.087, 20.0, 40.0), (-1.385, -0.375, 3.058, 20.0, 40.0), (4.041, -0.431, 5.882, 20.0, 40.0), (0.480, -0.507, 4.254, 20.0, 40.0), (-3.797, 0.140, 0.822, 20.0, 40.0), (2.355, 2.502, -0.827, 20.0, 40.0), (1.376, -1.583, 6.854, 20.0, 40.0), (0.164, 1.405, 0.273, 20.0, 40.0), (-1.273, 1.471, -0.579, 20.0, 40.0), (0.770, 2.246, -1.107, 20.0, 40.0), (4.552, 2.904, -0.533, 20.0, 40.0), (4.259, -1.772, 8.674, 20.0, 40.0), (-0.309, 1.159, 0.528, 20.0, 40.0), (3.581, 2.700, -0.610, 20.0, 40.0), (-3.202, 0.346, 0.707, 20.0, 40.0), (-1.575, 1.242, -0.271, 20.0, 40.0), (-1.584, -0.493, 3.194, 20.0, 40.0), (-3.778, 0.150, 0.810, 20.0, 40.0), (-4.675, 1.749, -2.835, 20.0, 40.0), (3.567, -0.792, 6.367, 20.0, 40.0), (-0.417, 1.399, -0.006, 20.0, 40.0), (-4.672, 2.007, -3.349, 20.0, 40.0), (-1.034, 0.196, 2.090, 20.0, 40.0), (-3.796, 2.496, -3.890, 20.0, 40.0), (3.532, -0.497, 5.759, 20.0, 40.0), (4.868, -1.359, 8.151, 20.0, 40.0), (-0.769, 0.302, 2.011, 20.0, 40.0), (4.475, 2.612, 0.014, 20.0, 40.0), (-3.532, -0.395, 2.024, 20.0, 40.0), (0.322, 0.675, 1.812, 20.0, 40.0), (-2.028, -1.942, 5.870, 20.0, 40.0), (1.810, -1.244, 6.392, 20.0, 40.0), (-0.783, 1.242, 0.124, 20.0, 40.0), (-4.745, -1.300, 3.227, 20.0, 40.0), (1.902, 1.973, 0.005, 20.0, 40.0), (-3.453, -1.429, 4.132, 20.0, 40.0), (1.559, 0.986, 1.808, 20.0, 40.0), (0.128, 2.754, -2.443, 20.0, 40.0), (2.759, 1.727, 0.926, 20.0, 40.0), (-4.468, 1.690, -2.614, 20.0, 40.0), (-2.368, -1.922, 5.659, 20.0, 40.0), (-2.766, 2.128, -2.640, 20.0, 40.0), (0.967, -1.825, 7.133, 20.0, 40.0), (-2.854, 2.855, -4.136, 20.0, 40.0), (-2.944, 1.875, -2.222, 20.0, 40.0), (-2.632, -0.983, 3.649, 20.0, 40.0), (2.427, 2.239, -0.266, 20.0, 40.0), (-1.726, -0.838, 3.812, 20.0, 40.0), (0.007, -0.903, 4.809, 20.0, 40.0), (-2.013, 1.092, -0.191, 20.0, 40.0), (-0.449, 0.970, 0.836, 20.0, 40.0), (1.396, 0.411, 2.876, 20.0, 40.0), (-1.115, -1.790, 6.023, 20.0, 40.0), (3.748, 1.917, 1.039, 20.0, 40.0), (2.978, 1.043, 2.404, 20.0, 40.0), (-3.969, 2.514, -4.013, 20.0, 40.0), (4.455, -0.050, 5.328, 20.0, 40.0), (-3.065, -0.846, 3.160, 20.0, 40.0), (-1.069, 2.167, -1.869, 20.0, 40.0), (3.016, -1.393, 7.294, 20.0, 40.0), (0.045, -1.928, 6.879, 20.0, 40.0), (-2.555, -0.984, 3.690, 20.0, 40.0), (-1.995, -0.054, 2.111, 20.0, 40.0), (4.600, -0.509, 6.318, 20.0, 40.0), (-1.942, 1.215, -0.402, 20.0, 40.0), (1.262, 2.765, -1.899, 20.0, 40.0), (2.617, -1.106, 6.521, 20.0, 40.0), (1.737, 0.554, 2.761, 20.0, 40.0), (-2.197, 0.632, 0.638, 20.0, 40.0), (4.768, 2.618, 0.147, 20.0, 40.0), (-3.737, -0.939, 3.010, 20.0, 40.0), (-2.623, 0.595, 0.499, 20.0, 40.0), (4.752, -0.340, 6.057, 20.0, 40.0), (2.333, -1.037, 6.240, 20.0, 40.0), (4.234, -1.882, 8.881, 20.0, 40.0), (-3.393, -0.812, 2.927, 20.0, 40.0), (0.885, 1.383, 0.678, 20.0, 40.0), (0.123, 2.937, -2.812, 20.0, 40.0), (2.969, 0.760, 2.964, 20.0, 40.0), (-4.929, 1.251, -1.967, 20.0, 40.0), (1.916, 2.223, -0.488, 20.0, 40.0), (-0.020, -1.740, 6.469, 20.0, 40.0), (0.702, -1.272, 5.895, 20.0, 40.0), (2.496, 2.648, -1.048, 20.0, 40.0), (4.067, -1.475, 7.984, 20.0, 40.0), (-3.717, 1.851, -2.561, 20.0, 40.0), (1.678, -0.624, 5.088, 20.0, 40.0), (1.073, 0.695, 2.146, 20.0, 40.0), (1.842, -0.749, 5.419, 20.0, 40.0), (-3.518, 1.909, -2.578, 20.0, 40.0), (2.229, 1.189, 1.737, 20.0, 40.0), (4.987, 2.893, -0.292, 20.0, 40.0), (-4.809, 1.043, -1.490, 20.0, 40.0), (-0.241, -0.728, 4.334, 20.0, 40.0), (-3.331, 0.590, 0.156, 20.0, 40.0), (-0.455, 2.621, -2.470, 20.0, 40.0), (1.492, 1.223, 1.301, 20.0, 40.0), (3.948, 2.841, -0.709, 20.0, 40.0), (0.732, 0.446, 2.475, 20.0, 40.0), (2.400, 2.390, -0.579, 20.0, 40.0), (-2.718, 1.427, -1.213, 20.0, 40.0), (-1.826, 1.451, -0.815, 20.0, 40.0), (1.125, 0.438, 2.686, 20.0, 40.0), (-4.918, 1.880, -3.219, 20.0, 40.0), (3.068, -0.442, 5.418, 20.0, 40.0), (1.982, 1.201, 1.589, 20.0, 40.0), (0.701, -1.709, 6.768, 20.0, 40.0), (-1.496, 2.564, -2.877, 20.0, 40.0), (-3.812, 0.974, -0.853, 20.0, 40.0), (-3.405, 2.018, -2.739, 20.0, 40.0), (2.211, 2.889, -1.674, 20.0, 40.0), (-2.481, 2.931, -4.103, 20.0, 40.0), (-3.721, 2.765, -4.391, 20.0, 40.0), (-1.768, -1.292, 4.699, 20.0, 40.0), (-4.462, 1.058, -1.347, 20.0, 40.0), (-3.516, -1.942, 5.126, 20.0, 40.0), (0.485, 2.420, -1.597, 20.0, 40.0), (-0.492, 0.242, 2.270, 20.0, 40.0), (4.245, 1.689, 1.744, 20.0, 40.0), (2.234, 0.364, 3.389, 20.0, 40.0), (2.629, 2.224, -0.134, 20.0, 40.0), (-4.375, 1.221, -1.630, 20.0, 40.0), (-0.618, 1.374, -0.057, 20.0, 40.0), (-2.580, -1.604, 4.918, 20.0, 40.0), (0.159, 1.104, 0.871, 20.0, 40.0), (-3.597, 0.975, -0.749, 20.0, 40.0); +-- insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 40.0), (0.121, -0.615, 4.290, 20.0, 40.0), (-1.099, 2.755, -3.060, 20.0, 40.0), (1.090, 2.945, -2.346, 20.0, 40.0), (0.305, 2.179, -1.205, 20.0, 40.0), (-0.925, 0.702, 1.134, 20.0, 40.0), (3.178, -1.316, 7.221, 20.0, 40.0), (-2.756, -0.473, 2.569, 20.0, 40.0), (3.665, 2.303, 0.226, 20.0, 40.0), (1.662, 1.951, -0.070, 20.0, 40.0), (2.869, 0.593, 3.249, 20.0, 40.0), (0.818, -0.593, 4.594, 20.0, 40.0), (-1.917, 0.916, 0.209, 20.0, 40.0), (2.706, 1.523, 1.307, 20.0, 40.0), (0.219, 2.162, -1.214, 20.0, 40.0), (-4.510, 1.376, -2.007, 20.0, 40.0), (4.284, -0.515, 6.173, 20.0, 40.0), (-1.101, 2.810, -3.170, 20.0, 40.0), (-1.810, -1.117, 4.329, 20.0, 40.0), (0.055, 1.115, 0.797, 20.0, 40.0), (-2.178, 2.904, -3.898, 20.0, 40.0), (-3.494, -1.814, 4.882, 20.0, 40.0), (3.027, 0.476, 3.562, 20.0, 40.0), (-1.434, 1.151, -0.018, 20.0, 40.0), (1.180, 0.992, 1.606, 20.0, 40.0), (0.015, 0.971, 1.067, 20.0, 40.0), (-0.511, -0.875, 4.495, 20.0, 40.0), (0.961, 2.348, -1.216, 20.0, 40.0), (-2.279, 0.038, 1.785, 20.0, 40.0), (-1.568, -0.248, 2.712, 20.0, 40.0), (-0.496, 0.366, 2.020, 20.0, 40.0), (1.177, -1.401, 6.390, 20.0, 40.0), (2.882, -1.442, 7.325, 20.0, 40.0), (-1.066, 1.817, -1.167, 20.0, 40.0), (-2.144, 2.791, -3.655, 20.0, 40.0), (-4.370, 2.228, -3.642, 20.0, 40.0), (3.996, 2.775, -0.553, 20.0, 40.0), (0.289, 2.055, -0.965, 20.0, 40.0), (-0.588, -1.601, 5.908, 20.0, 40.0), (-1.801, 0.417, 1.265, 20.0, 40.0), (4.375, -1.499, 8.186, 20.0, 40.0), (-2.618, 0.038, 1.615, 20.0, 40.0), (3.616, -0.833, 6.475, 20.0, 40.0), (-4.045, -1.558, 4.094, 20.0, 40.0), (-3.962, 0.636, -0.253, 20.0, 40.0), (3.505, 2.625, -0.497, 20.0, 40.0), (3.029, -0.523, 5.560, 20.0, 40.0), (-3.520, -0.474, 2.188, 20.0, 40.0), (2.430, -1.469, 7.154, 20.0, 40.0), (1.547, -1.654, 7.082, 20.0, 40.0), (-1.370, 0.575, 1.165, 20.0, 40.0), (-1.869, -1.555, 5.176, 20.0, 40.0), (3.536, 2.841, -0.913, 20.0, 40.0), (-3.810, 1.220, 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40.0), (-3.084, 1.858, -2.259, 20.0, 40.0), (2.828, -0.319, 5.053, 20.0, 40.0), (-1.226, 2.586, -2.786, 20.0, 40.0), (2.456, 0.092, 4.044, 20.0, 40.0), (-0.989, 2.375, -2.245, 20.0, 40.0), (3.268, 0.935, 2.765, 20.0, 40.0), (-4.128, -1.995, 4.927, 20.0, 40.0), (-1.083, 2.197, -1.935, 20.0, 40.0), (-3.471, -1.198, 3.660, 20.0, 40.0), (4.617, -1.136, 7.579, 20.0, 40.0), (2.054, -1.675, 7.378, 20.0, 40.0), (4.106, 2.326, 0.402, 20.0, 40.0), (1.558, 0.310, 3.158, 20.0, 40.0), (0.792, 0.900, 1.596, 20.0, 40.0), (-3.229, 0.300, 0.785, 20.0, 40.0), (3.787, -0.793, 6.479, 20.0, 40.0), (1.786, 2.288, -0.684, 20.0, 40.0), (2.643, 0.223, 3.875, 20.0, 40.0), (-3.592, 2.122, -3.040, 20.0, 40.0), (4.519, -1.760, 8.779, 20.0, 40.0), (3.221, 2.255, 0.101, 20.0, 40.0), (4.151, 1.788, 1.500, 20.0, 40.0), (-1.033, -1.195, 4.874, 20.0, 40.0), (-1.636, -1.037, 4.257, 20.0, 40.0), (-3.548, 1.911, -2.596, 20.0, 40.0), (4.829, -0.293, 6.001, 20.0, 40.0), (-4.684, -1.664, 3.986, 20.0, 40.0), (4.531, -0.503, 6.271, 20.0, 40.0), (-3.503, -1.606, 4.460, 20.0, 40.0), (-2.036, -1.522, 5.027, 20.0, 40.0), (-0.473, -0.617, 3.997, 20.0, 40.0), (-1.554, -1.630, 5.483, 20.0, 40.0), (-3.567, -1.043, 3.302, 20.0, 40.0), (-2.038, 0.579, 0.823, 20.0, 40.0), (-3.040, 0.857, -0.233, 20.0, 40.0), (4.610, 0.562, 4.181, 20.0, 40.0), (-3.323, -1.938, 5.215, 20.0, 40.0), (4.314, 1.720, 1.717, 20.0, 40.0), (-1.220, 0.615, 1.161, 20.0, 40.0), (-2.556, 1.120, -0.519, 20.0, 40.0), (-3.717, -0.108, 1.358, 20.0, 40.0), (4.689, -1.826, 8.996, 20.0, 40.0), (3.452, 0.506, 3.713, 20.0, 40.0), (2.472, 0.612, 3.012, 20.0, 40.0), (3.452, 0.450, 3.826, 20.0, 40.0), (1.207, 2.585, -1.567, 20.0, 40.0), (-4.826, 1.090, -1.593, 20.0, 40.0), (3.116, -1.118, 6.794, 20.0, 40.0), (0.448, 2.732, -2.240, 20.0, 40.0), (-1.096, -0.525, 3.503, 20.0, 40.0), (-4.680, -0.238, 1.137, 20.0, 40.0), (2.552, -1.403, 7.082, 20.0, 40.0), (0.719, 2.997, -2.635, 20.0, 40.0), (0.347, -1.966, 7.105, 20.0, 40.0), (2.958, -0.404, 5.288, 20.0, 40.0), (0.722, -1.950, 7.261, 20.0, 40.0), (-2.851, -0.986, 3.546, 20.0, 40.0), (-4.316, -0.439, 1.721, 20.0, 40.0), (-1.685, -0.201, 2.560, 20.0, 40.0), (1.856, 0.190, 3.549, 20.0, 40.0), (-2.052, 0.206, 1.562, 20.0, 40.0), (-2.504, -0.646, 3.041, 20.0, 40.0), (3.235, 0.882, 2.854, 20.0, 40.0), (-1.366, -1.573, 5.463, 20.0, 40.0), (-3.447, 2.419, -3.562, 20.0, 40.0), (4.155, 2.092, 0.893, 20.0, 40.0), (-0.935, 0.209, 2.116, 20.0, 40.0), (3.117, -1.821, 8.201, 20.0, 40.0), (3.759, 0.577, 3.725, 20.0, 40.0), (-0.938, 2.992, -3.453, 20.0, 40.0), (-0.525, 2.341, -1.945, 20.0, 40.0), (4.540, 2.625, 0.019, 20.0, 40.0), (-2.097, 1.190, -0.429, 20.0, 40.0), (-2.672, 1.983, -2.302, 20.0, 40.0), (-3.038, -1.490, 4.460, 20.0, 40.0), (-0.943, 2.149, -1.770, 20.0, 40.0), (0.739, 1.598, 0.174, 20.0, 40.0), (1.828, 1.853, 0.208, 20.0, 40.0), (4.856, 0.137, 5.153, 20.0, 40.0), (-1.617, 0.468, 1.255, 20.0, 40.0), (-1.972, 2.053, -2.092, 20.0, 40.0), (-4.633, 1.389, -2.094, 20.0, 40.0), (-3.628, -1.156, 3.498, 20.0, 40.0), (3.597, 1.034, 2.731, 20.0, 40.0), (-1.488, -0.002, 2.261, 20.0, 40.0), (0.749, 1.921, -0.468, 20.0, 40.0), (1.304, -1.371, 6.394, 20.0, 40.0), (4.587, 2.936, -0.579, 20.0, 40.0), (-2.241, 1.791, -1.703, 20.0, 40.0), (-2.945, 1.372, -1.216, 20.0, 40.0), (1.375, 0.395, 2.898, 20.0, 40.0), (-1.281, -0.641, 3.642, 20.0, 40.0), (2.178, 0.895, 2.299, 20.0, 40.0), (3.031, -0.786, 6.087, 20.0, 40.0), (-1.385, -0.375, 3.058, 20.0, 40.0), (4.041, -0.431, 5.882, 20.0, 40.0), (0.480, -0.507, 4.254, 20.0, 40.0), (-3.797, 0.140, 0.822, 20.0, 40.0), (2.355, 2.502, -0.827, 20.0, 40.0), (1.376, -1.583, 6.854, 20.0, 40.0), (0.164, 1.405, 0.273, 20.0, 40.0), (-1.273, 1.471, -0.579, 20.0, 40.0), (0.770, 2.246, -1.107, 20.0, 40.0), (4.552, 2.904, -0.533, 20.0, 40.0), (4.259, -1.772, 8.674, 20.0, 40.0), (-0.309, 1.159, 0.528, 20.0, 40.0), (3.581, 2.700, -0.610, 20.0, 40.0), (-3.202, 0.346, 0.707, 20.0, 40.0), (-1.575, 1.242, -0.271, 20.0, 40.0), (-1.584, -0.493, 3.194, 20.0, 40.0), (-3.778, 0.150, 0.810, 20.0, 40.0), (-4.675, 1.749, -2.835, 20.0, 40.0), (3.567, -0.792, 6.367, 20.0, 40.0), (-0.417, 1.399, -0.006, 20.0, 40.0), (-4.672, 2.007, -3.349, 20.0, 40.0), (-1.034, 0.196, 2.090, 20.0, 40.0), (-3.796, 2.496, -3.890, 20.0, 40.0), (3.532, -0.497, 5.759, 20.0, 40.0), (4.868, -1.359, 8.151, 20.0, 40.0), (-0.769, 0.302, 2.011, 20.0, 40.0), (4.475, 2.612, 0.014, 20.0, 40.0), (-3.532, -0.395, 2.024, 20.0, 40.0), (0.322, 0.675, 1.812, 20.0, 40.0), (-2.028, -1.942, 5.870, 20.0, 40.0), (1.810, -1.244, 6.392, 20.0, 40.0), (-0.783, 1.242, 0.124, 20.0, 40.0), (-4.745, -1.300, 3.227, 20.0, 40.0), (1.902, 1.973, 0.005, 20.0, 40.0), (-3.453, -1.429, 4.132, 20.0, 40.0), (1.559, 0.986, 1.808, 20.0, 40.0), (0.128, 2.754, -2.443, 20.0, 40.0), (2.759, 1.727, 0.926, 20.0, 40.0), (-4.468, 1.690, -2.614, 20.0, 40.0), (-2.368, -1.922, 5.659, 20.0, 40.0), (-2.766, 2.128, -2.640, 20.0, 40.0), (0.967, -1.825, 7.133, 20.0, 40.0), (-2.854, 2.855, -4.136, 20.0, 40.0), (-2.944, 1.875, -2.222, 20.0, 40.0), (-2.632, -0.983, 3.649, 20.0, 40.0), (2.427, 2.239, -0.266, 20.0, 40.0), (-1.726, -0.838, 3.812, 20.0, 40.0), (0.007, -0.903, 4.809, 20.0, 40.0), (-2.013, 1.092, -0.191, 20.0, 40.0), (-0.449, 0.970, 0.836, 20.0, 40.0), (1.396, 0.411, 2.876, 20.0, 40.0), (-1.115, -1.790, 6.023, 20.0, 40.0), (3.748, 1.917, 1.039, 20.0, 40.0), (2.978, 1.043, 2.404, 20.0, 40.0), (-3.969, 2.514, -4.013, 20.0, 40.0), (4.455, -0.050, 5.328, 20.0, 40.0), (-3.065, -0.846, 3.160, 20.0, 40.0), (-1.069, 2.167, -1.869, 20.0, 40.0), (3.016, -1.393, 7.294, 20.0, 40.0), (0.045, -1.928, 6.879, 20.0, 40.0), (-2.555, -0.984, 3.690, 20.0, 40.0), (-1.995, -0.054, 2.111, 20.0, 40.0), (4.600, -0.509, 6.318, 20.0, 40.0), (-1.942, 1.215, -0.402, 20.0, 40.0), (1.262, 2.765, -1.899, 20.0, 40.0), (2.617, -1.106, 6.521, 20.0, 40.0), (1.737, 0.554, 2.761, 20.0, 40.0), (-2.197, 0.632, 0.638, 20.0, 40.0), (4.768, 2.618, 0.147, 20.0, 40.0), (-3.737, -0.939, 3.010, 20.0, 40.0), (-2.623, 0.595, 0.499, 20.0, 40.0), (4.752, -0.340, 6.057, 20.0, 40.0), (2.333, -1.037, 6.240, 20.0, 40.0), (4.234, -1.882, 8.881, 20.0, 40.0), (-3.393, -0.812, 2.927, 20.0, 40.0), (0.885, 1.383, 0.678, 20.0, 40.0), (0.123, 2.937, -2.812, 20.0, 40.0), (2.969, 0.760, 2.964, 20.0, 40.0), (-4.929, 1.251, -1.967, 20.0, 40.0), (1.916, 2.223, -0.488, 20.0, 40.0), (-0.020, -1.740, 6.469, 20.0, 40.0), (0.702, -1.272, 5.895, 20.0, 40.0), (2.496, 2.648, -1.048, 20.0, 40.0), (4.067, -1.475, 7.984, 20.0, 40.0), (-3.717, 1.851, -2.561, 20.0, 40.0), (1.678, -0.624, 5.088, 20.0, 40.0), (1.073, 0.695, 2.146, 20.0, 40.0), (1.842, -0.749, 5.419, 20.0, 40.0), (-3.518, 1.909, -2.578, 20.0, 40.0), (2.229, 1.189, 1.737, 20.0, 40.0), (4.987, 2.893, -0.292, 20.0, 40.0), (-4.809, 1.043, -1.490, 20.0, 40.0), (-0.241, -0.728, 4.334, 20.0, 40.0), (-3.331, 0.590, 0.156, 20.0, 40.0), (-0.455, 2.621, -2.470, 20.0, 40.0), (1.492, 1.223, 1.301, 20.0, 40.0), (3.948, 2.841, -0.709, 20.0, 40.0), (0.732, 0.446, 2.475, 20.0, 40.0), (2.400, 2.390, -0.579, 20.0, 40.0), (-2.718, 1.427, -1.213, 20.0, 40.0), (-1.826, 1.451, -0.815, 20.0, 40.0), (1.125, 0.438, 2.686, 20.0, 40.0), (-4.918, 1.880, -3.219, 20.0, 40.0), (3.068, -0.442, 5.418, 20.0, 40.0), (1.982, 1.201, 1.589, 20.0, 40.0), (0.701, -1.709, 6.768, 20.0, 40.0), (-1.496, 2.564, -2.877, 20.0, 40.0), (-3.812, 0.974, -0.853, 20.0, 40.0), (-3.405, 2.018, -2.739, 20.0, 40.0), (2.211, 2.889, -1.674, 20.0, 40.0), (-2.481, 2.931, -4.103, 20.0, 40.0), (-3.721, 2.765, -4.391, 20.0, 40.0), (-1.768, -1.292, 4.699, 20.0, 40.0), (-4.462, 1.058, -1.347, 20.0, 40.0), (-3.516, -1.942, 5.126, 20.0, 40.0), (0.485, 2.420, -1.597, 20.0, 40.0), (-0.492, 0.242, 2.270, 20.0, 40.0), (4.245, 1.689, 1.744, 20.0, 40.0), (2.234, 0.364, 3.389, 20.0, 40.0), (2.629, 2.224, -0.134, 20.0, 40.0), (-4.375, 1.221, -1.630, 20.0, 40.0), (-0.618, 1.374, -0.057, 20.0, 40.0), (-2.580, -1.604, 4.918, 20.0, 40.0), (0.159, 1.104, 0.871, 20.0, 40.0), (-3.597, 0.975, -0.749, 20.0, 40.0); +-- +DROP TABLE IF EXISTS test.model; +create table test.model engine = Memory as select LinearRegressionState(0.1, 5, 2.0)(target, param1, param2) as state from test.defaults; +-- -- select toTypeName(state) from test.model; +-- -- +-- -- DROP TABLE IF EXISTS test.tests; +-- -- CREATE TABLE IF NOT EXISTS test.tests +-- -- ( +-- -- predict1 Float64, +-- -- predict2 Float64, +-- -- state1 AggregateFunction(LinReg(0.01), Float64, Float64, Float64) +-- -- ) ENGINE = Memory; +-- -- insert into test.tests select 20.0, 40.0, LinRegState(0.01)(target, param1, param2) from test.defaults; +-- -- select evalLinReg(state1, predict1, predict2) from test.tests; +-- +-- +-- +-- -- DROP TABLE IF EXISTS test.prediction; +-- -- CREATE TABLE IF NOT EXISTS test.prediction +-- -- ( +-- -- predict1 Float64, +-- -- predict2 Float64 +-- -- ) ENGINE = Memory; +-- +-- +-- -- insert into test.prediction values (20.0, 40.0); +-- +-- -- select multiply(param1, param2) from test.defaults; +-- +-- -- select evalLinReg(LinRegState(0.01)(target, param1, param2), 20.0, 40.0) from test.defaults; +select evalMLMethod(state, predict1, predict2) from test.model cross join test.defaults; +-- -- select evalLinReg(state, predict1, predict2) from test.model inner join (select * from test.tests) using state; +-- -- select evalLinReg(state1, predict1, predict2) from test.tests; +-- +-- -- select negate(target) from test.defaults; diff --git a/dbms/tests/queries/0_stateless/00901_mytest.sql b/dbms/tests/queries/0_stateless/00901_mytest.sql new file mode 100644 index 00000000000..e9278ecb77d --- /dev/null +++ b/dbms/tests/queries/0_stateless/00901_mytest.sql @@ -0,0 +1,46 @@ +CREATE DATABASE IF NOT EXISTS test; +DROP TABLE IF EXISTS test.defaults; +CREATE TABLE IF NOT EXISTS test.defaults +( + param1 Float64, + param2 Float64, + target Float64, + predict1 Float64, + predict2 Float64 +) ENGINE = Memory; +-- -- insert into test.defaults values (2.533, 0.543, 3.181), (1.999, 1.765, 0.470), (0.631, 2.580, -1.845), (-1.164, 0.889, 0.640), (2.110, 0.768, 2.519), (1.251, 0.483, 2.659), (-3.958, 1.299, -1.576), (-2.152, -1.316, 4.556), (3.269, 1.441, 1.753), (4.206, -1.635, 8.373), (-3.479, -0.544, 2.349), (4.006, 0.167, 4.670), (-4.478, 2.400, -4.039), (1.856, 0.256, 3.417), (1.470, 1.685, 0.366), (-4.052, 2.326, -3.678), (-0.971, -0.969, 4.453), (0.881, -1.848, 7.137), (-1.551, -1.766, 5.756), (-0.988, -0.945, 4.395), (-4.636, 1.074, -1.466), (-4.074, -1.486, 3.934), (0.754, 2.627, -1.877), (1.035, 0.889, 1.738), (3.707, -1.281, 7.415), (-2.215, 1.110, -0.327), (-2.965, -1.316, 4.150), (-3.581, 1.063, -0.917), (0.548, 0.343, 2.588), (3.023, -0.870, 6.251), (4.053, -1.441, 7.909), (-0.750, 0.639, 1.348), (-4.411, 1.636, -2.477), (1.786, 0.398, 3.096), (-2.514, 0.033, 1.676), (4.935, -0.840, 7.148), (1.075, -0.921, 5.380), (-3.418, 2.177, -3.063), (3.122, 1.883, 0.795), (-2.254, -1.389, 4.650), (-4.603, 2.909, -5.119), (-1.886, -1.220, 4.497), (-0.509, -1.498, 5.741), (2.192, 1.882, 0.332), (4.056, -1.108, 7.244), (-1.918, 0.230, 1.581), (4.867, 1.516, 2.401), (-0.993, -0.011, 2.526), (-0.757, -1.192, 5.006), (-4.161, 2.059, -3.198), (2.258, 1.157, 1.814), (-3.878, -0.052, 1.165), (1.915, 2.998, -2.038), (-2.164, 2.379, -2.841), (-0.114, -1.914, 6.772), (3.812, 2.138, 0.630), (-1.863, 1.508, -0.947), (-2.964, 0.398, 0.722), (-2.046, -0.193, 2.363), (-1.525, -0.836, 3.910), (-4.557, -0.582, 1.886), (1.031, -0.461, 4.437), (-0.802, 0.699, 1.201), (3.982, 2.084, 0.824), (-2.243, 2.726, -3.573), (-3.989, -0.803, 2.611), (4.900, 0.253, 4.944), (-1.208, -1.587, 5.571), (0.370, 2.579, -1.972), (2.824, 0.964, 2.484), (-1.290, -0.128, 2.611), (0.190, 2.058, -1.021), (4.058, 2.122, 0.784), (4.879, 0.945, 3.549), (1.119, 1.992, -0.424), (4.050, 2.005, 1.015), (-0.064, 1.485, -0.002), (-2.496, 0.456, 0.840), (-1.835, 1.586, -1.090), (0.603, 1.856, -0.411), (-3.062, -0.966, 3.401), (-3.351, 0.430, 0.465), (-2.724, -1.331, 4.299), (3.291, -1.027, 6.699), (-4.263, 0.785, -0.701), (-3.289, -0.886, 3.128), (4.627, 1.331, 2.651), (-0.618, 0.602, 1.486), (0.056, 1.778, -0.528), (4.823, 1.154, 3.103), (-3.983, 0.509, -0.010), (-4.474, -1.400, 3.563), (-3.782, 2.996, -4.883), (4.515, -0.656, 6.569), (1.269, 2.592, -1.549), (-1.710, -0.241, 2.627), (2.171, 1.453, 1.180), (-1.931, -1.845, 5.726), (1.767, -1.798, 7.480), (4.352, 2.369, 0.438), (-4.498, 2.611, -4.472), (0.067, 0.517, 2.000), (4.151, 0.624, 3.827), (0.409, -0.969, 5.142), (0.193, -1.713, 6.522), (-2.487, 2.827, -3.898), (-4.363, 2.011, -3.203), (-2.383, 2.554, -3.299), (-4.457, -0.958, 2.687), (3.342, -0.360, 5.392), (0.902, 2.978, -2.505), (4.073, -1.524, 8.084), (3.036, 1.672, 1.173), (2.169, -0.564, 5.213), (-4.780, 0.962, -1.313), (-1.815, 2.096, -2.100), (-1.445, 0.458, 1.362), (1.891, -1.437, 6.820), (1.942, -1.761, 7.493), (-4.613, -1.551, 3.795), (-3.472, -1.110, 3.485), (-2.026, 1.961, -1.935), (0.091, -0.961, 4.967), (3.902, -1.336, 7.622), (-3.483, -0.769, 2.796), (-0.066, -1.233, 5.433), (2.597, 2.789, -1.280), (-1.657, -1.842, 5.856), (0.232, -1.420, 5.957), (-3.321, 1.609, -1.879), (2.673, 2.781, -1.226), (0.869, 0.072, 3.291), (1.444, -1.271, 6.264), (1.190, 1.460, 0.675), (3.497, 0.870, 3.008), (-2.884, -1.303, 4.163), (3.620, 0.381, 4.047), (2.594, 0.247, 3.803), (-3.902, -1.315, 3.678), (-4.753, -1.005, 2.634), (0.881, 0.675, 2.091), (0.414, 2.071, -0.935), (3.458, -0.920, 6.568), (-2.986, -0.411, 2.329), (3.076, -1.960, 8.458), (2.951, 2.988, -1.501), (2.408, 1.301, 1.603), (4.725, 0.366, 4.631), (4.924, -1.762, 8.985), (3.719, 0.970, 2.920), (-0.295, 0.257, 2.340), (-4.607, 2.548, -4.400), (0.288, 1.953, -0.761), (-3.311, 0.844, -0.344), (3.679, -0.642, 6.123), (-2.310, -0.838, 3.522), (-4.397, -0.226, 1.254), (-4.366, -0.024, 0.864), (2.405, 1.458, 1.286), (-4.296, -1.071, 2.994), (0.452, -1.901, 7.028), (-0.214, -0.467, 3.827), (2.559, 1.547, 1.185), (0.990, 1.539, 0.417), (0.478, -0.089, 3.417), (-2.734, -1.007, 3.646), (3.483, 0.247, 4.247), (3.507, 2.727, -0.701), (-4.399, 2.437, -4.073), (3.785, 0.036, 4.820), (-0.824, 2.417, -2.245), (-2.588, 0.369, 0.968), (-3.037, -1.639, 4.759), (4.531, -0.499, 6.264), (4.742, -1.161, 7.693), (-0.063, -0.595, 4.159), (0.697, 2.281, -1.212), (0.413, 0.607, 1.992), (-4.081, 0.383, 0.194), (0.712, 2.638, -1.920), (-1.620, 1.092, 0.006), (-3.425, -0.911, 3.109), (-0.124, 1.711, -0.484), (4.347, 1.387, 2.399), (-3.237, -0.900, 3.182), (-3.961, 0.358, 0.304), (4.326, -0.068, 5.298), (3.846, 1.725, 1.473), (-2.089, 0.953, 0.049), (-1.025, -1.470, 5.428), (2.061, -0.156, 4.343), (1.547, -1.827, 7.427), (2.786, 0.460, 3.473), (0.076, 0.659, 1.720), (3.597, 1.966, 0.866), (-0.933, -1.180, 4.894), (4.647, 1.190, 2.943), (-0.032, 0.544, 1.896), (4.461, -1.806, 8.843), (-0.586, 1.821, -0.934), (3.725, 1.715, 1.432), (-2.091, 2.714, -3.474), (4.494, -1.494, 8.236), (3.766, -0.209, 5.301), (-1.991, 1.776, -1.548), (-4.992, -0.742, 1.989), (-2.400, 1.828, -1.855), (-1.329, 0.143, 2.050), (1.954, 1.759, 0.459), (-4.422, 1.507, -2.224), (-2.243, -1.126, 4.131), (4.417, -1.080, 7.368), (1.737, -1.144, 6.157), (2.661, -1.084, 6.498), (-3.198, 0.443, 0.515), (4.191, -1.250, 7.596), (-2.419, -0.163, 2.116), (1.910, -1.173, 6.301), (-0.241, 1.902, -0.925), (-4.415, 2.479, -4.165), (3.307, -0.465, 5.583), (-2.382, 1.364, -0.920), (-3.154, 2.953, -4.483), (-2.562, 2.803, -3.888), (3.076, 0.195, 4.149), (-0.101, 0.896, 1.157), (-2.067, 1.120, -0.273), (-4.680, 2.756, -4.851), (-4.283, -0.607, 2.072), (4.013, -1.072, 7.150), (-4.401, -0.896, 2.591), (4.544, 2.498, 0.276), (4.075, -1.204, 7.445), (-3.463, 1.242, -1.216), (3.992, 2.782, -0.568), (-4.503, 0.239, 0.270), (-3.095, 1.161, -0.870), (0.768, -0.904, 5.192), (1.255, 2.870, -2.112), (-1.537, -0.049, 2.330), (2.851, -1.182, 6.789), (1.974, -0.922, 5.832), (4.447, 2.719, -0.214), (-3.413, 0.555, 0.184), (4.943, 2.120, 1.231), (3.645, -0.413, 5.648), (-4.776, 0.079, 0.453), (1.991, 1.565, 0.866), (2.413, 1.793, 0.620), (4.245, 2.663, -0.205), (-2.022, -1.180, 4.350), (-2.285, -1.246, 4.350), (2.276, 0.488, 3.162), (2.582, -0.037, 4.365), (-4.875, 1.468, -2.374), (-2.492, 2.730, -3.706), (2.696, -1.833, 8.013), (4.618, -1.127, 7.563), (-4.156, 0.987, -1.053), (1.873, -1.566, 7.068), (1.699, 0.794, 2.262), (-3.181, 1.640, -1.871), (-3.225, 1.526, -1.664), (-2.679, -1.811, 5.281), (3.717, 1.532, 1.794), (1.288, -0.999, 5.642), (-1.057, 0.044, 2.384), (-0.147, 1.108, 0.711), (-3.827, -1.139, 3.365), (0.872, -1.482, 6.399), (1.982, 0.286, 3.418), (-1.381, 2.374, -2.439), (-1.091, 2.010, -1.565), (-1.192, 2.751, -3.097), (1.468, -0.992, 5.718), (2.249, 0.949, 2.228), (3.064, 0.911, 2.711), (-1.576, -1.584, 5.380), (2.130, -1.489, 7.043), (4.386, -1.284, 7.761), (1.662, -1.645, 7.121), (-3.395, 1.784, -2.265), (4.618, 1.951, 1.406), (-0.299, 0.378, 2.095), (-2.911, 2.131, -2.717), (0.876, 2.869, -2.301), (-1.785, 0.961, 0.186), (-4.188, 2.442, -3.977), (-1.128, 0.127, 2.181), (1.755, -1.215, 6.307), (-2.276, 0.596, 0.669), (-4.630, 1.978, -3.272), (-0.454, 0.275, 2.224), (-1.950, -1.385, 4.794), (-0.889, 2.696, -2.837), (-4.832, -0.038, 0.661), (3.738, 0.604, 3.662), (-0.224, -0.465, 3.819); +-- -- insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 40.0), (0.121, -0.615, 4.290, 20.0, 40.0), (-1.099, 2.755, -3.060, 20.0, 40.0), (1.090, 2.945, -2.346, 20.0, 40.0), (0.305, 2.179, -1.205, 20.0, 40.0), (-0.925, 0.702, 1.134, 20.0, 40.0), (3.178, -1.316, 7.221, 20.0, 40.0), (-2.756, -0.473, 2.569, 20.0, 40.0), (3.665, 2.303, 0.226, 20.0, 40.0), (1.662, 1.951, -0.070, 20.0, 40.0), (2.869, 0.593, 3.249, 20.0, 40.0), (0.818, -0.593, 4.594, 20.0, 40.0), (-1.917, 0.916, 0.209, 20.0, 40.0), (2.706, 1.523, 1.307, 20.0, 40.0), (0.219, 2.162, -1.214, 20.0, 40.0), (-4.510, 1.376, -2.007, 20.0, 40.0), (4.284, -0.515, 6.173, 20.0, 40.0), (-1.101, 2.810, -3.170, 20.0, 40.0), (-1.810, -1.117, 4.329, 20.0, 40.0), (0.055, 1.115, 0.797, 20.0, 40.0), (-2.178, 2.904, -3.898, 20.0, 40.0), (-3.494, -1.814, 4.882, 20.0, 40.0), (3.027, 0.476, 3.562, 20.0, 40.0), (-1.434, 1.151, -0.018, 20.0, 40.0), (1.180, 0.992, 1.606, 20.0, 40.0), (0.015, 0.971, 1.067, 20.0, 40.0), (-0.511, -0.875, 4.495, 20.0, 40.0), (0.961, 2.348, -1.216, 20.0, 40.0), (-2.279, 0.038, 1.785, 20.0, 40.0), (-1.568, -0.248, 2.712, 20.0, 40.0), (-0.496, 0.366, 2.020, 20.0, 40.0), (1.177, -1.401, 6.390, 20.0, 40.0), (2.882, -1.442, 7.325, 20.0, 40.0), (-1.066, 1.817, -1.167, 20.0, 40.0), (-2.144, 2.791, -3.655, 20.0, 40.0), (-4.370, 2.228, -3.642, 20.0, 40.0), (3.996, 2.775, -0.553, 20.0, 40.0), (0.289, 2.055, -0.965, 20.0, 40.0), (-0.588, -1.601, 5.908, 20.0, 40.0), (-1.801, 0.417, 1.265, 20.0, 40.0), (4.375, -1.499, 8.186, 20.0, 40.0), (-2.618, 0.038, 1.615, 20.0, 40.0), (3.616, -0.833, 6.475, 20.0, 40.0), (-4.045, -1.558, 4.094, 20.0, 40.0), (-3.962, 0.636, -0.253, 20.0, 40.0), (3.505, 2.625, -0.497, 20.0, 40.0), (3.029, -0.523, 5.560, 20.0, 40.0), (-3.520, -0.474, 2.188, 20.0, 40.0), (2.430, -1.469, 7.154, 20.0, 40.0), (1.547, -1.654, 7.082, 20.0, 40.0), (-1.370, 0.575, 1.165, 20.0, 40.0), (-1.869, -1.555, 5.176, 20.0, 40.0), (3.536, 2.841, -0.913, 20.0, 40.0), (-3.810, 1.220, -1.344, 20.0, 40.0), (-1.971, 1.462, -0.910, 20.0, 40.0), (-0.243, 0.167, 2.545, 20.0, 40.0), (-1.403, 2.645, -2.991, 20.0, 40.0), (0.532, -0.114, 3.494, 20.0, 40.0), (-1.678, 0.975, 0.212, 20.0, 40.0), (-0.656, 2.140, -1.609, 20.0, 40.0), (1.743, 2.631, -1.390, 20.0, 40.0), (2.586, 2.943, -1.593, 20.0, 40.0), (-0.512, 2.969, -3.195, 20.0, 40.0), (2.283, -0.100, 4.342, 20.0, 40.0), (-4.293, 0.872, -0.890, 20.0, 40.0), (3.411, 1.300, 2.106, 20.0, 40.0), (-0.281, 2.951, -3.042, 20.0, 40.0), (-4.442, 0.384, 0.012, 20.0, 40.0), (1.194, 1.746, 0.104, 20.0, 40.0), (-1.152, 1.862, -1.300, 20.0, 40.0), (1.362, -1.341, 6.363, 20.0, 40.0), (-4.488, 2.618, -4.481, 20.0, 40.0), (3.419, -0.564, 5.837, 20.0, 40.0), (-3.392, 0.396, 0.512, 20.0, 40.0), (-1.629, -0.909, 4.003, 20.0, 40.0), (4.447, -1.088, 7.399, 20.0, 40.0), (-1.232, 1.699, -1.014, 20.0, 40.0), (-1.286, -0.609, 3.575, 20.0, 40.0), (2.437, 2.796, -1.374, 20.0, 40.0), (-4.864, 1.989, -3.410, 20.0, 40.0), (-1.716, -1.399, 4.940, 20.0, 40.0), (-3.084, 1.858, -2.259, 20.0, 40.0), (2.828, -0.319, 5.053, 20.0, 40.0), (-1.226, 2.586, -2.786, 20.0, 40.0), (2.456, 0.092, 4.044, 20.0, 40.0), (-0.989, 2.375, -2.245, 20.0, 40.0), (3.268, 0.935, 2.765, 20.0, 40.0), (-4.128, -1.995, 4.927, 20.0, 40.0), (-1.083, 2.197, -1.935, 20.0, 40.0), (-3.471, -1.198, 3.660, 20.0, 40.0), (4.617, -1.136, 7.579, 20.0, 40.0), (2.054, -1.675, 7.378, 20.0, 40.0), (4.106, 2.326, 0.402, 20.0, 40.0), (1.558, 0.310, 3.158, 20.0, 40.0), (0.792, 0.900, 1.596, 20.0, 40.0), (-3.229, 0.300, 0.785, 20.0, 40.0), (3.787, -0.793, 6.479, 20.0, 40.0), (1.786, 2.288, -0.684, 20.0, 40.0), (2.643, 0.223, 3.875, 20.0, 40.0), (-3.592, 2.122, -3.040, 20.0, 40.0), (4.519, -1.760, 8.779, 20.0, 40.0), (3.221, 2.255, 0.101, 20.0, 40.0), (4.151, 1.788, 1.500, 20.0, 40.0), (-1.033, -1.195, 4.874, 20.0, 40.0), (-1.636, -1.037, 4.257, 20.0, 40.0), (-3.548, 1.911, -2.596, 20.0, 40.0), (4.829, -0.293, 6.001, 20.0, 40.0), (-4.684, -1.664, 3.986, 20.0, 40.0), (4.531, -0.503, 6.271, 20.0, 40.0), (-3.503, -1.606, 4.460, 20.0, 40.0), (-2.036, -1.522, 5.027, 20.0, 40.0), (-0.473, -0.617, 3.997, 20.0, 40.0), (-1.554, -1.630, 5.483, 20.0, 40.0), (-3.567, -1.043, 3.302, 20.0, 40.0), (-2.038, 0.579, 0.823, 20.0, 40.0), (-3.040, 0.857, -0.233, 20.0, 40.0), (4.610, 0.562, 4.181, 20.0, 40.0), (-3.323, -1.938, 5.215, 20.0, 40.0), (4.314, 1.720, 1.717, 20.0, 40.0), (-1.220, 0.615, 1.161, 20.0, 40.0), (-2.556, 1.120, -0.519, 20.0, 40.0), (-3.717, -0.108, 1.358, 20.0, 40.0), (4.689, -1.826, 8.996, 20.0, 40.0), (3.452, 0.506, 3.713, 20.0, 40.0), (2.472, 0.612, 3.012, 20.0, 40.0), (3.452, 0.450, 3.826, 20.0, 40.0), (1.207, 2.585, -1.567, 20.0, 40.0), (-4.826, 1.090, -1.593, 20.0, 40.0), (3.116, -1.118, 6.794, 20.0, 40.0), (0.448, 2.732, -2.240, 20.0, 40.0), (-1.096, -0.525, 3.503, 20.0, 40.0), (-4.680, -0.238, 1.137, 20.0, 40.0), (2.552, -1.403, 7.082, 20.0, 40.0), (0.719, 2.997, -2.635, 20.0, 40.0), (0.347, -1.966, 7.105, 20.0, 40.0), (2.958, -0.404, 5.288, 20.0, 40.0), (0.722, -1.950, 7.261, 20.0, 40.0), (-2.851, -0.986, 3.546, 20.0, 40.0), (-4.316, -0.439, 1.721, 20.0, 40.0), (-1.685, -0.201, 2.560, 20.0, 40.0), (1.856, 0.190, 3.549, 20.0, 40.0), (-2.052, 0.206, 1.562, 20.0, 40.0), (-2.504, -0.646, 3.041, 20.0, 40.0), (3.235, 0.882, 2.854, 20.0, 40.0), (-1.366, -1.573, 5.463, 20.0, 40.0), (-3.447, 2.419, -3.562, 20.0, 40.0), (4.155, 2.092, 0.893, 20.0, 40.0), (-0.935, 0.209, 2.116, 20.0, 40.0), (3.117, -1.821, 8.201, 20.0, 40.0), (3.759, 0.577, 3.725, 20.0, 40.0), (-0.938, 2.992, -3.453, 20.0, 40.0), (-0.525, 2.341, -1.945, 20.0, 40.0), (4.540, 2.625, 0.019, 20.0, 40.0), (-2.097, 1.190, -0.429, 20.0, 40.0), (-2.672, 1.983, -2.302, 20.0, 40.0), (-3.038, -1.490, 4.460, 20.0, 40.0), (-0.943, 2.149, -1.770, 20.0, 40.0), (0.739, 1.598, 0.174, 20.0, 40.0), (1.828, 1.853, 0.208, 20.0, 40.0), (4.856, 0.137, 5.153, 20.0, 40.0), (-1.617, 0.468, 1.255, 20.0, 40.0), (-1.972, 2.053, -2.092, 20.0, 40.0), (-4.633, 1.389, -2.094, 20.0, 40.0), (-3.628, -1.156, 3.498, 20.0, 40.0), (3.597, 1.034, 2.731, 20.0, 40.0), (-1.488, -0.002, 2.261, 20.0, 40.0), (0.749, 1.921, -0.468, 20.0, 40.0), (1.304, -1.371, 6.394, 20.0, 40.0), (4.587, 2.936, -0.579, 20.0, 40.0), (-2.241, 1.791, -1.703, 20.0, 40.0), (-2.945, 1.372, -1.216, 20.0, 40.0), (1.375, 0.395, 2.898, 20.0, 40.0), (-1.281, -0.641, 3.642, 20.0, 40.0), (2.178, 0.895, 2.299, 20.0, 40.0), (3.031, -0.786, 6.087, 20.0, 40.0), (-1.385, -0.375, 3.058, 20.0, 40.0), (4.041, -0.431, 5.882, 20.0, 40.0), (0.480, -0.507, 4.254, 20.0, 40.0), (-3.797, 0.140, 0.822, 20.0, 40.0), (2.355, 2.502, -0.827, 20.0, 40.0), (1.376, -1.583, 6.854, 20.0, 40.0), (0.164, 1.405, 0.273, 20.0, 40.0), (-1.273, 1.471, -0.579, 20.0, 40.0), (0.770, 2.246, -1.107, 20.0, 40.0), (4.552, 2.904, -0.533, 20.0, 40.0), (4.259, -1.772, 8.674, 20.0, 40.0), (-0.309, 1.159, 0.528, 20.0, 40.0), (3.581, 2.700, -0.610, 20.0, 40.0), (-3.202, 0.346, 0.707, 20.0, 40.0), (-1.575, 1.242, -0.271, 20.0, 40.0), (-1.584, -0.493, 3.194, 20.0, 40.0), (-3.778, 0.150, 0.810, 20.0, 40.0), (-4.675, 1.749, -2.835, 20.0, 40.0), (3.567, -0.792, 6.367, 20.0, 40.0), (-0.417, 1.399, -0.006, 20.0, 40.0), (-4.672, 2.007, -3.349, 20.0, 40.0), (-1.034, 0.196, 2.090, 20.0, 40.0), (-3.796, 2.496, -3.890, 20.0, 40.0), (3.532, -0.497, 5.759, 20.0, 40.0), (4.868, -1.359, 8.151, 20.0, 40.0), (-0.769, 0.302, 2.011, 20.0, 40.0), (4.475, 2.612, 0.014, 20.0, 40.0), (-3.532, -0.395, 2.024, 20.0, 40.0), (0.322, 0.675, 1.812, 20.0, 40.0), (-2.028, -1.942, 5.870, 20.0, 40.0), (1.810, -1.244, 6.392, 20.0, 40.0), (-0.783, 1.242, 0.124, 20.0, 40.0), (-4.745, -1.300, 3.227, 20.0, 40.0), (1.902, 1.973, 0.005, 20.0, 40.0), (-3.453, -1.429, 4.132, 20.0, 40.0), (1.559, 0.986, 1.808, 20.0, 40.0), (0.128, 2.754, -2.443, 20.0, 40.0), (2.759, 1.727, 0.926, 20.0, 40.0), (-4.468, 1.690, -2.614, 20.0, 40.0), (-2.368, -1.922, 5.659, 20.0, 40.0), (-2.766, 2.128, -2.640, 20.0, 40.0), (0.967, -1.825, 7.133, 20.0, 40.0), (-2.854, 2.855, -4.136, 20.0, 40.0), (-2.944, 1.875, -2.222, 20.0, 40.0), (-2.632, -0.983, 3.649, 20.0, 40.0), (2.427, 2.239, -0.266, 20.0, 40.0), (-1.726, -0.838, 3.812, 20.0, 40.0), (0.007, -0.903, 4.809, 20.0, 40.0), (-2.013, 1.092, -0.191, 20.0, 40.0), (-0.449, 0.970, 0.836, 20.0, 40.0), (1.396, 0.411, 2.876, 20.0, 40.0), (-1.115, -1.790, 6.023, 20.0, 40.0), (3.748, 1.917, 1.039, 20.0, 40.0), (2.978, 1.043, 2.404, 20.0, 40.0), (-3.969, 2.514, -4.013, 20.0, 40.0), (4.455, -0.050, 5.328, 20.0, 40.0), (-3.065, -0.846, 3.160, 20.0, 40.0), (-1.069, 2.167, -1.869, 20.0, 40.0), (3.016, -1.393, 7.294, 20.0, 40.0), (0.045, -1.928, 6.879, 20.0, 40.0), (-2.555, -0.984, 3.690, 20.0, 40.0), (-1.995, -0.054, 2.111, 20.0, 40.0), (4.600, -0.509, 6.318, 20.0, 40.0), (-1.942, 1.215, -0.402, 20.0, 40.0), (1.262, 2.765, -1.899, 20.0, 40.0), (2.617, -1.106, 6.521, 20.0, 40.0), (1.737, 0.554, 2.761, 20.0, 40.0), (-2.197, 0.632, 0.638, 20.0, 40.0), (4.768, 2.618, 0.147, 20.0, 40.0), (-3.737, -0.939, 3.010, 20.0, 40.0), (-2.623, 0.595, 0.499, 20.0, 40.0), (4.752, -0.340, 6.057, 20.0, 40.0), (2.333, -1.037, 6.240, 20.0, 40.0), (4.234, -1.882, 8.881, 20.0, 40.0), (-3.393, -0.812, 2.927, 20.0, 40.0), (0.885, 1.383, 0.678, 20.0, 40.0), (0.123, 2.937, -2.812, 20.0, 40.0), (2.969, 0.760, 2.964, 20.0, 40.0), (-4.929, 1.251, -1.967, 20.0, 40.0), (1.916, 2.223, -0.488, 20.0, 40.0), (-0.020, -1.740, 6.469, 20.0, 40.0), (0.702, -1.272, 5.895, 20.0, 40.0), (2.496, 2.648, -1.048, 20.0, 40.0), (4.067, -1.475, 7.984, 20.0, 40.0), (-3.717, 1.851, -2.561, 20.0, 40.0), (1.678, -0.624, 5.088, 20.0, 40.0), (1.073, 0.695, 2.146, 20.0, 40.0), (1.842, -0.749, 5.419, 20.0, 40.0), (-3.518, 1.909, -2.578, 20.0, 40.0), (2.229, 1.189, 1.737, 20.0, 40.0), (4.987, 2.893, -0.292, 20.0, 40.0), (-4.809, 1.043, -1.490, 20.0, 40.0), (-0.241, -0.728, 4.334, 20.0, 40.0), (-3.331, 0.590, 0.156, 20.0, 40.0), (-0.455, 2.621, -2.470, 20.0, 40.0), (1.492, 1.223, 1.301, 20.0, 40.0), (3.948, 2.841, -0.709, 20.0, 40.0), (0.732, 0.446, 2.475, 20.0, 40.0), (2.400, 2.390, -0.579, 20.0, 40.0), (-2.718, 1.427, -1.213, 20.0, 40.0), (-1.826, 1.451, -0.815, 20.0, 40.0), (1.125, 0.438, 2.686, 20.0, 40.0), (-4.918, 1.880, -3.219, 20.0, 40.0), (3.068, -0.442, 5.418, 20.0, 40.0), (1.982, 1.201, 1.589, 20.0, 40.0), (0.701, -1.709, 6.768, 20.0, 40.0), (-1.496, 2.564, -2.877, 20.0, 40.0), (-3.812, 0.974, -0.853, 20.0, 40.0), (-3.405, 2.018, -2.739, 20.0, 40.0), (2.211, 2.889, -1.674, 20.0, 40.0), (-2.481, 2.931, -4.103, 20.0, 40.0), (-3.721, 2.765, -4.391, 20.0, 40.0), (-1.768, -1.292, 4.699, 20.0, 40.0), (-4.462, 1.058, -1.347, 20.0, 40.0), (-3.516, -1.942, 5.126, 20.0, 40.0), (0.485, 2.420, -1.597, 20.0, 40.0), (-0.492, 0.242, 2.270, 20.0, 40.0), (4.245, 1.689, 1.744, 20.0, 40.0), (2.234, 0.364, 3.389, 20.0, 40.0), (2.629, 2.224, -0.134, 20.0, 40.0), (-4.375, 1.221, -1.630, 20.0, 40.0), (-0.618, 1.374, -0.057, 20.0, 40.0), (-2.580, -1.604, 4.918, 20.0, 40.0), (0.159, 1.104, 0.871, 20.0, 40.0), (-3.597, 0.975, -0.749, 20.0, 40.0); +-- -- insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 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1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1) +insert into test.defaults values (1,2,1,1,2), (1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2) +-- insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 40.0), (0.121, -0.615, 4.290, 20.0, 40.0), (-1.099, 2.755, -3.060, 20.0, 40.0), (1.090, 2.945, -2.346, 20.0, 40.0), (0.305, 2.179, -1.205, 20.0, 40.0), (-0.925, 0.702, 1.134, 20.0, 40.0), (3.178, -1.316, 7.221, 20.0, 40.0), (-2.756, -0.473, 2.569, 20.0, 40.0), (3.665, 2.303, 0.226, 20.0, 40.0), (1.662, 1.951, -0.070, 20.0, 40.0), (2.869, 0.593, 3.249, 20.0, 40.0), (0.818, -0.593, 4.594, 20.0, 40.0), (-1.917, 0.916, 0.209, 20.0, 40.0), (2.706, 1.523, 1.307, 20.0, 40.0), (0.219, 2.162, -1.214, 20.0, 40.0), (-4.510, 1.376, -2.007, 20.0, 40.0), (4.284, -0.515, 6.173, 20.0, 40.0), (-1.101, 2.810, -3.170, 20.0, 40.0), (-1.810, -1.117, 4.329, 20.0, 40.0), (0.055, 1.115, 0.797, 20.0, 40.0), (-2.178, 2.904, -3.898, 20.0, 40.0), (-3.494, -1.814, 4.882, 20.0, 40.0), (3.027, 0.476, 3.562, 20.0, 40.0), (-1.434, 1.151, -0.018, 20.0, 40.0), (1.180, 0.992, 1.606, 20.0, 40.0), (0.015, 0.971, 1.067, 20.0, 40.0), (-0.511, -0.875, 4.495, 20.0, 40.0), (0.961, 2.348, -1.216, 20.0, 40.0), (-2.279, 0.038, 1.785, 20.0, 40.0), (-1.568, -0.248, 2.712, 20.0, 40.0), (-0.496, 0.366, 2.020, 20.0, 40.0), (1.177, -1.401, 6.390, 20.0, 40.0), (2.882, -1.442, 7.325, 20.0, 40.0), (-1.066, 1.817, -1.167, 20.0, 40.0), (-2.144, 2.791, -3.655, 20.0, 40.0), (-4.370, 2.228, -3.642, 20.0, 40.0), (3.996, 2.775, -0.553, 20.0, 40.0), (0.289, 2.055, -0.965, 20.0, 40.0), (-0.588, -1.601, 5.908, 20.0, 40.0), (-1.801, 0.417, 1.265, 20.0, 40.0), (4.375, -1.499, 8.186, 20.0, 40.0), (-2.618, 0.038, 1.615, 20.0, 40.0), (3.616, -0.833, 6.475, 20.0, 40.0), (-4.045, -1.558, 4.094, 20.0, 40.0), (-3.962, 0.636, -0.253, 20.0, 40.0), (3.505, 2.625, -0.497, 20.0, 40.0), (3.029, -0.523, 5.560, 20.0, 40.0), (-3.520, -0.474, 2.188, 20.0, 40.0), (2.430, -1.469, 7.154, 20.0, 40.0), (1.547, -1.654, 7.082, 20.0, 40.0), (-1.370, 0.575, 1.165, 20.0, 40.0), (-1.869, -1.555, 5.176, 20.0, 40.0), (3.536, 2.841, -0.913, 20.0, 40.0), (-3.810, 1.220, -1.344, 20.0, 40.0), (-1.971, 1.462, -0.910, 20.0, 40.0), (-0.243, 0.167, 2.545, 20.0, 40.0), (-1.403, 2.645, -2.991, 20.0, 40.0), (0.532, -0.114, 3.494, 20.0, 40.0), (-1.678, 0.975, 0.212, 20.0, 40.0), (-0.656, 2.140, -1.609, 20.0, 40.0), (1.743, 2.631, -1.390, 20.0, 40.0), (2.586, 2.943, -1.593, 20.0, 40.0), (-0.512, 2.969, -3.195, 20.0, 40.0), (2.283, -0.100, 4.342, 20.0, 40.0), (-4.293, 0.872, -0.890, 20.0, 40.0), (3.411, 1.300, 2.106, 20.0, 40.0), (-0.281, 2.951, -3.042, 20.0, 40.0), (-4.442, 0.384, 0.012, 20.0, 40.0), (1.194, 1.746, 0.104, 20.0, 40.0), (-1.152, 1.862, -1.300, 20.0, 40.0), (1.362, -1.341, 6.363, 20.0, 40.0), (-4.488, 2.618, -4.481, 20.0, 40.0), (3.419, -0.564, 5.837, 20.0, 40.0), (-3.392, 0.396, 0.512, 20.0, 40.0), (-1.629, -0.909, 4.003, 20.0, 40.0), (4.447, -1.088, 7.399, 20.0, 40.0), (-1.232, 1.699, -1.014, 20.0, 40.0), (-1.286, -0.609, 3.575, 20.0, 40.0), (2.437, 2.796, -1.374, 20.0, 40.0), (-4.864, 1.989, -3.410, 20.0, 40.0), (-1.716, -1.399, 4.940, 20.0, 40.0), (-3.084, 1.858, -2.259, 20.0, 40.0), (2.828, -0.319, 5.053, 20.0, 40.0), (-1.226, 2.586, -2.786, 20.0, 40.0), (2.456, 0.092, 4.044, 20.0, 40.0), (-0.989, 2.375, -2.245, 20.0, 40.0), (3.268, 0.935, 2.765, 20.0, 40.0), (-4.128, -1.995, 4.927, 20.0, 40.0), (-1.083, 2.197, -1.935, 20.0, 40.0), (-3.471, -1.198, 3.660, 20.0, 40.0), (4.617, -1.136, 7.579, 20.0, 40.0), (2.054, -1.675, 7.378, 20.0, 40.0), (4.106, 2.326, 0.402, 20.0, 40.0), (1.558, 0.310, 3.158, 20.0, 40.0), (0.792, 0.900, 1.596, 20.0, 40.0), (-3.229, 0.300, 0.785, 20.0, 40.0), (3.787, -0.793, 6.479, 20.0, 40.0), (1.786, 2.288, -0.684, 20.0, 40.0), (2.643, 0.223, 3.875, 20.0, 40.0), (-3.592, 2.122, -3.040, 20.0, 40.0), (4.519, -1.760, 8.779, 20.0, 40.0), (3.221, 2.255, 0.101, 20.0, 40.0), (4.151, 1.788, 1.500, 20.0, 40.0), (-1.033, -1.195, 4.874, 20.0, 40.0), (-1.636, -1.037, 4.257, 20.0, 40.0), (-3.548, 1.911, -2.596, 20.0, 40.0), (4.829, -0.293, 6.001, 20.0, 40.0), (-4.684, -1.664, 3.986, 20.0, 40.0), (4.531, -0.503, 6.271, 20.0, 40.0), (-3.503, -1.606, 4.460, 20.0, 40.0), (-2.036, -1.522, 5.027, 20.0, 40.0), (-0.473, -0.617, 3.997, 20.0, 40.0), (-1.554, -1.630, 5.483, 20.0, 40.0), (-3.567, -1.043, 3.302, 20.0, 40.0), (-2.038, 0.579, 0.823, 20.0, 40.0), (-3.040, 0.857, -0.233, 20.0, 40.0), (4.610, 0.562, 4.181, 20.0, 40.0), (-3.323, -1.938, 5.215, 20.0, 40.0), (4.314, 1.720, 1.717, 20.0, 40.0), (-1.220, 0.615, 1.161, 20.0, 40.0), (-2.556, 1.120, -0.519, 20.0, 40.0), (-3.717, -0.108, 1.358, 20.0, 40.0), (4.689, -1.826, 8.996, 20.0, 40.0), (3.452, 0.506, 3.713, 20.0, 40.0), (2.472, 0.612, 3.012, 20.0, 40.0), (3.452, 0.450, 3.826, 20.0, 40.0), (1.207, 2.585, -1.567, 20.0, 40.0), (-4.826, 1.090, -1.593, 20.0, 40.0), (3.116, -1.118, 6.794, 20.0, 40.0), (0.448, 2.732, -2.240, 20.0, 40.0), (-1.096, -0.525, 3.503, 20.0, 40.0), (-4.680, -0.238, 1.137, 20.0, 40.0), (2.552, -1.403, 7.082, 20.0, 40.0), (0.719, 2.997, -2.635, 20.0, 40.0), (0.347, -1.966, 7.105, 20.0, 40.0), (2.958, -0.404, 5.288, 20.0, 40.0), (0.722, -1.950, 7.261, 20.0, 40.0), (-2.851, -0.986, 3.546, 20.0, 40.0), (-4.316, -0.439, 1.721, 20.0, 40.0), (-1.685, -0.201, 2.560, 20.0, 40.0), (1.856, 0.190, 3.549, 20.0, 40.0), (-2.052, 0.206, 1.562, 20.0, 40.0), (-2.504, -0.646, 3.041, 20.0, 40.0), (3.235, 0.882, 2.854, 20.0, 40.0), (-1.366, -1.573, 5.463, 20.0, 40.0), (-3.447, 2.419, -3.562, 20.0, 40.0), (4.155, 2.092, 0.893, 20.0, 40.0), (-0.935, 0.209, 2.116, 20.0, 40.0), (3.117, -1.821, 8.201, 20.0, 40.0), (3.759, 0.577, 3.725, 20.0, 40.0), (-0.938, 2.992, -3.453, 20.0, 40.0), (-0.525, 2.341, -1.945, 20.0, 40.0), (4.540, 2.625, 0.019, 20.0, 40.0), (-2.097, 1.190, -0.429, 20.0, 40.0), (-2.672, 1.983, -2.302, 20.0, 40.0), (-3.038, -1.490, 4.460, 20.0, 40.0), (-0.943, 2.149, -1.770, 20.0, 40.0), (0.739, 1.598, 0.174, 20.0, 40.0), (1.828, 1.853, 0.208, 20.0, 40.0), (4.856, 0.137, 5.153, 20.0, 40.0), (-1.617, 0.468, 1.255, 20.0, 40.0), (-1.972, 2.053, -2.092, 20.0, 40.0), (-4.633, 1.389, -2.094, 20.0, 40.0), (-3.628, -1.156, 3.498, 20.0, 40.0), (3.597, 1.034, 2.731, 20.0, 40.0), (-1.488, -0.002, 2.261, 20.0, 40.0), (0.749, 1.921, -0.468, 20.0, 40.0), (1.304, -1.371, 6.394, 20.0, 40.0), (4.587, 2.936, -0.579, 20.0, 40.0), (-2.241, 1.791, -1.703, 20.0, 40.0), (-2.945, 1.372, -1.216, 20.0, 40.0), (1.375, 0.395, 2.898, 20.0, 40.0), (-1.281, -0.641, 3.642, 20.0, 40.0), (2.178, 0.895, 2.299, 20.0, 40.0), (3.031, -0.786, 6.087, 20.0, 40.0), (-1.385, -0.375, 3.058, 20.0, 40.0), (4.041, -0.431, 5.882, 20.0, 40.0), (0.480, -0.507, 4.254, 20.0, 40.0), (-3.797, 0.140, 0.822, 20.0, 40.0), (2.355, 2.502, -0.827, 20.0, 40.0), (1.376, -1.583, 6.854, 20.0, 40.0), (0.164, 1.405, 0.273, 20.0, 40.0), (-1.273, 1.471, -0.579, 20.0, 40.0), (0.770, 2.246, -1.107, 20.0, 40.0), (4.552, 2.904, -0.533, 20.0, 40.0), (4.259, -1.772, 8.674, 20.0, 40.0), (-0.309, 1.159, 0.528, 20.0, 40.0), (3.581, 2.700, -0.610, 20.0, 40.0), (-3.202, 0.346, 0.707, 20.0, 40.0), (-1.575, 1.242, -0.271, 20.0, 40.0), (-1.584, -0.493, 3.194, 20.0, 40.0), (-3.778, 0.150, 0.810, 20.0, 40.0), (-4.675, 1.749, -2.835, 20.0, 40.0), (3.567, -0.792, 6.367, 20.0, 40.0), (-0.417, 1.399, -0.006, 20.0, 40.0), (-4.672, 2.007, -3.349, 20.0, 40.0), (-1.034, 0.196, 2.090, 20.0, 40.0), (-3.796, 2.496, -3.890, 20.0, 40.0), (3.532, -0.497, 5.759, 20.0, 40.0), (4.868, -1.359, 8.151, 20.0, 40.0), (-0.769, 0.302, 2.011, 20.0, 40.0), (4.475, 2.612, 0.014, 20.0, 40.0), (-3.532, -0.395, 2.024, 20.0, 40.0), (0.322, 0.675, 1.812, 20.0, 40.0), (-2.028, -1.942, 5.870, 20.0, 40.0), (1.810, -1.244, 6.392, 20.0, 40.0), (-0.783, 1.242, 0.124, 20.0, 40.0), (-4.745, -1.300, 3.227, 20.0, 40.0), (1.902, 1.973, 0.005, 20.0, 40.0), (-3.453, -1.429, 4.132, 20.0, 40.0), (1.559, 0.986, 1.808, 20.0, 40.0), (0.128, 2.754, -2.443, 20.0, 40.0), (2.759, 1.727, 0.926, 20.0, 40.0), (-4.468, 1.690, -2.614, 20.0, 40.0), (-2.368, -1.922, 5.659, 20.0, 40.0), (-2.766, 2.128, -2.640, 20.0, 40.0), (0.967, -1.825, 7.133, 20.0, 40.0), (-2.854, 2.855, -4.136, 20.0, 40.0), (-2.944, 1.875, -2.222, 20.0, 40.0), (-2.632, -0.983, 3.649, 20.0, 40.0), (2.427, 2.239, -0.266, 20.0, 40.0), (-1.726, -0.838, 3.812, 20.0, 40.0), (0.007, -0.903, 4.809, 20.0, 40.0), (-2.013, 1.092, -0.191, 20.0, 40.0), (-0.449, 0.970, 0.836, 20.0, 40.0), (1.396, 0.411, 2.876, 20.0, 40.0), (-1.115, -1.790, 6.023, 20.0, 40.0), (3.748, 1.917, 1.039, 20.0, 40.0), (2.978, 1.043, 2.404, 20.0, 40.0), (-3.969, 2.514, -4.013, 20.0, 40.0), (4.455, -0.050, 5.328, 20.0, 40.0), (-3.065, -0.846, 3.160, 20.0, 40.0), (-1.069, 2.167, -1.869, 20.0, 40.0), (3.016, -1.393, 7.294, 20.0, 40.0), (0.045, -1.928, 6.879, 20.0, 40.0), (-2.555, -0.984, 3.690, 20.0, 40.0), (-1.995, -0.054, 2.111, 20.0, 40.0), (4.600, -0.509, 6.318, 20.0, 40.0), (-1.942, 1.215, -0.402, 20.0, 40.0), (1.262, 2.765, -1.899, 20.0, 40.0), (2.617, -1.106, 6.521, 20.0, 40.0), (1.737, 0.554, 2.761, 20.0, 40.0), (-2.197, 0.632, 0.638, 20.0, 40.0), (4.768, 2.618, 0.147, 20.0, 40.0), (-3.737, -0.939, 3.010, 20.0, 40.0), (-2.623, 0.595, 0.499, 20.0, 40.0), (4.752, -0.340, 6.057, 20.0, 40.0), (2.333, -1.037, 6.240, 20.0, 40.0), (4.234, -1.882, 8.881, 20.0, 40.0), (-3.393, -0.812, 2.927, 20.0, 40.0), (0.885, 1.383, 0.678, 20.0, 40.0), (0.123, 2.937, -2.812, 20.0, 40.0), (2.969, 0.760, 2.964, 20.0, 40.0), (-4.929, 1.251, -1.967, 20.0, 40.0), (1.916, 2.223, -0.488, 20.0, 40.0), (-0.020, -1.740, 6.469, 20.0, 40.0), (0.702, -1.272, 5.895, 20.0, 40.0), (2.496, 2.648, -1.048, 20.0, 40.0), (4.067, -1.475, 7.984, 20.0, 40.0), (-3.717, 1.851, -2.561, 20.0, 40.0), (1.678, -0.624, 5.088, 20.0, 40.0), (1.073, 0.695, 2.146, 20.0, 40.0), (1.842, -0.749, 5.419, 20.0, 40.0), (-3.518, 1.909, -2.578, 20.0, 40.0), (2.229, 1.189, 1.737, 20.0, 40.0), (4.987, 2.893, -0.292, 20.0, 40.0), (-4.809, 1.043, -1.490, 20.0, 40.0), (-0.241, -0.728, 4.334, 20.0, 40.0), (-3.331, 0.590, 0.156, 20.0, 40.0), (-0.455, 2.621, -2.470, 20.0, 40.0), (1.492, 1.223, 1.301, 20.0, 40.0), (3.948, 2.841, -0.709, 20.0, 40.0), (0.732, 0.446, 2.475, 20.0, 40.0), (2.400, 2.390, -0.579, 20.0, 40.0), (-2.718, 1.427, -1.213, 20.0, 40.0), (-1.826, 1.451, -0.815, 20.0, 40.0), (1.125, 0.438, 2.686, 20.0, 40.0), (-4.918, 1.880, -3.219, 20.0, 40.0), (3.068, -0.442, 5.418, 20.0, 40.0), (1.982, 1.201, 1.589, 20.0, 40.0), (0.701, -1.709, 6.768, 20.0, 40.0), (-1.496, 2.564, -2.877, 20.0, 40.0), (-3.812, 0.974, -0.853, 20.0, 40.0), (-3.405, 2.018, -2.739, 20.0, 40.0), (2.211, 2.889, -1.674, 20.0, 40.0), (-2.481, 2.931, -4.103, 20.0, 40.0), (-3.721, 2.765, -4.391, 20.0, 40.0), (-1.768, -1.292, 4.699, 20.0, 40.0), (-4.462, 1.058, -1.347, 20.0, 40.0), (-3.516, -1.942, 5.126, 20.0, 40.0), (0.485, 2.420, -1.597, 20.0, 40.0), (-0.492, 0.242, 2.270, 20.0, 40.0), (4.245, 1.689, 1.744, 20.0, 40.0), (2.234, 0.364, 3.389, 20.0, 40.0), (2.629, 2.224, -0.134, 20.0, 40.0), (-4.375, 1.221, -1.630, 20.0, 40.0), (-0.618, 1.374, -0.057, 20.0, 40.0), (-2.580, -1.604, 4.918, 20.0, 40.0), (0.159, 1.104, 0.871, 20.0, 40.0), (-3.597, 0.975, -0.749, 20.0, 40.0); +-- +DROP TABLE IF EXISTS test.model; +create table test.model engine = Memory as select LogicRegressionState(0.1, 5, 1.0)(target, param1, param2) as state from test.defaults; +-- -- select toTypeName(state) from test.model; +-- -- +-- -- DROP TABLE IF EXISTS test.tests; +-- -- CREATE TABLE IF NOT EXISTS test.tests +-- -- ( +-- -- predict1 Float64, +-- -- predict2 Float64, +-- -- state1 AggregateFunction(LinReg(0.01), Float64, Float64, Float64) +-- -- ) ENGINE = Memory; +-- -- insert into test.tests select 20.0, 40.0, LinRegState(0.01)(target, param1, param2) from test.defaults; +-- -- select evalLinReg(state1, predict1, predict2) from test.tests; +-- +-- +-- +-- -- DROP TABLE IF EXISTS test.prediction; +-- -- CREATE TABLE IF NOT EXISTS test.prediction +-- -- ( +-- -- predict1 Float64, +-- -- predict2 Float64 +-- -- ) ENGINE = Memory; +-- +-- +-- -- insert into test.prediction values (20.0, 40.0); +-- +-- -- select multiply(param1, param2) from test.defaults; +-- +-- -- select evalLinReg(LinRegState(0.01)(target, param1, param2), 20.0, 40.0) from test.defaults; +select evalMLMethod(state, predict1, predict2) from test.model cross join test.defaults; From 39f1d9756e9ff980d0dd487ec66e78d041896f13 Mon Sep 17 00:00:00 2001 From: Masha Date: Mon, 28 Jan 2019 11:54:55 +0000 Subject: [PATCH 011/709] fixed name Logistic --- .../AggregateFunctions/AggregateFunctionMLMethod.cpp | 8 ++++---- .../AggregateFunctions/AggregateFunctionMLMethod.h | 12 +++--------- dbms/src/Columns/ColumnAggregateFunction.cpp | 6 +++--- dbms/tests/queries/0_stateless/00901_mytest.sql | 2 +- 4 files changed, 11 insertions(+), 17 deletions(-) diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp index 6aa983defc4..116a62b8408 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp @@ -11,7 +11,7 @@ namespace { using FuncLinearRegression = AggregateFunctionMLMethod; -using FuncLogicRegression = AggregateFunctionMLMethod; +using FuncLogisticRegression = AggregateFunctionMLMethod; template AggregateFunctionPtr createAggregateFunctionMLMethod( const std::string & name, const DataTypes & argument_types, const Array & parameters) @@ -46,9 +46,9 @@ AggregateFunctionPtr createAggregateFunctionMLMethod( if (std::is_same::value) { gc = std::make_shared(argument_types.size()); - } else if (std::is_same::value) + } else if (std::is_same::value) { - gc = std::make_shared(argument_types.size()); + gc = std::make_shared(argument_types.size()); } else { throw Exception("Such gradient computer is not implemented yet", ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT); @@ -81,7 +81,7 @@ AggregateFunctionPtr createAggregateFunctionMLMethod( void registerAggregateFunctionMLMethod(AggregateFunctionFactory & factory) { factory.registerFunction("LinearRegression", createAggregateFunctionMLMethod); - factory.registerFunction("LogicRegression", createAggregateFunctionMLMethod); + factory.registerFunction("LogisticRegression", createAggregateFunctionMLMethod); } } diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h index 598ff23b5d9..4c85d5cff76 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h @@ -107,22 +107,16 @@ public: return res; } }; -class LogicRegression : public IGradientComputer +class LogisticRegression : public IGradientComputer { public: - LogicRegression(UInt32 sz) + LogisticRegression(UInt32 sz) : IGradientComputer(sz) {} void compute(const std::vector & weights, Float64 bias, Float64 learning_rate, Float64 target, const IColumn ** columns, size_t row_num) override { - //Float64 derivative = (target - bias); - //for (size_t i = 0; i < weights.size(); ++i) - //{ - // derivative -= weights[i] * static_cast &>(*columns[i + 1]).getData()[row_num]; - //} - //derivative *= (2 * learning_rate); Float64 derivative = bias; for (size_t i = 0; i < weights.size(); ++i) { @@ -409,5 +403,5 @@ private: }; struct NameLinearRegression { static constexpr auto name = "LinearRegression"; }; -struct NameLogicRegression { static constexpr auto name = "LogicRegression"; }; +struct NameLogisticRegression { static constexpr auto name = "LogisticRegression"; }; } diff --git a/dbms/src/Columns/ColumnAggregateFunction.cpp b/dbms/src/Columns/ColumnAggregateFunction.cpp index c60060f1f79..b9fa94f1956 100644 --- a/dbms/src/Columns/ColumnAggregateFunction.cpp +++ b/dbms/src/Columns/ColumnAggregateFunction.cpp @@ -124,7 +124,7 @@ MutableColumnPtr ColumnAggregateFunction::predictValues(Block & block, const Col // auto ML_function = typeid_cast *>(func.get()); auto ML_function_Linear = typeid_cast *>(func.get()); - auto ML_function_Logic = typeid_cast *>(func.get()); + auto ML_function_Logistic = typeid_cast *>(func.get()); if (ML_function_Linear) { size_t row_num = 0; @@ -132,11 +132,11 @@ MutableColumnPtr ColumnAggregateFunction::predictValues(Block & block, const Col ML_function_Linear->predictResultInto(val, *res, block, row_num, arguments); ++row_num; } - } else if (ML_function_Logic) + } else if (ML_function_Logistic) { size_t row_num = 0; for (auto val : data) { - ML_function_Logic->predictResultInto(val, *res, block, row_num, arguments); + ML_function_Logistic->predictResultInto(val, *res, block, row_num, arguments); ++row_num; } } else diff --git a/dbms/tests/queries/0_stateless/00901_mytest.sql b/dbms/tests/queries/0_stateless/00901_mytest.sql index e9278ecb77d..f6bf6a5978f 100644 --- a/dbms/tests/queries/0_stateless/00901_mytest.sql +++ b/dbms/tests/queries/0_stateless/00901_mytest.sql @@ -15,7 +15,7 @@ insert into test.defaults values (1,2,1,1,2), (1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2 -- insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 40.0), (0.121, -0.615, 4.290, 20.0, 40.0), (-1.099, 2.755, -3.060, 20.0, 40.0), (1.090, 2.945, -2.346, 20.0, 40.0), (0.305, 2.179, -1.205, 20.0, 40.0), (-0.925, 0.702, 1.134, 20.0, 40.0), (3.178, -1.316, 7.221, 20.0, 40.0), (-2.756, -0.473, 2.569, 20.0, 40.0), (3.665, 2.303, 0.226, 20.0, 40.0), (1.662, 1.951, -0.070, 20.0, 40.0), (2.869, 0.593, 3.249, 20.0, 40.0), (0.818, -0.593, 4.594, 20.0, 40.0), (-1.917, 0.916, 0.209, 20.0, 40.0), (2.706, 1.523, 1.307, 20.0, 40.0), (0.219, 2.162, -1.214, 20.0, 40.0), (-4.510, 1.376, -2.007, 20.0, 40.0), (4.284, -0.515, 6.173, 20.0, 40.0), (-1.101, 2.810, -3.170, 20.0, 40.0), (-1.810, -1.117, 4.329, 20.0, 40.0), (0.055, 1.115, 0.797, 20.0, 40.0), (-2.178, 2.904, -3.898, 20.0, 40.0), (-3.494, -1.814, 4.882, 20.0, 40.0), (3.027, 0.476, 3.562, 20.0, 40.0), (-1.434, 1.151, -0.018, 20.0, 40.0), (1.180, 0.992, 1.606, 20.0, 40.0), (0.015, 0.971, 1.067, 20.0, 40.0), (-0.511, -0.875, 4.495, 20.0, 40.0), (0.961, 2.348, -1.216, 20.0, 40.0), (-2.279, 0.038, 1.785, 20.0, 40.0), (-1.568, -0.248, 2.712, 20.0, 40.0), (-0.496, 0.366, 2.020, 20.0, 40.0), (1.177, -1.401, 6.390, 20.0, 40.0), (2.882, -1.442, 7.325, 20.0, 40.0), (-1.066, 1.817, -1.167, 20.0, 40.0), (-2.144, 2.791, -3.655, 20.0, 40.0), (-4.370, 2.228, -3.642, 20.0, 40.0), (3.996, 2.775, -0.553, 20.0, 40.0), (0.289, 2.055, -0.965, 20.0, 40.0), (-0.588, -1.601, 5.908, 20.0, 40.0), (-1.801, 0.417, 1.265, 20.0, 40.0), (4.375, -1.499, 8.186, 20.0, 40.0), (-2.618, 0.038, 1.615, 20.0, 40.0), (3.616, -0.833, 6.475, 20.0, 40.0), (-4.045, -1.558, 4.094, 20.0, 40.0), (-3.962, 0.636, -0.253, 20.0, 40.0), (3.505, 2.625, -0.497, 20.0, 40.0), (3.029, -0.523, 5.560, 20.0, 40.0), (-3.520, -0.474, 2.188, 20.0, 40.0), (2.430, -1.469, 7.154, 20.0, 40.0), (1.547, -1.654, 7.082, 20.0, 40.0), (-1.370, 0.575, 1.165, 20.0, 40.0), (-1.869, -1.555, 5.176, 20.0, 40.0), (3.536, 2.841, -0.913, 20.0, 40.0), (-3.810, 1.220, -1.344, 20.0, 40.0), (-1.971, 1.462, -0.910, 20.0, 40.0), (-0.243, 0.167, 2.545, 20.0, 40.0), (-1.403, 2.645, -2.991, 20.0, 40.0), (0.532, -0.114, 3.494, 20.0, 40.0), (-1.678, 0.975, 0.212, 20.0, 40.0), (-0.656, 2.140, -1.609, 20.0, 40.0), (1.743, 2.631, -1.390, 20.0, 40.0), (2.586, 2.943, -1.593, 20.0, 40.0), (-0.512, 2.969, -3.195, 20.0, 40.0), (2.283, -0.100, 4.342, 20.0, 40.0), (-4.293, 0.872, -0.890, 20.0, 40.0), (3.411, 1.300, 2.106, 20.0, 40.0), (-0.281, 2.951, -3.042, 20.0, 40.0), (-4.442, 0.384, 0.012, 20.0, 40.0), (1.194, 1.746, 0.104, 20.0, 40.0), (-1.152, 1.862, -1.300, 20.0, 40.0), (1.362, -1.341, 6.363, 20.0, 40.0), (-4.488, 2.618, -4.481, 20.0, 40.0), (3.419, -0.564, 5.837, 20.0, 40.0), (-3.392, 0.396, 0.512, 20.0, 40.0), (-1.629, -0.909, 4.003, 20.0, 40.0), (4.447, -1.088, 7.399, 20.0, 40.0), (-1.232, 1.699, -1.014, 20.0, 40.0), (-1.286, -0.609, 3.575, 20.0, 40.0), (2.437, 2.796, -1.374, 20.0, 40.0), (-4.864, 1.989, -3.410, 20.0, 40.0), (-1.716, -1.399, 4.940, 20.0, 40.0), (-3.084, 1.858, -2.259, 20.0, 40.0), (2.828, -0.319, 5.053, 20.0, 40.0), (-1.226, 2.586, -2.786, 20.0, 40.0), (2.456, 0.092, 4.044, 20.0, 40.0), (-0.989, 2.375, -2.245, 20.0, 40.0), (3.268, 0.935, 2.765, 20.0, 40.0), (-4.128, -1.995, 4.927, 20.0, 40.0), (-1.083, 2.197, -1.935, 20.0, 40.0), (-3.471, -1.198, 3.660, 20.0, 40.0), (4.617, -1.136, 7.579, 20.0, 40.0), (2.054, -1.675, 7.378, 20.0, 40.0), (4.106, 2.326, 0.402, 20.0, 40.0), (1.558, 0.310, 3.158, 20.0, 40.0), (0.792, 0.900, 1.596, 20.0, 40.0), (-3.229, 0.300, 0.785, 20.0, 40.0), (3.787, -0.793, 6.479, 20.0, 40.0), (1.786, 2.288, -0.684, 20.0, 40.0), (2.643, 0.223, 3.875, 20.0, 40.0), (-3.592, 2.122, -3.040, 20.0, 40.0), (4.519, -1.760, 8.779, 20.0, 40.0), (3.221, 2.255, 0.101, 20.0, 40.0), (4.151, 1.788, 1.500, 20.0, 40.0), (-1.033, -1.195, 4.874, 20.0, 40.0), (-1.636, -1.037, 4.257, 20.0, 40.0), (-3.548, 1.911, -2.596, 20.0, 40.0), (4.829, -0.293, 6.001, 20.0, 40.0), (-4.684, -1.664, 3.986, 20.0, 40.0), (4.531, -0.503, 6.271, 20.0, 40.0), (-3.503, -1.606, 4.460, 20.0, 40.0), (-2.036, -1.522, 5.027, 20.0, 40.0), (-0.473, -0.617, 3.997, 20.0, 40.0), (-1.554, -1.630, 5.483, 20.0, 40.0), (-3.567, -1.043, 3.302, 20.0, 40.0), (-2.038, 0.579, 0.823, 20.0, 40.0), (-3.040, 0.857, -0.233, 20.0, 40.0), (4.610, 0.562, 4.181, 20.0, 40.0), (-3.323, -1.938, 5.215, 20.0, 40.0), (4.314, 1.720, 1.717, 20.0, 40.0), (-1.220, 0.615, 1.161, 20.0, 40.0), (-2.556, 1.120, -0.519, 20.0, 40.0), (-3.717, -0.108, 1.358, 20.0, 40.0), (4.689, -1.826, 8.996, 20.0, 40.0), (3.452, 0.506, 3.713, 20.0, 40.0), (2.472, 0.612, 3.012, 20.0, 40.0), (3.452, 0.450, 3.826, 20.0, 40.0), (1.207, 2.585, -1.567, 20.0, 40.0), (-4.826, 1.090, -1.593, 20.0, 40.0), (3.116, -1.118, 6.794, 20.0, 40.0), (0.448, 2.732, -2.240, 20.0, 40.0), (-1.096, -0.525, 3.503, 20.0, 40.0), (-4.680, -0.238, 1.137, 20.0, 40.0), (2.552, -1.403, 7.082, 20.0, 40.0), (0.719, 2.997, -2.635, 20.0, 40.0), (0.347, -1.966, 7.105, 20.0, 40.0), (2.958, -0.404, 5.288, 20.0, 40.0), (0.722, -1.950, 7.261, 20.0, 40.0), (-2.851, -0.986, 3.546, 20.0, 40.0), (-4.316, -0.439, 1.721, 20.0, 40.0), (-1.685, -0.201, 2.560, 20.0, 40.0), (1.856, 0.190, 3.549, 20.0, 40.0), (-2.052, 0.206, 1.562, 20.0, 40.0), (-2.504, -0.646, 3.041, 20.0, 40.0), (3.235, 0.882, 2.854, 20.0, 40.0), (-1.366, -1.573, 5.463, 20.0, 40.0), (-3.447, 2.419, -3.562, 20.0, 40.0), (4.155, 2.092, 0.893, 20.0, 40.0), (-0.935, 0.209, 2.116, 20.0, 40.0), (3.117, -1.821, 8.201, 20.0, 40.0), (3.759, 0.577, 3.725, 20.0, 40.0), (-0.938, 2.992, -3.453, 20.0, 40.0), (-0.525, 2.341, -1.945, 20.0, 40.0), (4.540, 2.625, 0.019, 20.0, 40.0), (-2.097, 1.190, -0.429, 20.0, 40.0), (-2.672, 1.983, -2.302, 20.0, 40.0), (-3.038, -1.490, 4.460, 20.0, 40.0), (-0.943, 2.149, -1.770, 20.0, 40.0), (0.739, 1.598, 0.174, 20.0, 40.0), (1.828, 1.853, 0.208, 20.0, 40.0), (4.856, 0.137, 5.153, 20.0, 40.0), (-1.617, 0.468, 1.255, 20.0, 40.0), (-1.972, 2.053, -2.092, 20.0, 40.0), (-4.633, 1.389, -2.094, 20.0, 40.0), (-3.628, -1.156, 3.498, 20.0, 40.0), (3.597, 1.034, 2.731, 20.0, 40.0), (-1.488, -0.002, 2.261, 20.0, 40.0), (0.749, 1.921, -0.468, 20.0, 40.0), (1.304, -1.371, 6.394, 20.0, 40.0), (4.587, 2.936, -0.579, 20.0, 40.0), (-2.241, 1.791, -1.703, 20.0, 40.0), (-2.945, 1.372, -1.216, 20.0, 40.0), (1.375, 0.395, 2.898, 20.0, 40.0), (-1.281, -0.641, 3.642, 20.0, 40.0), (2.178, 0.895, 2.299, 20.0, 40.0), (3.031, -0.786, 6.087, 20.0, 40.0), (-1.385, -0.375, 3.058, 20.0, 40.0), (4.041, -0.431, 5.882, 20.0, 40.0), (0.480, -0.507, 4.254, 20.0, 40.0), (-3.797, 0.140, 0.822, 20.0, 40.0), (2.355, 2.502, -0.827, 20.0, 40.0), (1.376, -1.583, 6.854, 20.0, 40.0), (0.164, 1.405, 0.273, 20.0, 40.0), (-1.273, 1.471, -0.579, 20.0, 40.0), (0.770, 2.246, -1.107, 20.0, 40.0), (4.552, 2.904, -0.533, 20.0, 40.0), (4.259, -1.772, 8.674, 20.0, 40.0), (-0.309, 1.159, 0.528, 20.0, 40.0), (3.581, 2.700, -0.610, 20.0, 40.0), (-3.202, 0.346, 0.707, 20.0, 40.0), (-1.575, 1.242, -0.271, 20.0, 40.0), (-1.584, -0.493, 3.194, 20.0, 40.0), (-3.778, 0.150, 0.810, 20.0, 40.0), (-4.675, 1.749, -2.835, 20.0, 40.0), (3.567, -0.792, 6.367, 20.0, 40.0), (-0.417, 1.399, -0.006, 20.0, 40.0), (-4.672, 2.007, -3.349, 20.0, 40.0), (-1.034, 0.196, 2.090, 20.0, 40.0), (-3.796, 2.496, -3.890, 20.0, 40.0), (3.532, -0.497, 5.759, 20.0, 40.0), (4.868, -1.359, 8.151, 20.0, 40.0), (-0.769, 0.302, 2.011, 20.0, 40.0), (4.475, 2.612, 0.014, 20.0, 40.0), (-3.532, -0.395, 2.024, 20.0, 40.0), (0.322, 0.675, 1.812, 20.0, 40.0), (-2.028, -1.942, 5.870, 20.0, 40.0), (1.810, -1.244, 6.392, 20.0, 40.0), (-0.783, 1.242, 0.124, 20.0, 40.0), (-4.745, -1.300, 3.227, 20.0, 40.0), (1.902, 1.973, 0.005, 20.0, 40.0), (-3.453, -1.429, 4.132, 20.0, 40.0), (1.559, 0.986, 1.808, 20.0, 40.0), (0.128, 2.754, -2.443, 20.0, 40.0), (2.759, 1.727, 0.926, 20.0, 40.0), (-4.468, 1.690, -2.614, 20.0, 40.0), (-2.368, -1.922, 5.659, 20.0, 40.0), (-2.766, 2.128, -2.640, 20.0, 40.0), (0.967, -1.825, 7.133, 20.0, 40.0), (-2.854, 2.855, -4.136, 20.0, 40.0), (-2.944, 1.875, -2.222, 20.0, 40.0), (-2.632, -0.983, 3.649, 20.0, 40.0), (2.427, 2.239, -0.266, 20.0, 40.0), (-1.726, -0.838, 3.812, 20.0, 40.0), (0.007, -0.903, 4.809, 20.0, 40.0), (-2.013, 1.092, -0.191, 20.0, 40.0), (-0.449, 0.970, 0.836, 20.0, 40.0), (1.396, 0.411, 2.876, 20.0, 40.0), (-1.115, -1.790, 6.023, 20.0, 40.0), (3.748, 1.917, 1.039, 20.0, 40.0), (2.978, 1.043, 2.404, 20.0, 40.0), (-3.969, 2.514, -4.013, 20.0, 40.0), (4.455, -0.050, 5.328, 20.0, 40.0), (-3.065, -0.846, 3.160, 20.0, 40.0), (-1.069, 2.167, -1.869, 20.0, 40.0), (3.016, -1.393, 7.294, 20.0, 40.0), (0.045, -1.928, 6.879, 20.0, 40.0), (-2.555, -0.984, 3.690, 20.0, 40.0), (-1.995, -0.054, 2.111, 20.0, 40.0), (4.600, -0.509, 6.318, 20.0, 40.0), (-1.942, 1.215, -0.402, 20.0, 40.0), (1.262, 2.765, -1.899, 20.0, 40.0), (2.617, -1.106, 6.521, 20.0, 40.0), (1.737, 0.554, 2.761, 20.0, 40.0), (-2.197, 0.632, 0.638, 20.0, 40.0), (4.768, 2.618, 0.147, 20.0, 40.0), (-3.737, -0.939, 3.010, 20.0, 40.0), (-2.623, 0.595, 0.499, 20.0, 40.0), (4.752, -0.340, 6.057, 20.0, 40.0), (2.333, -1.037, 6.240, 20.0, 40.0), (4.234, -1.882, 8.881, 20.0, 40.0), (-3.393, -0.812, 2.927, 20.0, 40.0), (0.885, 1.383, 0.678, 20.0, 40.0), (0.123, 2.937, -2.812, 20.0, 40.0), (2.969, 0.760, 2.964, 20.0, 40.0), (-4.929, 1.251, -1.967, 20.0, 40.0), (1.916, 2.223, -0.488, 20.0, 40.0), (-0.020, -1.740, 6.469, 20.0, 40.0), (0.702, -1.272, 5.895, 20.0, 40.0), (2.496, 2.648, -1.048, 20.0, 40.0), (4.067, -1.475, 7.984, 20.0, 40.0), (-3.717, 1.851, -2.561, 20.0, 40.0), (1.678, -0.624, 5.088, 20.0, 40.0), (1.073, 0.695, 2.146, 20.0, 40.0), (1.842, -0.749, 5.419, 20.0, 40.0), (-3.518, 1.909, -2.578, 20.0, 40.0), (2.229, 1.189, 1.737, 20.0, 40.0), (4.987, 2.893, -0.292, 20.0, 40.0), (-4.809, 1.043, -1.490, 20.0, 40.0), (-0.241, -0.728, 4.334, 20.0, 40.0), (-3.331, 0.590, 0.156, 20.0, 40.0), (-0.455, 2.621, -2.470, 20.0, 40.0), (1.492, 1.223, 1.301, 20.0, 40.0), (3.948, 2.841, -0.709, 20.0, 40.0), (0.732, 0.446, 2.475, 20.0, 40.0), (2.400, 2.390, -0.579, 20.0, 40.0), (-2.718, 1.427, -1.213, 20.0, 40.0), (-1.826, 1.451, -0.815, 20.0, 40.0), (1.125, 0.438, 2.686, 20.0, 40.0), (-4.918, 1.880, -3.219, 20.0, 40.0), (3.068, -0.442, 5.418, 20.0, 40.0), (1.982, 1.201, 1.589, 20.0, 40.0), (0.701, -1.709, 6.768, 20.0, 40.0), (-1.496, 2.564, -2.877, 20.0, 40.0), (-3.812, 0.974, -0.853, 20.0, 40.0), (-3.405, 2.018, -2.739, 20.0, 40.0), (2.211, 2.889, -1.674, 20.0, 40.0), (-2.481, 2.931, -4.103, 20.0, 40.0), (-3.721, 2.765, -4.391, 20.0, 40.0), (-1.768, -1.292, 4.699, 20.0, 40.0), (-4.462, 1.058, -1.347, 20.0, 40.0), (-3.516, -1.942, 5.126, 20.0, 40.0), (0.485, 2.420, -1.597, 20.0, 40.0), (-0.492, 0.242, 2.270, 20.0, 40.0), (4.245, 1.689, 1.744, 20.0, 40.0), (2.234, 0.364, 3.389, 20.0, 40.0), (2.629, 2.224, -0.134, 20.0, 40.0), (-4.375, 1.221, -1.630, 20.0, 40.0), (-0.618, 1.374, -0.057, 20.0, 40.0), (-2.580, -1.604, 4.918, 20.0, 40.0), (0.159, 1.104, 0.871, 20.0, 40.0), (-3.597, 0.975, -0.749, 20.0, 40.0); -- DROP TABLE IF EXISTS test.model; -create table test.model engine = Memory as select LogicRegressionState(0.1, 5, 1.0)(target, param1, param2) as state from test.defaults; +create table test.model engine = Memory as select LogisticRegressionState(0.1, 5, 1.0)(target, param1, param2) as state from test.defaults; -- -- select toTypeName(state) from test.model; -- -- -- -- DROP TABLE IF EXISTS test.tests; From bfccafef49cf3a15de54f5a69e9817f99fc2c91b Mon Sep 17 00:00:00 2001 From: alexander kozhikhov Date: Mon, 11 Feb 2019 00:16:16 +0300 Subject: [PATCH 012/709] small test code --- .../AggregateFunctionMLMethod.h | 79 +++++++++++++++---- dbms/src/Columns/ColumnAggregateFunction.cpp | 13 ++- dbms/src/Functions/evalMLMethod.cpp | 11 +++ .../tests/queries/0_stateless/00900_stest.sql | 12 ++- ...{00900_mytest.sql => 10900_mytest_old.sql} | 14 +++- 5 files changed, 110 insertions(+), 19 deletions(-) rename dbms/tests/queries/0_stateless/{00900_mytest.sql => 10900_mytest_old.sql} (63%) diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h index 4c85d5cff76..2cffb9cbaae 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h @@ -60,6 +60,7 @@ public: return batch_gradient; } virtual Float64 predict(const std::vector & predict_feature, const std::vector & weights, Float64 bias) const = 0; + virtual void predict_for_all(ColumnVector::Container & container, Block & block, const ColumnNumbers & arguments, const std::vector & weights, Float64 bias) const = 0; protected: std::vector batch_gradient; // gradient for bias lies in batch_gradient[batch_gradient.size() - 1] @@ -85,7 +86,7 @@ public: batch_gradient[weights.size()] += derivative; for (size_t i = 0; i < weights.size(); ++i) { - batch_gradient[i] += derivative * static_cast &>(*columns[i + 1]).getData()[row_num];; + batch_gradient[i] += derivative * static_cast &>(*columns[i + 1]).getData()[row_num]; } } Float64 predict(const std::vector & predict_feature, const std::vector & weights, Float64 bias) const override @@ -106,6 +107,36 @@ public: return res; } + void predict_for_all(ColumnVector::Container & container, Block & block, const ColumnNumbers & arguments, const std::vector & weights, Float64 bias) const override + { + size_t rows_num = block.rows(); + std::cout << "\n\nROWS NUM: " << rows_num << "\n\n"; + std::vector results(rows_num, bias); + + + for (size_t i = 1; i < arguments.size(); ++i) + { + ColumnPtr cur_col = block.getByPosition(arguments[i]).column; + for (size_t row_num = 0; row_num != rows_num; ++row_num) + { + const auto &element = (*cur_col)[row_num]; + if (element.getType() != Field::Types::Float64) + throw Exception("Prediction arguments must be values of type Float", + ErrorCodes::BAD_ARGUMENTS); + + results[row_num] += weights[row_num] * element.get(); + // predict_features[i - 1] = element.get(); + } + } + + for (size_t row_num = 0; row_num != rows_num; ++row_num) + { + container.emplace_back(results[row_num]); + } +// column.getData().push_back(this->data(place).predict(predict_features)); +// column.getData().push_back(this->data(place).predict_for_all()); +// this->data(place).predict_for_all(column.getData(), block, arguments); + } }; class LogisticRegression : public IGradientComputer { @@ -149,6 +180,14 @@ public: res = 1 / (1 + exp(-res)); return res; } + void predict_for_all(ColumnVector::Container & container, Block & block, const ColumnNumbers & arguments, const std::vector & weights, Float64 bias) const override + { + std::ignore = container; + std::ignore = block; + std::ignore = arguments; + std::ignore = weights; + std::ignore = bias; + } }; class IWeightsUpdater @@ -191,6 +230,7 @@ public: } bias += hk_[weights.size()] / cur_batch; } + /// virtual? virtual void merge(const std::shared_ptr rhs, Float64 frac, Float64 rhs_frac) override { auto momentum_rhs = std::dynamic_pointer_cast(rhs); for (size_t i = 0; i < hk_.size(); ++i) @@ -199,9 +239,10 @@ public: } } -Float64 alpha_{0.1}; -std::vector hk_; + Float64 alpha_{0.1}; + std::vector hk_; }; + class LinearModelData { public: @@ -223,7 +264,6 @@ public: } - void add(Float64 target, const IColumn ** columns, size_t row_num) { gradient_computer->compute(weights, bias, learning_rate, target, columns, row_num); @@ -285,6 +325,10 @@ public: return gradient_computer->predict(predict_feature, weights, bias); } + void predict_for_all(ColumnVector::Container & container, Block & block, const ColumnNumbers & arguments) const + { + gradient_computer->predict_for_all(container, block, arguments, weights, bias); + } private: std::vector weights; @@ -366,23 +410,28 @@ public: void predictResultInto(ConstAggregateDataPtr place, IColumn & to, Block & block, size_t row_num, const ColumnNumbers & arguments) const { + std::ignore = row_num; + std::cout << "\n\n IM CALLED \n\n"; + if (arguments.size() != param_num + 1) throw Exception("Predict got incorrect number of arguments. Got: " + std::to_string(arguments.size()) + ". Required: " + std::to_string(param_num + 1), ErrorCodes::NUMBER_OF_ARGUMENTS_DOESNT_MATCH); auto &column = dynamic_cast &>(to); - std::vector predict_features(arguments.size() - 1); - for (size_t i = 1; i < arguments.size(); ++i) - { - const auto& element = (*block.getByPosition(arguments[i]).column)[row_num]; - if (element.getType() != Field::Types::Float64) - throw Exception("Prediction arguments must be values of type Float", - ErrorCodes::BAD_ARGUMENTS); - - predict_features[i - 1] = element.get(); - } - column.getData().push_back(this->data(place).predict(predict_features)); +// std::vector predict_features(arguments.size() - 1); +// for (size_t i = 1; i < arguments.size(); ++i) +// { +// const auto& element = (*block.getByPosition(arguments[i]).column)[row_num]; +// if (element.getType() != Field::Types::Float64) +// throw Exception("Prediction arguments must be values of type Float", +// ErrorCodes::BAD_ARGUMENTS); +// +//// predict_features[i - 1] = element.get(); +// } +// column.getData().push_back(this->data(place).predict(predict_features)); +// column.getData().push_back(this->data(place).predict_for_all()); + this->data(place).predict_for_all(column.getData(), block, arguments); } void insertResultInto(ConstAggregateDataPtr place, IColumn & to) const override diff --git a/dbms/src/Columns/ColumnAggregateFunction.cpp b/dbms/src/Columns/ColumnAggregateFunction.cpp index b9fa94f1956..0a84242c81f 100644 --- a/dbms/src/Columns/ColumnAggregateFunction.cpp +++ b/dbms/src/Columns/ColumnAggregateFunction.cpp @@ -33,9 +33,9 @@ void ColumnAggregateFunction::addArena(ArenaPtr arena_) arenas.push_back(arena_); } -bool ColumnAggregateFunction::convertion(MutableColumnPtr* res_) const +bool ColumnAggregateFunction::convertion(MutableColumnPtr *res_) const { - if (const AggregateFunctionState * function_state = typeid_cast(func.get())) + if (const AggregateFunctionState *function_state = typeid_cast(func.get())) { auto res = createView(); res->set(function_state->getNestedFunction()); @@ -122,16 +122,25 @@ MutableColumnPtr ColumnAggregateFunction::predictValues(Block & block, const Col return res; } + std::cout << "\n\nHELLO: " << data.size() << "\n\n"; + /// На моих тестах дважды в эту функцию приходит нечтно, имеющее data.size() == 0 однако оно по сути ничего не делает в следующих строках + if (1 != data.size()) + return res; + // auto ML_function = typeid_cast *>(func.get()); auto ML_function_Linear = typeid_cast *>(func.get()); auto ML_function_Logistic = typeid_cast *>(func.get()); if (ML_function_Linear) { size_t row_num = 0; + std::cout << "\n\nIM HERE\n" << data.size() << "\n"; for (auto val : data) { + std::cout << "HIII\n\n"; ML_function_Linear->predictResultInto(val, *res, block, row_num, arguments); ++row_num; } +// ML_function_Linear->predictResultInto(data[0], *res, block, row_num, arguments); + } else if (ML_function_Logistic) { size_t row_num = 0; diff --git a/dbms/src/Functions/evalMLMethod.cpp b/dbms/src/Functions/evalMLMethod.cpp index e299206dbd2..23e21b3605f 100644 --- a/dbms/src/Functions/evalMLMethod.cpp +++ b/dbms/src/Functions/evalMLMethod.cpp @@ -59,9 +59,20 @@ namespace DB void executeImpl(Block & block, const ColumnNumbers & arguments, size_t result, size_t /*input_rows_count*/) override { +// const ColumnAggregateFunction * column_with_states = +// typeid_cast(static_cast(&*block.getByPosition(arguments.at(0)).column)); + + +// std::cout << "\n\n\nHELOOOOO\n\n\n"; // завести МЛ_аггр_функции как отдельный класс, чтобы тут сразу это проверять, а не делать это внутри predictValues() const ColumnAggregateFunction * column_with_states = typeid_cast(&*block.getByPosition(arguments.at(0)).column); +// std::cout << "\n\n\nHELOOOOO 2\n\n\n"; + +// const ColumnConst * column_with_states +// = typeid_cast(&*block.getByPosition(arguments.at(0)).column); + + if (!column_with_states) throw Exception("Illegal column " + block.getByPosition(arguments.at(0)).column->getName() + " of first argument of function " diff --git a/dbms/tests/queries/0_stateless/00900_stest.sql b/dbms/tests/queries/0_stateless/00900_stest.sql index 0a0acfdee11..739de5aae35 100644 --- a/dbms/tests/queries/0_stateless/00900_stest.sql +++ b/dbms/tests/queries/0_stateless/00900_stest.sql @@ -41,7 +41,17 @@ create table test.model engine = Memory as select LinearRegressionState(0.1, 5, -- -- select multiply(param1, param2) from test.defaults; -- -- -- select evalLinReg(LinRegState(0.01)(target, param1, param2), 20.0, 40.0) from test.defaults; -select evalMLMethod(state, predict1, predict2) from test.model cross join test.defaults; + +-- select evalMLMethod(state, predict1, predict2) from test.model cross join test.defaults; + + +-- select evalMLMethod(state, predict1, predict2) from test.model cross join test.defaults; + +-- select evalMLMethod(state, 0.1, 0.2) from test.model; + +-- with (select state from test.model) as model select evalMLMethod(model, predict1, predict2) from test.defaults; + + -- -- select evalLinReg(state, predict1, predict2) from test.model inner join (select * from test.tests) using state; -- -- select evalLinReg(state1, predict1, predict2) from test.tests; -- diff --git a/dbms/tests/queries/0_stateless/00900_mytest.sql b/dbms/tests/queries/0_stateless/10900_mytest_old.sql similarity index 63% rename from dbms/tests/queries/0_stateless/00900_mytest.sql rename to dbms/tests/queries/0_stateless/10900_mytest_old.sql index ddb99c77d19..bdeaf50f1ae 100644 --- a/dbms/tests/queries/0_stateless/00900_mytest.sql +++ b/dbms/tests/queries/0_stateless/10900_mytest_old.sql @@ -9,9 +9,12 @@ CREATE TABLE IF NOT EXISTS test.defaults predict2 Float64 ) ENGINE = Memory; -- -- insert into test.defaults values (2.533, 0.543, 3.181), (1.999, 1.765, 0.470), (0.631, 2.580, -1.845), (-1.164, 0.889, 0.640), (2.110, 0.768, 2.519), (1.251, 0.483, 2.659), (-3.958, 1.299, -1.576), (-2.152, -1.316, 4.556), (3.269, 1.441, 1.753), (4.206, -1.635, 8.373), (-3.479, -0.544, 2.349), (4.006, 0.167, 4.670), (-4.478, 2.400, -4.039), (1.856, 0.256, 3.417), (1.470, 1.685, 0.366), (-4.052, 2.326, -3.678), (-0.971, -0.969, 4.453), (0.881, -1.848, 7.137), (-1.551, -1.766, 5.756), (-0.988, -0.945, 4.395), (-4.636, 1.074, -1.466), (-4.074, -1.486, 3.934), (0.754, 2.627, -1.877), (1.035, 0.889, 1.738), (3.707, -1.281, 7.415), (-2.215, 1.110, -0.327), (-2.965, -1.316, 4.150), (-3.581, 1.063, -0.917), (0.548, 0.343, 2.588), (3.023, -0.870, 6.251), (4.053, -1.441, 7.909), (-0.750, 0.639, 1.348), (-4.411, 1.636, -2.477), (1.786, 0.398, 3.096), (-2.514, 0.033, 1.676), (4.935, -0.840, 7.148), (1.075, -0.921, 5.380), (-3.418, 2.177, -3.063), (3.122, 1.883, 0.795), (-2.254, -1.389, 4.650), (-4.603, 2.909, -5.119), (-1.886, -1.220, 4.497), (-0.509, -1.498, 5.741), (2.192, 1.882, 0.332), (4.056, -1.108, 7.244), (-1.918, 0.230, 1.581), (4.867, 1.516, 2.401), (-0.993, -0.011, 2.526), (-0.757, -1.192, 5.006), (-4.161, 2.059, -3.198), (2.258, 1.157, 1.814), (-3.878, -0.052, 1.165), (1.915, 2.998, -2.038), (-2.164, 2.379, -2.841), (-0.114, -1.914, 6.772), (3.812, 2.138, 0.630), (-1.863, 1.508, -0.947), (-2.964, 0.398, 0.722), (-2.046, -0.193, 2.363), (-1.525, -0.836, 3.910), (-4.557, -0.582, 1.886), (1.031, -0.461, 4.437), (-0.802, 0.699, 1.201), (3.982, 2.084, 0.824), (-2.243, 2.726, -3.573), (-3.989, -0.803, 2.611), (4.900, 0.253, 4.944), (-1.208, -1.587, 5.571), (0.370, 2.579, -1.972), (2.824, 0.964, 2.484), (-1.290, -0.128, 2.611), (0.190, 2.058, -1.021), (4.058, 2.122, 0.784), (4.879, 0.945, 3.549), (1.119, 1.992, -0.424), (4.050, 2.005, 1.015), (-0.064, 1.485, -0.002), (-2.496, 0.456, 0.840), (-1.835, 1.586, -1.090), (0.603, 1.856, -0.411), (-3.062, -0.966, 3.401), (-3.351, 0.430, 0.465), (-2.724, -1.331, 4.299), (3.291, -1.027, 6.699), (-4.263, 0.785, -0.701), (-3.289, -0.886, 3.128), (4.627, 1.331, 2.651), (-0.618, 0.602, 1.486), (0.056, 1.778, -0.528), (4.823, 1.154, 3.103), (-3.983, 0.509, -0.010), (-4.474, -1.400, 3.563), (-3.782, 2.996, -4.883), (4.515, -0.656, 6.569), (1.269, 2.592, -1.549), (-1.710, -0.241, 2.627), (2.171, 1.453, 1.180), (-1.931, -1.845, 5.726), (1.767, -1.798, 7.480), (4.352, 2.369, 0.438), (-4.498, 2.611, -4.472), (0.067, 0.517, 2.000), (4.151, 0.624, 3.827), (0.409, -0.969, 5.142), (0.193, -1.713, 6.522), (-2.487, 2.827, -3.898), (-4.363, 2.011, -3.203), (-2.383, 2.554, -3.299), (-4.457, -0.958, 2.687), (3.342, -0.360, 5.392), (0.902, 2.978, -2.505), (4.073, -1.524, 8.084), (3.036, 1.672, 1.173), (2.169, -0.564, 5.213), (-4.780, 0.962, -1.313), (-1.815, 2.096, -2.100), (-1.445, 0.458, 1.362), (1.891, -1.437, 6.820), (1.942, -1.761, 7.493), (-4.613, -1.551, 3.795), (-3.472, -1.110, 3.485), (-2.026, 1.961, -1.935), (0.091, -0.961, 4.967), (3.902, -1.336, 7.622), (-3.483, -0.769, 2.796), (-0.066, -1.233, 5.433), (2.597, 2.789, -1.280), (-1.657, -1.842, 5.856), (0.232, -1.420, 5.957), (-3.321, 1.609, -1.879), (2.673, 2.781, -1.226), (0.869, 0.072, 3.291), (1.444, -1.271, 6.264), (1.190, 1.460, 0.675), (3.497, 0.870, 3.008), (-2.884, -1.303, 4.163), (3.620, 0.381, 4.047), (2.594, 0.247, 3.803), (-3.902, -1.315, 3.678), (-4.753, -1.005, 2.634), (0.881, 0.675, 2.091), (0.414, 2.071, -0.935), (3.458, -0.920, 6.568), (-2.986, -0.411, 2.329), (3.076, -1.960, 8.458), (2.951, 2.988, -1.501), (2.408, 1.301, 1.603), (4.725, 0.366, 4.631), (4.924, -1.762, 8.985), (3.719, 0.970, 2.920), (-0.295, 0.257, 2.340), (-4.607, 2.548, -4.400), (0.288, 1.953, -0.761), (-3.311, 0.844, -0.344), (3.679, -0.642, 6.123), (-2.310, -0.838, 3.522), (-4.397, -0.226, 1.254), (-4.366, -0.024, 0.864), (2.405, 1.458, 1.286), (-4.296, -1.071, 2.994), (0.452, -1.901, 7.028), (-0.214, -0.467, 3.827), (2.559, 1.547, 1.185), (0.990, 1.539, 0.417), (0.478, -0.089, 3.417), (-2.734, -1.007, 3.646), (3.483, 0.247, 4.247), (3.507, 2.727, -0.701), (-4.399, 2.437, -4.073), (3.785, 0.036, 4.820), (-0.824, 2.417, -2.245), (-2.588, 0.369, 0.968), (-3.037, -1.639, 4.759), (4.531, -0.499, 6.264), (4.742, -1.161, 7.693), (-0.063, -0.595, 4.159), (0.697, 2.281, -1.212), (0.413, 0.607, 1.992), (-4.081, 0.383, 0.194), (0.712, 2.638, -1.920), (-1.620, 1.092, 0.006), (-3.425, -0.911, 3.109), (-0.124, 1.711, -0.484), (4.347, 1.387, 2.399), (-3.237, -0.900, 3.182), (-3.961, 0.358, 0.304), (4.326, -0.068, 5.298), (3.846, 1.725, 1.473), (-2.089, 0.953, 0.049), (-1.025, -1.470, 5.428), (2.061, -0.156, 4.343), (1.547, -1.827, 7.427), (2.786, 0.460, 3.473), (0.076, 0.659, 1.720), (3.597, 1.966, 0.866), (-0.933, -1.180, 4.894), (4.647, 1.190, 2.943), (-0.032, 0.544, 1.896), (4.461, -1.806, 8.843), (-0.586, 1.821, -0.934), (3.725, 1.715, 1.432), (-2.091, 2.714, -3.474), (4.494, -1.494, 8.236), (3.766, -0.209, 5.301), (-1.991, 1.776, -1.548), (-4.992, -0.742, 1.989), (-2.400, 1.828, -1.855), (-1.329, 0.143, 2.050), (1.954, 1.759, 0.459), (-4.422, 1.507, -2.224), (-2.243, -1.126, 4.131), (4.417, -1.080, 7.368), (1.737, -1.144, 6.157), (2.661, -1.084, 6.498), (-3.198, 0.443, 0.515), (4.191, -1.250, 7.596), (-2.419, -0.163, 2.116), (1.910, -1.173, 6.301), (-0.241, 1.902, -0.925), (-4.415, 2.479, -4.165), (3.307, -0.465, 5.583), (-2.382, 1.364, -0.920), (-3.154, 2.953, -4.483), (-2.562, 2.803, -3.888), (3.076, 0.195, 4.149), (-0.101, 0.896, 1.157), (-2.067, 1.120, -0.273), (-4.680, 2.756, -4.851), (-4.283, -0.607, 2.072), (4.013, -1.072, 7.150), (-4.401, -0.896, 2.591), (4.544, 2.498, 0.276), (4.075, -1.204, 7.445), (-3.463, 1.242, -1.216), (3.992, 2.782, -0.568), (-4.503, 0.239, 0.270), (-3.095, 1.161, -0.870), (0.768, -0.904, 5.192), (1.255, 2.870, -2.112), (-1.537, -0.049, 2.330), (2.851, -1.182, 6.789), (1.974, -0.922, 5.832), (4.447, 2.719, -0.214), (-3.413, 0.555, 0.184), (4.943, 2.120, 1.231), (3.645, -0.413, 5.648), (-4.776, 0.079, 0.453), (1.991, 1.565, 0.866), (2.413, 1.793, 0.620), (4.245, 2.663, -0.205), (-2.022, -1.180, 4.350), (-2.285, -1.246, 4.350), (2.276, 0.488, 3.162), (2.582, -0.037, 4.365), (-4.875, 1.468, -2.374), (-2.492, 2.730, -3.706), (2.696, -1.833, 8.013), (4.618, -1.127, 7.563), (-4.156, 0.987, -1.053), (1.873, -1.566, 7.068), (1.699, 0.794, 2.262), (-3.181, 1.640, -1.871), (-3.225, 1.526, -1.664), (-2.679, -1.811, 5.281), (3.717, 1.532, 1.794), (1.288, -0.999, 5.642), (-1.057, 0.044, 2.384), (-0.147, 1.108, 0.711), (-3.827, -1.139, 3.365), (0.872, -1.482, 6.399), (1.982, 0.286, 3.418), (-1.381, 2.374, -2.439), (-1.091, 2.010, -1.565), (-1.192, 2.751, -3.097), (1.468, -0.992, 5.718), (2.249, 0.949, 2.228), (3.064, 0.911, 2.711), (-1.576, -1.584, 5.380), (2.130, -1.489, 7.043), (4.386, -1.284, 7.761), (1.662, -1.645, 7.121), (-3.395, 1.784, -2.265), (4.618, 1.951, 1.406), (-0.299, 0.378, 2.095), (-2.911, 2.131, -2.717), (0.876, 2.869, -2.301), (-1.785, 0.961, 0.186), (-4.188, 2.442, -3.977), (-1.128, 0.127, 2.181), (1.755, -1.215, 6.307), (-2.276, 0.596, 0.669), (-4.630, 1.978, -3.272), (-0.454, 0.275, 2.224), (-1.950, -1.385, 4.794), (-0.889, 2.696, -2.837), (-4.832, -0.038, 0.661), (3.738, 0.604, 3.662), (-0.224, -0.465, 3.819); -insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 40.0), (0.121, -0.615, 4.290, 20.0, 40.0), (-1.099, 2.755, -3.060, 20.0, 40.0), (1.090, 2.945, -2.346, 20.0, 40.0), (0.305, 2.179, -1.205, 20.0, 40.0), (-0.925, 0.702, 1.134, 20.0, 40.0), (3.178, -1.316, 7.221, 20.0, 40.0), (-2.756, -0.473, 2.569, 20.0, 40.0), (3.665, 2.303, 0.226, 20.0, 40.0), (1.662, 1.951, -0.070, 20.0, 40.0), (2.869, 0.593, 3.249, 20.0, 40.0), (0.818, -0.593, 4.594, 20.0, 40.0), (-1.917, 0.916, 0.209, 20.0, 40.0), (2.706, 1.523, 1.307, 20.0, 40.0), (0.219, 2.162, -1.214, 20.0, 40.0), (-4.510, 1.376, -2.007, 20.0, 40.0), (4.284, -0.515, 6.173, 20.0, 40.0), (-1.101, 2.810, -3.170, 20.0, 40.0), (-1.810, -1.117, 4.329, 20.0, 40.0), (0.055, 1.115, 0.797, 20.0, 40.0), (-2.178, 2.904, -3.898, 20.0, 40.0), (-3.494, -1.814, 4.882, 20.0, 40.0), (3.027, 0.476, 3.562, 20.0, 40.0), (-1.434, 1.151, -0.018, 20.0, 40.0), (1.180, 0.992, 1.606, 20.0, 40.0), (0.015, 0.971, 1.067, 20.0, 40.0), (-0.511, -0.875, 4.495, 20.0, 40.0), (0.961, 2.348, -1.216, 20.0, 40.0), (-2.279, 0.038, 1.785, 20.0, 40.0), (-1.568, -0.248, 2.712, 20.0, 40.0), (-0.496, 0.366, 2.020, 20.0, 40.0), (1.177, -1.401, 6.390, 20.0, 40.0), (2.882, -1.442, 7.325, 20.0, 40.0), (-1.066, 1.817, -1.167, 20.0, 40.0), (-2.144, 2.791, -3.655, 20.0, 40.0), (-4.370, 2.228, -3.642, 20.0, 40.0), (3.996, 2.775, -0.553, 20.0, 40.0), (0.289, 2.055, -0.965, 20.0, 40.0), (-0.588, -1.601, 5.908, 20.0, 40.0), (-1.801, 0.417, 1.265, 20.0, 40.0), (4.375, -1.499, 8.186, 20.0, 40.0), (-2.618, 0.038, 1.615, 20.0, 40.0), (3.616, -0.833, 6.475, 20.0, 40.0), (-4.045, -1.558, 4.094, 20.0, 40.0), (-3.962, 0.636, -0.253, 20.0, 40.0), (3.505, 2.625, -0.497, 20.0, 40.0), (3.029, -0.523, 5.560, 20.0, 40.0), (-3.520, -0.474, 2.188, 20.0, 40.0), (2.430, -1.469, 7.154, 20.0, 40.0), (1.547, -1.654, 7.082, 20.0, 40.0), (-1.370, 0.575, 1.165, 20.0, 40.0), (-1.869, -1.555, 5.176, 20.0, 40.0), (3.536, 2.841, -0.913, 20.0, 40.0), (-3.810, 1.220, -1.344, 20.0, 40.0), (-1.971, 1.462, -0.910, 20.0, 40.0), (-0.243, 0.167, 2.545, 20.0, 40.0), (-1.403, 2.645, -2.991, 20.0, 40.0), (0.532, -0.114, 3.494, 20.0, 40.0), (-1.678, 0.975, 0.212, 20.0, 40.0), (-0.656, 2.140, -1.609, 20.0, 40.0), (1.743, 2.631, -1.390, 20.0, 40.0), (2.586, 2.943, -1.593, 20.0, 40.0), (-0.512, 2.969, -3.195, 20.0, 40.0), (2.283, -0.100, 4.342, 20.0, 40.0), (-4.293, 0.872, -0.890, 20.0, 40.0), (3.411, 1.300, 2.106, 20.0, 40.0), (-0.281, 2.951, -3.042, 20.0, 40.0), (-4.442, 0.384, 0.012, 20.0, 40.0), (1.194, 1.746, 0.104, 20.0, 40.0), (-1.152, 1.862, -1.300, 20.0, 40.0), (1.362, -1.341, 6.363, 20.0, 40.0), (-4.488, 2.618, -4.481, 20.0, 40.0), (3.419, -0.564, 5.837, 20.0, 40.0), (-3.392, 0.396, 0.512, 20.0, 40.0), (-1.629, -0.909, 4.003, 20.0, 40.0), (4.447, -1.088, 7.399, 20.0, 40.0), (-1.232, 1.699, -1.014, 20.0, 40.0), (-1.286, -0.609, 3.575, 20.0, 40.0), (2.437, 2.796, -1.374, 20.0, 40.0), (-4.864, 1.989, -3.410, 20.0, 40.0), (-1.716, -1.399, 4.940, 20.0, 40.0), (-3.084, 1.858, -2.259, 20.0, 40.0), (2.828, -0.319, 5.053, 20.0, 40.0), (-1.226, 2.586, -2.786, 20.0, 40.0), (2.456, 0.092, 4.044, 20.0, 40.0), (-0.989, 2.375, -2.245, 20.0, 40.0), (3.268, 0.935, 2.765, 20.0, 40.0), (-4.128, -1.995, 4.927, 20.0, 40.0), (-1.083, 2.197, -1.935, 20.0, 40.0), (-3.471, -1.198, 3.660, 20.0, 40.0), (4.617, -1.136, 7.579, 20.0, 40.0), (2.054, -1.675, 7.378, 20.0, 40.0), (4.106, 2.326, 0.402, 20.0, 40.0), (1.558, 0.310, 3.158, 20.0, 40.0), (0.792, 0.900, 1.596, 20.0, 40.0), (-3.229, 0.300, 0.785, 20.0, 40.0), (3.787, -0.793, 6.479, 20.0, 40.0), (1.786, 2.288, -0.684, 20.0, 40.0), (2.643, 0.223, 3.875, 20.0, 40.0), (-3.592, 2.122, -3.040, 20.0, 40.0), (4.519, -1.760, 8.779, 20.0, 40.0), (3.221, 2.255, 0.101, 20.0, 40.0), (4.151, 1.788, 1.500, 20.0, 40.0), (-1.033, -1.195, 4.874, 20.0, 40.0), (-1.636, -1.037, 4.257, 20.0, 40.0), (-3.548, 1.911, -2.596, 20.0, 40.0), (4.829, -0.293, 6.001, 20.0, 40.0), (-4.684, -1.664, 3.986, 20.0, 40.0), (4.531, -0.503, 6.271, 20.0, 40.0), (-3.503, -1.606, 4.460, 20.0, 40.0), (-2.036, -1.522, 5.027, 20.0, 40.0), (-0.473, -0.617, 3.997, 20.0, 40.0), (-1.554, -1.630, 5.483, 20.0, 40.0), (-3.567, -1.043, 3.302, 20.0, 40.0), (-2.038, 0.579, 0.823, 20.0, 40.0), (-3.040, 0.857, -0.233, 20.0, 40.0), (4.610, 0.562, 4.181, 20.0, 40.0), (-3.323, -1.938, 5.215, 20.0, 40.0), (4.314, 1.720, 1.717, 20.0, 40.0), (-1.220, 0.615, 1.161, 20.0, 40.0), (-2.556, 1.120, -0.519, 20.0, 40.0), (-3.717, -0.108, 1.358, 20.0, 40.0), (4.689, -1.826, 8.996, 20.0, 40.0), (3.452, 0.506, 3.713, 20.0, 40.0), (2.472, 0.612, 3.012, 20.0, 40.0), (3.452, 0.450, 3.826, 20.0, 40.0), (1.207, 2.585, -1.567, 20.0, 40.0), (-4.826, 1.090, -1.593, 20.0, 40.0), (3.116, -1.118, 6.794, 20.0, 40.0), (0.448, 2.732, -2.240, 20.0, 40.0), (-1.096, -0.525, 3.503, 20.0, 40.0), (-4.680, -0.238, 1.137, 20.0, 40.0), (2.552, -1.403, 7.082, 20.0, 40.0), (0.719, 2.997, -2.635, 20.0, 40.0), (0.347, -1.966, 7.105, 20.0, 40.0), (2.958, -0.404, 5.288, 20.0, 40.0), (0.722, -1.950, 7.261, 20.0, 40.0), (-2.851, -0.986, 3.546, 20.0, 40.0), (-4.316, -0.439, 1.721, 20.0, 40.0), (-1.685, -0.201, 2.560, 20.0, 40.0), (1.856, 0.190, 3.549, 20.0, 40.0), (-2.052, 0.206, 1.562, 20.0, 40.0), (-2.504, -0.646, 3.041, 20.0, 40.0), (3.235, 0.882, 2.854, 20.0, 40.0), (-1.366, -1.573, 5.463, 20.0, 40.0), (-3.447, 2.419, -3.562, 20.0, 40.0), (4.155, 2.092, 0.893, 20.0, 40.0), (-0.935, 0.209, 2.116, 20.0, 40.0), (3.117, -1.821, 8.201, 20.0, 40.0), (3.759, 0.577, 3.725, 20.0, 40.0), (-0.938, 2.992, -3.453, 20.0, 40.0), (-0.525, 2.341, -1.945, 20.0, 40.0), (4.540, 2.625, 0.019, 20.0, 40.0), (-2.097, 1.190, -0.429, 20.0, 40.0), (-2.672, 1.983, -2.302, 20.0, 40.0), (-3.038, -1.490, 4.460, 20.0, 40.0), (-0.943, 2.149, -1.770, 20.0, 40.0), (0.739, 1.598, 0.174, 20.0, 40.0), (1.828, 1.853, 0.208, 20.0, 40.0), (4.856, 0.137, 5.153, 20.0, 40.0), (-1.617, 0.468, 1.255, 20.0, 40.0), (-1.972, 2.053, -2.092, 20.0, 40.0), (-4.633, 1.389, -2.094, 20.0, 40.0), (-3.628, -1.156, 3.498, 20.0, 40.0), (3.597, 1.034, 2.731, 20.0, 40.0), (-1.488, -0.002, 2.261, 20.0, 40.0), (0.749, 1.921, -0.468, 20.0, 40.0), (1.304, -1.371, 6.394, 20.0, 40.0), (4.587, 2.936, -0.579, 20.0, 40.0), (-2.241, 1.791, -1.703, 20.0, 40.0), (-2.945, 1.372, -1.216, 20.0, 40.0), (1.375, 0.395, 2.898, 20.0, 40.0), (-1.281, -0.641, 3.642, 20.0, 40.0), (2.178, 0.895, 2.299, 20.0, 40.0), (3.031, -0.786, 6.087, 20.0, 40.0), (-1.385, -0.375, 3.058, 20.0, 40.0), (4.041, -0.431, 5.882, 20.0, 40.0), (0.480, -0.507, 4.254, 20.0, 40.0), (-3.797, 0.140, 0.822, 20.0, 40.0), (2.355, 2.502, -0.827, 20.0, 40.0), (1.376, -1.583, 6.854, 20.0, 40.0), (0.164, 1.405, 0.273, 20.0, 40.0), (-1.273, 1.471, -0.579, 20.0, 40.0), (0.770, 2.246, -1.107, 20.0, 40.0), (4.552, 2.904, -0.533, 20.0, 40.0), (4.259, -1.772, 8.674, 20.0, 40.0), (-0.309, 1.159, 0.528, 20.0, 40.0), (3.581, 2.700, -0.610, 20.0, 40.0), (-3.202, 0.346, 0.707, 20.0, 40.0), (-1.575, 1.242, -0.271, 20.0, 40.0), (-1.584, -0.493, 3.194, 20.0, 40.0), (-3.778, 0.150, 0.810, 20.0, 40.0), (-4.675, 1.749, -2.835, 20.0, 40.0), (3.567, -0.792, 6.367, 20.0, 40.0), (-0.417, 1.399, -0.006, 20.0, 40.0), (-4.672, 2.007, -3.349, 20.0, 40.0), (-1.034, 0.196, 2.090, 20.0, 40.0), (-3.796, 2.496, -3.890, 20.0, 40.0), (3.532, -0.497, 5.759, 20.0, 40.0), (4.868, -1.359, 8.151, 20.0, 40.0), (-0.769, 0.302, 2.011, 20.0, 40.0), (4.475, 2.612, 0.014, 20.0, 40.0), (-3.532, -0.395, 2.024, 20.0, 40.0), (0.322, 0.675, 1.812, 20.0, 40.0), (-2.028, -1.942, 5.870, 20.0, 40.0), (1.810, -1.244, 6.392, 20.0, 40.0), (-0.783, 1.242, 0.124, 20.0, 40.0), (-4.745, -1.300, 3.227, 20.0, 40.0), (1.902, 1.973, 0.005, 20.0, 40.0), (-3.453, -1.429, 4.132, 20.0, 40.0), (1.559, 0.986, 1.808, 20.0, 40.0), (0.128, 2.754, -2.443, 20.0, 40.0), (2.759, 1.727, 0.926, 20.0, 40.0), (-4.468, 1.690, -2.614, 20.0, 40.0), (-2.368, -1.922, 5.659, 20.0, 40.0), (-2.766, 2.128, -2.640, 20.0, 40.0), (0.967, -1.825, 7.133, 20.0, 40.0), (-2.854, 2.855, -4.136, 20.0, 40.0), (-2.944, 1.875, -2.222, 20.0, 40.0), (-2.632, -0.983, 3.649, 20.0, 40.0), (2.427, 2.239, -0.266, 20.0, 40.0), (-1.726, -0.838, 3.812, 20.0, 40.0), (0.007, -0.903, 4.809, 20.0, 40.0), (-2.013, 1.092, -0.191, 20.0, 40.0), (-0.449, 0.970, 0.836, 20.0, 40.0), (1.396, 0.411, 2.876, 20.0, 40.0), (-1.115, -1.790, 6.023, 20.0, 40.0), (3.748, 1.917, 1.039, 20.0, 40.0), (2.978, 1.043, 2.404, 20.0, 40.0), (-3.969, 2.514, -4.013, 20.0, 40.0), (4.455, -0.050, 5.328, 20.0, 40.0), (-3.065, -0.846, 3.160, 20.0, 40.0), (-1.069, 2.167, -1.869, 20.0, 40.0), (3.016, -1.393, 7.294, 20.0, 40.0), (0.045, -1.928, 6.879, 20.0, 40.0), (-2.555, -0.984, 3.690, 20.0, 40.0), (-1.995, -0.054, 2.111, 20.0, 40.0), (4.600, -0.509, 6.318, 20.0, 40.0), (-1.942, 1.215, -0.402, 20.0, 40.0), (1.262, 2.765, -1.899, 20.0, 40.0), (2.617, -1.106, 6.521, 20.0, 40.0), (1.737, 0.554, 2.761, 20.0, 40.0), (-2.197, 0.632, 0.638, 20.0, 40.0), (4.768, 2.618, 0.147, 20.0, 40.0), (-3.737, -0.939, 3.010, 20.0, 40.0), (-2.623, 0.595, 0.499, 20.0, 40.0), (4.752, -0.340, 6.057, 20.0, 40.0), (2.333, -1.037, 6.240, 20.0, 40.0), (4.234, -1.882, 8.881, 20.0, 40.0), (-3.393, -0.812, 2.927, 20.0, 40.0), (0.885, 1.383, 0.678, 20.0, 40.0), (0.123, 2.937, -2.812, 20.0, 40.0), (2.969, 0.760, 2.964, 20.0, 40.0), (-4.929, 1.251, -1.967, 20.0, 40.0), (1.916, 2.223, -0.488, 20.0, 40.0), (-0.020, -1.740, 6.469, 20.0, 40.0), (0.702, -1.272, 5.895, 20.0, 40.0), (2.496, 2.648, -1.048, 20.0, 40.0), (4.067, -1.475, 7.984, 20.0, 40.0), (-3.717, 1.851, -2.561, 20.0, 40.0), (1.678, -0.624, 5.088, 20.0, 40.0), (1.073, 0.695, 2.146, 20.0, 40.0), (1.842, -0.749, 5.419, 20.0, 40.0), (-3.518, 1.909, -2.578, 20.0, 40.0), (2.229, 1.189, 1.737, 20.0, 40.0), (4.987, 2.893, -0.292, 20.0, 40.0), (-4.809, 1.043, -1.490, 20.0, 40.0), (-0.241, -0.728, 4.334, 20.0, 40.0), (-3.331, 0.590, 0.156, 20.0, 40.0), (-0.455, 2.621, -2.470, 20.0, 40.0), (1.492, 1.223, 1.301, 20.0, 40.0), (3.948, 2.841, -0.709, 20.0, 40.0), (0.732, 0.446, 2.475, 20.0, 40.0), (2.400, 2.390, -0.579, 20.0, 40.0), (-2.718, 1.427, -1.213, 20.0, 40.0), (-1.826, 1.451, -0.815, 20.0, 40.0), (1.125, 0.438, 2.686, 20.0, 40.0), (-4.918, 1.880, -3.219, 20.0, 40.0), (3.068, -0.442, 5.418, 20.0, 40.0), (1.982, 1.201, 1.589, 20.0, 40.0), (0.701, -1.709, 6.768, 20.0, 40.0), (-1.496, 2.564, -2.877, 20.0, 40.0), (-3.812, 0.974, -0.853, 20.0, 40.0), (-3.405, 2.018, -2.739, 20.0, 40.0), (2.211, 2.889, -1.674, 20.0, 40.0), (-2.481, 2.931, -4.103, 20.0, 40.0), (-3.721, 2.765, -4.391, 20.0, 40.0), (-1.768, -1.292, 4.699, 20.0, 40.0), (-4.462, 1.058, -1.347, 20.0, 40.0), (-3.516, -1.942, 5.126, 20.0, 40.0), (0.485, 2.420, -1.597, 20.0, 40.0), (-0.492, 0.242, 2.270, 20.0, 40.0), (4.245, 1.689, 1.744, 20.0, 40.0), (2.234, 0.364, 3.389, 20.0, 40.0), (2.629, 2.224, -0.134, 20.0, 40.0), (-4.375, 1.221, -1.630, 20.0, 40.0), (-0.618, 1.374, -0.057, 20.0, 40.0), (-2.580, -1.604, 4.918, 20.0, 40.0), (0.159, 1.104, 0.871, 20.0, 40.0), (-3.597, 0.975, -0.749, 20.0, 40.0); +-- insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 40.0), (0.121, -0.615, 4.290, 20.0, 40.0), (-1.099, 2.755, -3.060, 20.0, 40.0), (1.090, 2.945, -2.346, 20.0, 40.0), (0.305, 2.179, -1.205, 20.0, 40.0), (-0.925, 0.702, 1.134, 20.0, 40.0), (3.178, -1.316, 7.221, 20.0, 40.0), (-2.756, -0.473, 2.569, 20.0, 40.0), (3.665, 2.303, 0.226, 20.0, 40.0), (1.662, 1.951, -0.070, 20.0, 40.0), (2.869, 0.593, 3.249, 20.0, 40.0), (0.818, -0.593, 4.594, 20.0, 40.0), (-1.917, 0.916, 0.209, 20.0, 40.0), (2.706, 1.523, 1.307, 20.0, 40.0), (0.219, 2.162, -1.214, 20.0, 40.0), (-4.510, 1.376, -2.007, 20.0, 40.0), (4.284, -0.515, 6.173, 20.0, 40.0), (-1.101, 2.810, -3.170, 20.0, 40.0), (-1.810, -1.117, 4.329, 20.0, 40.0), (0.055, 1.115, 0.797, 20.0, 40.0), (-2.178, 2.904, -3.898, 20.0, 40.0), (-3.494, -1.814, 4.882, 20.0, 40.0), (3.027, 0.476, 3.562, 20.0, 40.0), (-1.434, 1.151, -0.018, 20.0, 40.0), (1.180, 0.992, 1.606, 20.0, 40.0), (0.015, 0.971, 1.067, 20.0, 40.0), (-0.511, -0.875, 4.495, 20.0, 40.0), (0.961, 2.348, -1.216, 20.0, 40.0), (-2.279, 0.038, 1.785, 20.0, 40.0), (-1.568, -0.248, 2.712, 20.0, 40.0), (-0.496, 0.366, 2.020, 20.0, 40.0), (1.177, -1.401, 6.390, 20.0, 40.0), (2.882, -1.442, 7.325, 20.0, 40.0), (-1.066, 1.817, -1.167, 20.0, 40.0), (-2.144, 2.791, -3.655, 20.0, 40.0), (-4.370, 2.228, -3.642, 20.0, 40.0), (3.996, 2.775, -0.553, 20.0, 40.0), (0.289, 2.055, -0.965, 20.0, 40.0), (-0.588, -1.601, 5.908, 20.0, 40.0), (-1.801, 0.417, 1.265, 20.0, 40.0), (4.375, -1.499, 8.186, 20.0, 40.0), (-2.618, 0.038, 1.615, 20.0, 40.0), (3.616, -0.833, 6.475, 20.0, 40.0), (-4.045, -1.558, 4.094, 20.0, 40.0), (-3.962, 0.636, -0.253, 20.0, 40.0), (3.505, 2.625, -0.497, 20.0, 40.0), (3.029, -0.523, 5.560, 20.0, 40.0), (-3.520, -0.474, 2.188, 20.0, 40.0), (2.430, -1.469, 7.154, 20.0, 40.0), (1.547, -1.654, 7.082, 20.0, 40.0), (-1.370, 0.575, 1.165, 20.0, 40.0), (-1.869, -1.555, 5.176, 20.0, 40.0), (3.536, 2.841, -0.913, 20.0, 40.0), (-3.810, 1.220, -1.344, 20.0, 40.0), (-1.971, 1.462, -0.910, 20.0, 40.0), (-0.243, 0.167, 2.545, 20.0, 40.0), (-1.403, 2.645, -2.991, 20.0, 40.0), (0.532, -0.114, 3.494, 20.0, 40.0), (-1.678, 0.975, 0.212, 20.0, 40.0), (-0.656, 2.140, -1.609, 20.0, 40.0), (1.743, 2.631, -1.390, 20.0, 40.0), (2.586, 2.943, -1.593, 20.0, 40.0), (-0.512, 2.969, -3.195, 20.0, 40.0), (2.283, -0.100, 4.342, 20.0, 40.0), (-4.293, 0.872, -0.890, 20.0, 40.0), (3.411, 1.300, 2.106, 20.0, 40.0), (-0.281, 2.951, -3.042, 20.0, 40.0), (-4.442, 0.384, 0.012, 20.0, 40.0), (1.194, 1.746, 0.104, 20.0, 40.0), (-1.152, 1.862, -1.300, 20.0, 40.0), (1.362, -1.341, 6.363, 20.0, 40.0), (-4.488, 2.618, -4.481, 20.0, 40.0), (3.419, -0.564, 5.837, 20.0, 40.0), (-3.392, 0.396, 0.512, 20.0, 40.0), (-1.629, -0.909, 4.003, 20.0, 40.0), (4.447, -1.088, 7.399, 20.0, 40.0), (-1.232, 1.699, -1.014, 20.0, 40.0), (-1.286, -0.609, 3.575, 20.0, 40.0), (2.437, 2.796, -1.374, 20.0, 40.0), (-4.864, 1.989, -3.410, 20.0, 40.0), (-1.716, -1.399, 4.940, 20.0, 40.0), (-3.084, 1.858, -2.259, 20.0, 40.0), (2.828, -0.319, 5.053, 20.0, 40.0), (-1.226, 2.586, -2.786, 20.0, 40.0), (2.456, 0.092, 4.044, 20.0, 40.0), (-0.989, 2.375, -2.245, 20.0, 40.0), (3.268, 0.935, 2.765, 20.0, 40.0), (-4.128, -1.995, 4.927, 20.0, 40.0), (-1.083, 2.197, -1.935, 20.0, 40.0), (-3.471, -1.198, 3.660, 20.0, 40.0), (4.617, -1.136, 7.579, 20.0, 40.0), (2.054, -1.675, 7.378, 20.0, 40.0), (4.106, 2.326, 0.402, 20.0, 40.0), (1.558, 0.310, 3.158, 20.0, 40.0), (0.792, 0.900, 1.596, 20.0, 40.0), (-3.229, 0.300, 0.785, 20.0, 40.0), (3.787, -0.793, 6.479, 20.0, 40.0), (1.786, 2.288, -0.684, 20.0, 40.0), (2.643, 0.223, 3.875, 20.0, 40.0), (-3.592, 2.122, -3.040, 20.0, 40.0), (4.519, -1.760, 8.779, 20.0, 40.0), (3.221, 2.255, 0.101, 20.0, 40.0), (4.151, 1.788, 1.500, 20.0, 40.0), (-1.033, -1.195, 4.874, 20.0, 40.0), (-1.636, -1.037, 4.257, 20.0, 40.0), (-3.548, 1.911, -2.596, 20.0, 40.0), (4.829, -0.293, 6.001, 20.0, 40.0), (-4.684, -1.664, 3.986, 20.0, 40.0), (4.531, -0.503, 6.271, 20.0, 40.0), (-3.503, -1.606, 4.460, 20.0, 40.0), (-2.036, -1.522, 5.027, 20.0, 40.0), (-0.473, -0.617, 3.997, 20.0, 40.0), (-1.554, -1.630, 5.483, 20.0, 40.0), (-3.567, -1.043, 3.302, 20.0, 40.0), (-2.038, 0.579, 0.823, 20.0, 40.0), (-3.040, 0.857, -0.233, 20.0, 40.0), (4.610, 0.562, 4.181, 20.0, 40.0), (-3.323, -1.938, 5.215, 20.0, 40.0), (4.314, 1.720, 1.717, 20.0, 40.0), (-1.220, 0.615, 1.161, 20.0, 40.0), (-2.556, 1.120, -0.519, 20.0, 40.0), (-3.717, -0.108, 1.358, 20.0, 40.0), (4.689, -1.826, 8.996, 20.0, 40.0), (3.452, 0.506, 3.713, 20.0, 40.0), (2.472, 0.612, 3.012, 20.0, 40.0), (3.452, 0.450, 3.826, 20.0, 40.0), (1.207, 2.585, -1.567, 20.0, 40.0), (-4.826, 1.090, -1.593, 20.0, 40.0), (3.116, -1.118, 6.794, 20.0, 40.0), (0.448, 2.732, -2.240, 20.0, 40.0), (-1.096, -0.525, 3.503, 20.0, 40.0), (-4.680, -0.238, 1.137, 20.0, 40.0), (2.552, -1.403, 7.082, 20.0, 40.0), (0.719, 2.997, -2.635, 20.0, 40.0), (0.347, -1.966, 7.105, 20.0, 40.0), (2.958, -0.404, 5.288, 20.0, 40.0), (0.722, -1.950, 7.261, 20.0, 40.0), (-2.851, -0.986, 3.546, 20.0, 40.0), (-4.316, -0.439, 1.721, 20.0, 40.0), (-1.685, -0.201, 2.560, 20.0, 40.0), (1.856, 0.190, 3.549, 20.0, 40.0), (-2.052, 0.206, 1.562, 20.0, 40.0), (-2.504, -0.646, 3.041, 20.0, 40.0), (3.235, 0.882, 2.854, 20.0, 40.0), (-1.366, -1.573, 5.463, 20.0, 40.0), (-3.447, 2.419, -3.562, 20.0, 40.0), (4.155, 2.092, 0.893, 20.0, 40.0), (-0.935, 0.209, 2.116, 20.0, 40.0), (3.117, -1.821, 8.201, 20.0, 40.0), (3.759, 0.577, 3.725, 20.0, 40.0), (-0.938, 2.992, -3.453, 20.0, 40.0), (-0.525, 2.341, -1.945, 20.0, 40.0), (4.540, 2.625, 0.019, 20.0, 40.0), (-2.097, 1.190, -0.429, 20.0, 40.0), (-2.672, 1.983, -2.302, 20.0, 40.0), (-3.038, -1.490, 4.460, 20.0, 40.0), (-0.943, 2.149, -1.770, 20.0, 40.0), (0.739, 1.598, 0.174, 20.0, 40.0), (1.828, 1.853, 0.208, 20.0, 40.0), (4.856, 0.137, 5.153, 20.0, 40.0), (-1.617, 0.468, 1.255, 20.0, 40.0), (-1.972, 2.053, -2.092, 20.0, 40.0), (-4.633, 1.389, -2.094, 20.0, 40.0), (-3.628, -1.156, 3.498, 20.0, 40.0), (3.597, 1.034, 2.731, 20.0, 40.0), (-1.488, -0.002, 2.261, 20.0, 40.0), (0.749, 1.921, -0.468, 20.0, 40.0), (1.304, -1.371, 6.394, 20.0, 40.0), (4.587, 2.936, -0.579, 20.0, 40.0), (-2.241, 1.791, -1.703, 20.0, 40.0), (-2.945, 1.372, -1.216, 20.0, 40.0), (1.375, 0.395, 2.898, 20.0, 40.0), (-1.281, -0.641, 3.642, 20.0, 40.0), (2.178, 0.895, 2.299, 20.0, 40.0), (3.031, -0.786, 6.087, 20.0, 40.0), (-1.385, -0.375, 3.058, 20.0, 40.0), (4.041, -0.431, 5.882, 20.0, 40.0), (0.480, -0.507, 4.254, 20.0, 40.0), (-3.797, 0.140, 0.822, 20.0, 40.0), (2.355, 2.502, -0.827, 20.0, 40.0), (1.376, -1.583, 6.854, 20.0, 40.0), (0.164, 1.405, 0.273, 20.0, 40.0), (-1.273, 1.471, -0.579, 20.0, 40.0), (0.770, 2.246, -1.107, 20.0, 40.0), (4.552, 2.904, -0.533, 20.0, 40.0), (4.259, -1.772, 8.674, 20.0, 40.0), (-0.309, 1.159, 0.528, 20.0, 40.0), (3.581, 2.700, -0.610, 20.0, 40.0), (-3.202, 0.346, 0.707, 20.0, 40.0), (-1.575, 1.242, -0.271, 20.0, 40.0), (-1.584, -0.493, 3.194, 20.0, 40.0), (-3.778, 0.150, 0.810, 20.0, 40.0), (-4.675, 1.749, -2.835, 20.0, 40.0), (3.567, -0.792, 6.367, 20.0, 40.0), (-0.417, 1.399, -0.006, 20.0, 40.0), (-4.672, 2.007, -3.349, 20.0, 40.0), (-1.034, 0.196, 2.090, 20.0, 40.0), (-3.796, 2.496, -3.890, 20.0, 40.0), (3.532, -0.497, 5.759, 20.0, 40.0), (4.868, -1.359, 8.151, 20.0, 40.0), (-0.769, 0.302, 2.011, 20.0, 40.0), (4.475, 2.612, 0.014, 20.0, 40.0), (-3.532, -0.395, 2.024, 20.0, 40.0), (0.322, 0.675, 1.812, 20.0, 40.0), (-2.028, -1.942, 5.870, 20.0, 40.0), (1.810, -1.244, 6.392, 20.0, 40.0), (-0.783, 1.242, 0.124, 20.0, 40.0), (-4.745, -1.300, 3.227, 20.0, 40.0), (1.902, 1.973, 0.005, 20.0, 40.0), (-3.453, -1.429, 4.132, 20.0, 40.0), (1.559, 0.986, 1.808, 20.0, 40.0), (0.128, 2.754, -2.443, 20.0, 40.0), (2.759, 1.727, 0.926, 20.0, 40.0), (-4.468, 1.690, -2.614, 20.0, 40.0), (-2.368, -1.922, 5.659, 20.0, 40.0), (-2.766, 2.128, -2.640, 20.0, 40.0), (0.967, -1.825, 7.133, 20.0, 40.0), (-2.854, 2.855, -4.136, 20.0, 40.0), (-2.944, 1.875, -2.222, 20.0, 40.0), (-2.632, -0.983, 3.649, 20.0, 40.0), (2.427, 2.239, -0.266, 20.0, 40.0), (-1.726, -0.838, 3.812, 20.0, 40.0), (0.007, -0.903, 4.809, 20.0, 40.0), (-2.013, 1.092, -0.191, 20.0, 40.0), (-0.449, 0.970, 0.836, 20.0, 40.0), (1.396, 0.411, 2.876, 20.0, 40.0), (-1.115, -1.790, 6.023, 20.0, 40.0), (3.748, 1.917, 1.039, 20.0, 40.0), (2.978, 1.043, 2.404, 20.0, 40.0), (-3.969, 2.514, -4.013, 20.0, 40.0), (4.455, -0.050, 5.328, 20.0, 40.0), (-3.065, -0.846, 3.160, 20.0, 40.0), (-1.069, 2.167, -1.869, 20.0, 40.0), (3.016, -1.393, 7.294, 20.0, 40.0), (0.045, -1.928, 6.879, 20.0, 40.0), (-2.555, -0.984, 3.690, 20.0, 40.0), (-1.995, -0.054, 2.111, 20.0, 40.0), (4.600, -0.509, 6.318, 20.0, 40.0), (-1.942, 1.215, -0.402, 20.0, 40.0), (1.262, 2.765, -1.899, 20.0, 40.0), (2.617, -1.106, 6.521, 20.0, 40.0), (1.737, 0.554, 2.761, 20.0, 40.0), (-2.197, 0.632, 0.638, 20.0, 40.0), (4.768, 2.618, 0.147, 20.0, 40.0), (-3.737, -0.939, 3.010, 20.0, 40.0), (-2.623, 0.595, 0.499, 20.0, 40.0), (4.752, -0.340, 6.057, 20.0, 40.0), (2.333, -1.037, 6.240, 20.0, 40.0), (4.234, -1.882, 8.881, 20.0, 40.0), (-3.393, -0.812, 2.927, 20.0, 40.0), (0.885, 1.383, 0.678, 20.0, 40.0), (0.123, 2.937, -2.812, 20.0, 40.0), (2.969, 0.760, 2.964, 20.0, 40.0), (-4.929, 1.251, -1.967, 20.0, 40.0), (1.916, 2.223, -0.488, 20.0, 40.0), (-0.020, -1.740, 6.469, 20.0, 40.0), (0.702, -1.272, 5.895, 20.0, 40.0), (2.496, 2.648, -1.048, 20.0, 40.0), (4.067, -1.475, 7.984, 20.0, 40.0), (-3.717, 1.851, -2.561, 20.0, 40.0), (1.678, -0.624, 5.088, 20.0, 40.0), (1.073, 0.695, 2.146, 20.0, 40.0), (1.842, -0.749, 5.419, 20.0, 40.0), (-3.518, 1.909, -2.578, 20.0, 40.0), (2.229, 1.189, 1.737, 20.0, 40.0), (4.987, 2.893, -0.292, 20.0, 40.0), (-4.809, 1.043, -1.490, 20.0, 40.0), (-0.241, -0.728, 4.334, 20.0, 40.0), (-3.331, 0.590, 0.156, 20.0, 40.0), (-0.455, 2.621, -2.470, 20.0, 40.0), (1.492, 1.223, 1.301, 20.0, 40.0), (3.948, 2.841, -0.709, 20.0, 40.0), (0.732, 0.446, 2.475, 20.0, 40.0), (2.400, 2.390, -0.579, 20.0, 40.0), (-2.718, 1.427, -1.213, 20.0, 40.0), (-1.826, 1.451, -0.815, 20.0, 40.0), (1.125, 0.438, 2.686, 20.0, 40.0), (-4.918, 1.880, -3.219, 20.0, 40.0), (3.068, -0.442, 5.418, 20.0, 40.0), (1.982, 1.201, 1.589, 20.0, 40.0), (0.701, -1.709, 6.768, 20.0, 40.0), (-1.496, 2.564, -2.877, 20.0, 40.0), (-3.812, 0.974, -0.853, 20.0, 40.0), (-3.405, 2.018, -2.739, 20.0, 40.0), (2.211, 2.889, -1.674, 20.0, 40.0), (-2.481, 2.931, -4.103, 20.0, 40.0), (-3.721, 2.765, -4.391, 20.0, 40.0), (-1.768, -1.292, 4.699, 20.0, 40.0), (-4.462, 1.058, -1.347, 20.0, 40.0), (-3.516, -1.942, 5.126, 20.0, 40.0), (0.485, 2.420, -1.597, 20.0, 40.0), (-0.492, 0.242, 2.270, 20.0, 40.0), (4.245, 1.689, 1.744, 20.0, 40.0), (2.234, 0.364, 3.389, 20.0, 40.0), (2.629, 2.224, -0.134, 20.0, 40.0), (-4.375, 1.221, -1.630, 20.0, 40.0), (-0.618, 1.374, -0.057, 20.0, 40.0), (-2.580, -1.604, 4.918, 20.0, 40.0), (0.159, 1.104, 0.871, 20.0, 40.0), (-3.597, 0.975, -0.749, 20.0, 40.0); -- insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 40.0), (0.121, -0.615, 4.290, 20.0, 40.0), (-1.099, 2.755, -3.060, 20.0, 40.0), (1.090, 2.945, -2.346, 20.0, 40.0), (0.305, 2.179, -1.205, 20.0, 40.0), (-0.925, 0.702, 1.134, 20.0, 40.0), (3.178, -1.316, 7.221, 20.0, 40.0), (-2.756, -0.473, 2.569, 20.0, 40.0), (3.665, 2.303, 0.226, 20.0, 40.0), (1.662, 1.951, -0.070, 20.0, 40.0), (2.869, 0.593, 3.249, 20.0, 40.0), (0.818, -0.593, 4.594, 20.0, 40.0), (-1.917, 0.916, 0.209, 20.0, 40.0), (2.706, 1.523, 1.307, 20.0, 40.0), (0.219, 2.162, -1.214, 20.0, 40.0), (-4.510, 1.376, -2.007, 20.0, 40.0), (4.284, -0.515, 6.173, 20.0, 40.0), (-1.101, 2.810, -3.170, 20.0, 40.0), (-1.810, -1.117, 4.329, 20.0, 40.0), (0.055, 1.115, 0.797, 20.0, 40.0), (-2.178, 2.904, -3.898, 20.0, 40.0), (-3.494, -1.814, 4.882, 20.0, 40.0), (3.027, 0.476, 3.562, 20.0, 40.0), (-1.434, 1.151, -0.018, 20.0, 40.0), (1.180, 0.992, 1.606, 20.0, 40.0), (0.015, 0.971, 1.067, 20.0, 40.0), (-0.511, -0.875, 4.495, 20.0, 40.0), (0.961, 2.348, -1.216, 20.0, 40.0), (-2.279, 0.038, 1.785, 20.0, 40.0), (-1.568, -0.248, 2.712, 20.0, 40.0), (-0.496, 0.366, 2.020, 20.0, 40.0), (1.177, -1.401, 6.390, 20.0, 40.0), (2.882, -1.442, 7.325, 20.0, 40.0), (-1.066, 1.817, -1.167, 20.0, 40.0), (-2.144, 2.791, -3.655, 20.0, 40.0), (-4.370, 2.228, -3.642, 20.0, 40.0), (3.996, 2.775, -0.553, 20.0, 40.0), (0.289, 2.055, -0.965, 20.0, 40.0), (-0.588, -1.601, 5.908, 20.0, 40.0), (-1.801, 0.417, 1.265, 20.0, 40.0), (4.375, -1.499, 8.186, 20.0, 40.0), (-2.618, 0.038, 1.615, 20.0, 40.0), (3.616, -0.833, 6.475, 20.0, 40.0), (-4.045, -1.558, 4.094, 20.0, 40.0), (-3.962, 0.636, -0.253, 20.0, 40.0), (3.505, 2.625, -0.497, 20.0, 40.0), (3.029, -0.523, 5.560, 20.0, 40.0), (-3.520, -0.474, 2.188, 20.0, 40.0), (2.430, -1.469, 7.154, 20.0, 40.0), (1.547, -1.654, 7.082, 20.0, 40.0), (-1.370, 0.575, 1.165, 20.0, 40.0), (-1.869, -1.555, 5.176, 20.0, 40.0), (3.536, 2.841, -0.913, 20.0, 40.0), (-3.810, 1.220, -1.344, 20.0, 40.0), (-1.971, 1.462, -0.910, 20.0, 40.0), (-0.243, 0.167, 2.545, 20.0, 40.0), (-1.403, 2.645, -2.991, 20.0, 40.0), (0.532, -0.114, 3.494, 20.0, 40.0), (-1.678, 0.975, 0.212, 20.0, 40.0), (-0.656, 2.140, -1.609, 20.0, 40.0), (1.743, 2.631, -1.390, 20.0, 40.0), (2.586, 2.943, -1.593, 20.0, 40.0), (-0.512, 2.969, -3.195, 20.0, 40.0), (2.283, -0.100, 4.342, 20.0, 40.0), (-4.293, 0.872, -0.890, 20.0, 40.0), (3.411, 1.300, 2.106, 20.0, 40.0), (-0.281, 2.951, -3.042, 20.0, 40.0), (-4.442, 0.384, 0.012, 20.0, 40.0), (1.194, 1.746, 0.104, 20.0, 40.0), (-1.152, 1.862, -1.300, 20.0, 40.0), (1.362, -1.341, 6.363, 20.0, 40.0), (-4.488, 2.618, -4.481, 20.0, 40.0), (3.419, -0.564, 5.837, 20.0, 40.0), (-3.392, 0.396, 0.512, 20.0, 40.0), (-1.629, -0.909, 4.003, 20.0, 40.0), (4.447, -1.088, 7.399, 20.0, 40.0), (-1.232, 1.699, -1.014, 20.0, 40.0), (-1.286, -0.609, 3.575, 20.0, 40.0), (2.437, 2.796, -1.374, 20.0, 40.0), (-4.864, 1.989, -3.410, 20.0, 40.0), (-1.716, -1.399, 4.940, 20.0, 40.0), (-3.084, 1.858, -2.259, 20.0, 40.0), (2.828, -0.319, 5.053, 20.0, 40.0), (-1.226, 2.586, -2.786, 20.0, 40.0), (2.456, 0.092, 4.044, 20.0, 40.0), (-0.989, 2.375, -2.245, 20.0, 40.0), (3.268, 0.935, 2.765, 20.0, 40.0), (-4.128, -1.995, 4.927, 20.0, 40.0), (-1.083, 2.197, -1.935, 20.0, 40.0), (-3.471, -1.198, 3.660, 20.0, 40.0), (4.617, -1.136, 7.579, 20.0, 40.0), (2.054, -1.675, 7.378, 20.0, 40.0), (4.106, 2.326, 0.402, 20.0, 40.0), (1.558, 0.310, 3.158, 20.0, 40.0), (0.792, 0.900, 1.596, 20.0, 40.0), (-3.229, 0.300, 0.785, 20.0, 40.0), (3.787, -0.793, 6.479, 20.0, 40.0), (1.786, 2.288, -0.684, 20.0, 40.0), (2.643, 0.223, 3.875, 20.0, 40.0), (-3.592, 2.122, -3.040, 20.0, 40.0), (4.519, -1.760, 8.779, 20.0, 40.0), (3.221, 2.255, 0.101, 20.0, 40.0), (4.151, 1.788, 1.500, 20.0, 40.0), (-1.033, -1.195, 4.874, 20.0, 40.0), (-1.636, -1.037, 4.257, 20.0, 40.0), (-3.548, 1.911, -2.596, 20.0, 40.0), (4.829, -0.293, 6.001, 20.0, 40.0), (-4.684, -1.664, 3.986, 20.0, 40.0), (4.531, -0.503, 6.271, 20.0, 40.0), (-3.503, -1.606, 4.460, 20.0, 40.0), (-2.036, -1.522, 5.027, 20.0, 40.0), (-0.473, -0.617, 3.997, 20.0, 40.0), (-1.554, -1.630, 5.483, 20.0, 40.0), (-3.567, -1.043, 3.302, 20.0, 40.0), (-2.038, 0.579, 0.823, 20.0, 40.0), (-3.040, 0.857, -0.233, 20.0, 40.0), (4.610, 0.562, 4.181, 20.0, 40.0), (-3.323, -1.938, 5.215, 20.0, 40.0), (4.314, 1.720, 1.717, 20.0, 40.0), (-1.220, 0.615, 1.161, 20.0, 40.0), (-2.556, 1.120, -0.519, 20.0, 40.0), (-3.717, -0.108, 1.358, 20.0, 40.0), (4.689, -1.826, 8.996, 20.0, 40.0), (3.452, 0.506, 3.713, 20.0, 40.0), (2.472, 0.612, 3.012, 20.0, 40.0), (3.452, 0.450, 3.826, 20.0, 40.0), (1.207, 2.585, -1.567, 20.0, 40.0), (-4.826, 1.090, -1.593, 20.0, 40.0), (3.116, -1.118, 6.794, 20.0, 40.0), (0.448, 2.732, -2.240, 20.0, 40.0), (-1.096, -0.525, 3.503, 20.0, 40.0), (-4.680, -0.238, 1.137, 20.0, 40.0), (2.552, -1.403, 7.082, 20.0, 40.0), (0.719, 2.997, -2.635, 20.0, 40.0), (0.347, -1.966, 7.105, 20.0, 40.0), (2.958, -0.404, 5.288, 20.0, 40.0), (0.722, -1.950, 7.261, 20.0, 40.0), (-2.851, -0.986, 3.546, 20.0, 40.0), (-4.316, -0.439, 1.721, 20.0, 40.0), (-1.685, -0.201, 2.560, 20.0, 40.0), (1.856, 0.190, 3.549, 20.0, 40.0), (-2.052, 0.206, 1.562, 20.0, 40.0), (-2.504, -0.646, 3.041, 20.0, 40.0), (3.235, 0.882, 2.854, 20.0, 40.0), (-1.366, -1.573, 5.463, 20.0, 40.0), (-3.447, 2.419, -3.562, 20.0, 40.0), (4.155, 2.092, 0.893, 20.0, 40.0), (-0.935, 0.209, 2.116, 20.0, 40.0), (3.117, -1.821, 8.201, 20.0, 40.0), (3.759, 0.577, 3.725, 20.0, 40.0), (-0.938, 2.992, -3.453, 20.0, 40.0), (-0.525, 2.341, -1.945, 20.0, 40.0), (4.540, 2.625, 0.019, 20.0, 40.0), (-2.097, 1.190, -0.429, 20.0, 40.0), (-2.672, 1.983, -2.302, 20.0, 40.0), (-3.038, -1.490, 4.460, 20.0, 40.0), (-0.943, 2.149, -1.770, 20.0, 40.0), (0.739, 1.598, 0.174, 20.0, 40.0), (1.828, 1.853, 0.208, 20.0, 40.0), (4.856, 0.137, 5.153, 20.0, 40.0), (-1.617, 0.468, 1.255, 20.0, 40.0), (-1.972, 2.053, -2.092, 20.0, 40.0), (-4.633, 1.389, -2.094, 20.0, 40.0), (-3.628, -1.156, 3.498, 20.0, 40.0), (3.597, 1.034, 2.731, 20.0, 40.0), (-1.488, -0.002, 2.261, 20.0, 40.0), (0.749, 1.921, -0.468, 20.0, 40.0), (1.304, -1.371, 6.394, 20.0, 40.0), (4.587, 2.936, -0.579, 20.0, 40.0), (-2.241, 1.791, -1.703, 20.0, 40.0), (-2.945, 1.372, -1.216, 20.0, 40.0), (1.375, 0.395, 2.898, 20.0, 40.0), (-1.281, -0.641, 3.642, 20.0, 40.0), (2.178, 0.895, 2.299, 20.0, 40.0), (3.031, -0.786, 6.087, 20.0, 40.0), (-1.385, -0.375, 3.058, 20.0, 40.0), (4.041, -0.431, 5.882, 20.0, 40.0), (0.480, -0.507, 4.254, 20.0, 40.0), (-3.797, 0.140, 0.822, 20.0, 40.0), (2.355, 2.502, -0.827, 20.0, 40.0), (1.376, -1.583, 6.854, 20.0, 40.0), (0.164, 1.405, 0.273, 20.0, 40.0), (-1.273, 1.471, -0.579, 20.0, 40.0), (0.770, 2.246, -1.107, 20.0, 40.0), (4.552, 2.904, -0.533, 20.0, 40.0), (4.259, -1.772, 8.674, 20.0, 40.0), (-0.309, 1.159, 0.528, 20.0, 40.0), (3.581, 2.700, -0.610, 20.0, 40.0), (-3.202, 0.346, 0.707, 20.0, 40.0), (-1.575, 1.242, -0.271, 20.0, 40.0), (-1.584, -0.493, 3.194, 20.0, 40.0), (-3.778, 0.150, 0.810, 20.0, 40.0), (-4.675, 1.749, -2.835, 20.0, 40.0), (3.567, -0.792, 6.367, 20.0, 40.0), (-0.417, 1.399, -0.006, 20.0, 40.0), (-4.672, 2.007, -3.349, 20.0, 40.0), (-1.034, 0.196, 2.090, 20.0, 40.0), (-3.796, 2.496, -3.890, 20.0, 40.0), (3.532, -0.497, 5.759, 20.0, 40.0), (4.868, -1.359, 8.151, 20.0, 40.0), (-0.769, 0.302, 2.011, 20.0, 40.0), (4.475, 2.612, 0.014, 20.0, 40.0), (-3.532, -0.395, 2.024, 20.0, 40.0), (0.322, 0.675, 1.812, 20.0, 40.0), (-2.028, -1.942, 5.870, 20.0, 40.0), (1.810, -1.244, 6.392, 20.0, 40.0), (-0.783, 1.242, 0.124, 20.0, 40.0), (-4.745, -1.300, 3.227, 20.0, 40.0), (1.902, 1.973, 0.005, 20.0, 40.0), (-3.453, -1.429, 4.132, 20.0, 40.0), (1.559, 0.986, 1.808, 20.0, 40.0), (0.128, 2.754, -2.443, 20.0, 40.0), (2.759, 1.727, 0.926, 20.0, 40.0), (-4.468, 1.690, -2.614, 20.0, 40.0), (-2.368, -1.922, 5.659, 20.0, 40.0), (-2.766, 2.128, -2.640, 20.0, 40.0), (0.967, -1.825, 7.133, 20.0, 40.0), (-2.854, 2.855, -4.136, 20.0, 40.0), (-2.944, 1.875, -2.222, 20.0, 40.0), (-2.632, -0.983, 3.649, 20.0, 40.0), (2.427, 2.239, -0.266, 20.0, 40.0), (-1.726, -0.838, 3.812, 20.0, 40.0), (0.007, -0.903, 4.809, 20.0, 40.0), (-2.013, 1.092, -0.191, 20.0, 40.0), (-0.449, 0.970, 0.836, 20.0, 40.0), (1.396, 0.411, 2.876, 20.0, 40.0), (-1.115, -1.790, 6.023, 20.0, 40.0), (3.748, 1.917, 1.039, 20.0, 40.0), (2.978, 1.043, 2.404, 20.0, 40.0), (-3.969, 2.514, -4.013, 20.0, 40.0), (4.455, -0.050, 5.328, 20.0, 40.0), (-3.065, -0.846, 3.160, 20.0, 40.0), (-1.069, 2.167, -1.869, 20.0, 40.0), (3.016, -1.393, 7.294, 20.0, 40.0), (0.045, -1.928, 6.879, 20.0, 40.0), (-2.555, -0.984, 3.690, 20.0, 40.0), (-1.995, -0.054, 2.111, 20.0, 40.0), (4.600, -0.509, 6.318, 20.0, 40.0), (-1.942, 1.215, -0.402, 20.0, 40.0), (1.262, 2.765, -1.899, 20.0, 40.0), (2.617, -1.106, 6.521, 20.0, 40.0), (1.737, 0.554, 2.761, 20.0, 40.0), (-2.197, 0.632, 0.638, 20.0, 40.0), (4.768, 2.618, 0.147, 20.0, 40.0), (-3.737, -0.939, 3.010, 20.0, 40.0), (-2.623, 0.595, 0.499, 20.0, 40.0), (4.752, -0.340, 6.057, 20.0, 40.0), (2.333, -1.037, 6.240, 20.0, 40.0), (4.234, -1.882, 8.881, 20.0, 40.0), (-3.393, -0.812, 2.927, 20.0, 40.0), (0.885, 1.383, 0.678, 20.0, 40.0), (0.123, 2.937, -2.812, 20.0, 40.0), (2.969, 0.760, 2.964, 20.0, 40.0), (-4.929, 1.251, -1.967, 20.0, 40.0), (1.916, 2.223, -0.488, 20.0, 40.0), (-0.020, -1.740, 6.469, 20.0, 40.0), (0.702, -1.272, 5.895, 20.0, 40.0), (2.496, 2.648, -1.048, 20.0, 40.0), (4.067, -1.475, 7.984, 20.0, 40.0), (-3.717, 1.851, -2.561, 20.0, 40.0), (1.678, -0.624, 5.088, 20.0, 40.0), (1.073, 0.695, 2.146, 20.0, 40.0), (1.842, -0.749, 5.419, 20.0, 40.0), (-3.518, 1.909, -2.578, 20.0, 40.0), (2.229, 1.189, 1.737, 20.0, 40.0), (4.987, 2.893, -0.292, 20.0, 40.0), (-4.809, 1.043, -1.490, 20.0, 40.0), (-0.241, -0.728, 4.334, 20.0, 40.0), (-3.331, 0.590, 0.156, 20.0, 40.0), (-0.455, 2.621, -2.470, 20.0, 40.0), (1.492, 1.223, 1.301, 20.0, 40.0), (3.948, 2.841, -0.709, 20.0, 40.0), (0.732, 0.446, 2.475, 20.0, 40.0), (2.400, 2.390, -0.579, 20.0, 40.0), (-2.718, 1.427, -1.213, 20.0, 40.0), (-1.826, 1.451, -0.815, 20.0, 40.0), (1.125, 0.438, 2.686, 20.0, 40.0), (-4.918, 1.880, -3.219, 20.0, 40.0), (3.068, -0.442, 5.418, 20.0, 40.0), (1.982, 1.201, 1.589, 20.0, 40.0), (0.701, -1.709, 6.768, 20.0, 40.0), (-1.496, 2.564, -2.877, 20.0, 40.0), (-3.812, 0.974, -0.853, 20.0, 40.0), (-3.405, 2.018, -2.739, 20.0, 40.0), (2.211, 2.889, -1.674, 20.0, 40.0), (-2.481, 2.931, -4.103, 20.0, 40.0), (-3.721, 2.765, -4.391, 20.0, 40.0), (-1.768, -1.292, 4.699, 20.0, 40.0), (-4.462, 1.058, -1.347, 20.0, 40.0), (-3.516, -1.942, 5.126, 20.0, 40.0), (0.485, 2.420, -1.597, 20.0, 40.0), (-0.492, 0.242, 2.270, 20.0, 40.0), (4.245, 1.689, 1.744, 20.0, 40.0), (2.234, 0.364, 3.389, 20.0, 40.0), (2.629, 2.224, -0.134, 20.0, 40.0), (-4.375, 1.221, -1.630, 20.0, 40.0), (-0.618, 1.374, -0.057, 20.0, 40.0), (-2.580, -1.604, 4.918, 20.0, 40.0), (0.159, 1.104, 0.871, 20.0, 40.0), (-3.597, 0.975, -0.749, 20.0, 40.0); -- + +insert into test.defaults values (-1.0, -2.0, 3.5, 20.0, 40.0); + DROP TABLE IF EXISTS test.model; create table test.model engine = Memory as select LinearRegressionState(0.1, 5, 1.0)(target, param1, param2) as state from test.defaults; -- -- select toTypeName(state) from test.model; @@ -41,7 +44,16 @@ create table test.model engine = Memory as select LinearRegressionState(0.1, 5, -- -- select multiply(param1, param2) from test.defaults; -- -- -- select evalLinReg(LinRegState(0.01)(target, param1, param2), 20.0, 40.0) from test.defaults; + + + select evalMLMethod(state, predict1, predict2) from test.model cross join test.defaults; + + +-- select evalMLMethod(state, 0.1, 0.2) from test.model; +-- with (select state from test.model) as model select evalMLMethod(model, predict1, predict2) from test.defaults; + + -- -- select evalLinReg(state, predict1, predict2) from test.model inner join (select * from test.tests) using state; -- -- select evalLinReg(state1, predict1, predict2) from test.tests; -- From fc4c721fa557fa46823756291517299fb2529db4 Mon Sep 17 00:00:00 2001 From: alexander kozhikhov Date: Mon, 11 Feb 2019 01:07:47 +0300 Subject: [PATCH 013/709] some review fixes --- .../AggregateFunctionMLMethod.h | 81 ++++++++++--------- dbms/src/Columns/ColumnAggregateFunction.cpp | 6 +- .../tests/queries/0_stateless/00900_stest.sql | 48 ----------- 3 files changed, 48 insertions(+), 87 deletions(-) delete mode 100644 dbms/tests/queries/0_stateless/00900_stest.sql diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h index 4c85d5cff76..545b278cce5 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h @@ -78,14 +78,14 @@ public: Float64 derivative = (target - bias); for (size_t i = 0; i < weights.size(); ++i) { - derivative -= weights[i] * static_cast &>(*columns[i + 1]).getData()[row_num]; + derivative -= weights[i] * static_cast &>(*columns[i]).getData()[row_num]; } derivative *= (2 * learning_rate); batch_gradient[weights.size()] += derivative; for (size_t i = 0; i < weights.size(); ++i) { - batch_gradient[i] += derivative * static_cast &>(*columns[i + 1]).getData()[row_num];; + batch_gradient[i] += derivative * static_cast &>(*columns[i]).getData()[row_num];; } } Float64 predict(const std::vector & predict_feature, const std::vector & weights, Float64 bias) const override @@ -107,6 +107,7 @@ public: return res; } }; + class LogisticRegression : public IGradientComputer { public: @@ -120,7 +121,7 @@ public: Float64 derivative = bias; for (size_t i = 0; i < weights.size(); ++i) { - derivative += weights[i] * static_cast &>(*columns[i + 1]).getData()[row_num];; + derivative += weights[i] * static_cast &>(*columns[i]).getData()[row_num];; } derivative *= target; derivative = learning_rate * exp(derivative); @@ -128,7 +129,7 @@ public: batch_gradient[weights.size()] += target / (derivative + 1);; for (size_t i = 0; i < weights.size(); ++i) { - batch_gradient[i] += target / (derivative + 1) * static_cast &>(*columns[i + 1]).getData()[row_num]; + batch_gradient[i] += target / (derivative + 1) * static_cast &>(*columns[i]).getData()[row_num]; } } Float64 predict(const std::vector & predict_feature, const std::vector & weights, Float64 bias) const override @@ -156,27 +157,32 @@ class IWeightsUpdater public: virtual ~IWeightsUpdater() = default; - virtual void update(UInt32 cur_batch, std::vector & weights, Float64 & bias, const std::vector & gradient) = 0; - virtual void merge(const std::shared_ptr, Float64, Float64) {} + virtual void update(UInt32 batch_size, std::vector & weights, Float64 & bias, const std::vector & gradient) = 0; + virtual void merge(const IWeightsUpdater &, Float64, Float64) {} }; class StochasticGradientDescent : public IWeightsUpdater { public: - void update(UInt32 cur_batch, std::vector & weights, Float64 & bias, const std::vector & batch_gradient) override { + void update(UInt32 batch_size, std::vector & weights, Float64 & bias, const std::vector & batch_gradient) override { + /// batch_size is already checked to be greater than 0 + for (size_t i = 0; i < weights.size(); ++i) { - weights[i] += batch_gradient[i] / cur_batch; + weights[i] += batch_gradient[i] / batch_size; } - bias += batch_gradient[weights.size()] / cur_batch; + bias += batch_gradient[weights.size()] / batch_size; } }; + class Momentum : public IWeightsUpdater { public: Momentum() {} Momentum (Float64 alpha) : alpha_(alpha) {} - void update(UInt32 cur_batch, std::vector & weights, Float64 & bias, const std::vector & batch_gradient) override { + void update(UInt32 batch_size, std::vector & weights, Float64 & bias, const std::vector & batch_gradient) override { + /// batch_size is already checked to be greater than 0 + if (hk_.size() == 0) { hk_.resize(batch_gradient.size(), Float64{0.0}); @@ -187,21 +193,23 @@ public: } for (size_t i = 0; i < weights.size(); ++i) { - weights[i] += hk_[i] / cur_batch; + weights[i] += hk_[i] / batch_size; } - bias += hk_[weights.size()] / cur_batch; + bias += hk_[weights.size()] / batch_size; } - virtual void merge(const std::shared_ptr rhs, Float64 frac, Float64 rhs_frac) override { - auto momentum_rhs = std::dynamic_pointer_cast(rhs); + virtual void merge(const IWeightsUpdater & rhs, Float64 frac, Float64 rhs_frac) override { + const auto & momentum_rhs = dynamic_cast(rhs); for (size_t i = 0; i < hk_.size(); ++i) { - hk_[i] = hk_[i] * frac + momentum_rhs->hk_[i] * rhs_frac; + hk_[i] = hk_[i] * frac + momentum_rhs.hk_[i] * rhs_frac; } } -Float64 alpha_{0.1}; -std::vector hk_; +private: + Float64 alpha_{0.1}; + std::vector hk_; }; + class LinearModelData { public: @@ -210,25 +218,26 @@ public: LinearModelData(Float64 learning_rate, UInt32 param_num, - UInt32 batch_size, + UInt32 batch_capacity, std::shared_ptr gc, std::shared_ptr wu) : learning_rate(learning_rate), - batch_size(batch_size), + batch_capacity(batch_capacity), gradient_computer(std::move(gc)), weights_updater(std::move(wu)) { weights.resize(param_num, Float64{0.0}); - cur_batch = 0; + batch_size = 0; } - - - void add(Float64 target, const IColumn ** columns, size_t row_num) + void add(const IColumn ** columns, size_t row_num) { - gradient_computer->compute(weights, bias, learning_rate, target, columns, row_num); - ++cur_batch; - if (cur_batch == batch_size) + /// first column stores target; features start from (columns + 1) + const auto & target = static_cast &>(*columns[0]).getData()[row_num]; + + gradient_computer->compute(weights, bias, learning_rate, target, columns + 1, row_num); + ++batch_size; + if (batch_size == batch_capacity) { update_state(); } @@ -253,7 +262,7 @@ public: bias = bias * frac + rhs.bias * rhs_frac; iter_num += rhs.iter_num; - weights_updater->merge(rhs.weights_updater, frac, rhs_frac); + weights_updater->merge(*rhs.weights_updater, frac, rhs_frac); } void write(WriteBuffer & buf) const @@ -261,7 +270,7 @@ public: writeBinary(bias, buf); writeBinary(weights, buf); writeBinary(iter_num, buf); - writeBinary(cur_batch, buf); + writeBinary(batch_size, buf); gradient_computer->write(buf); } @@ -270,7 +279,7 @@ public: readBinary(bias, buf); readBinary(weights, buf); readBinary(iter_num, buf); - readBinary(cur_batch, buf); + readBinary(batch_size, buf); gradient_computer->read(buf); } @@ -289,20 +298,20 @@ public: private: std::vector weights; Float64 learning_rate; - UInt32 batch_size; + UInt32 batch_capacity; Float64 bias{0.0}; UInt32 iter_num = 0; - UInt32 cur_batch; + UInt32 batch_size; std::shared_ptr gradient_computer; std::shared_ptr weights_updater; void update_state() { - if (cur_batch == 0) + if (batch_size == 0) return; - weights_updater->update(cur_batch, weights, bias, gradient_computer->get()); - cur_batch = 0; + weights_updater->update(batch_size, weights, bias, gradient_computer->get()); + batch_size = 0; ++iter_num; gradient_computer->reset(); } @@ -343,9 +352,7 @@ public: void add(AggregateDataPtr place, const IColumn ** columns, size_t row_num, Arena *) const override { - const auto & target = static_cast &>(*columns[0]); - - this->data(place).add(target.getData()[row_num], columns, row_num); + this->data(place).add(columns, row_num); } /// хочется не константный rhs diff --git a/dbms/src/Columns/ColumnAggregateFunction.cpp b/dbms/src/Columns/ColumnAggregateFunction.cpp index b9fa94f1956..2afb75ee4b1 100644 --- a/dbms/src/Columns/ColumnAggregateFunction.cpp +++ b/dbms/src/Columns/ColumnAggregateFunction.cpp @@ -128,14 +128,16 @@ MutableColumnPtr ColumnAggregateFunction::predictValues(Block & block, const Col if (ML_function_Linear) { size_t row_num = 0; - for (auto val : data) { + for (auto val : data) + { ML_function_Linear->predictResultInto(val, *res, block, row_num, arguments); ++row_num; } } else if (ML_function_Logistic) { size_t row_num = 0; - for (auto val : data) { + for (auto val : data) + { ML_function_Logistic->predictResultInto(val, *res, block, row_num, arguments); ++row_num; } diff --git a/dbms/tests/queries/0_stateless/00900_stest.sql b/dbms/tests/queries/0_stateless/00900_stest.sql deleted file mode 100644 index 0a0acfdee11..00000000000 --- a/dbms/tests/queries/0_stateless/00900_stest.sql +++ /dev/null @@ -1,48 +0,0 @@ -CREATE DATABASE IF NOT EXISTS test; -DROP TABLE IF EXISTS test.defaults; -CREATE TABLE IF NOT EXISTS test.defaults -( - param1 Float64, - param2 Float64, - target Float64, - predict1 Float64, - predict2 Float64 -) ENGINE = Memory; --- -- insert into test.defaults values (2.533, 0.543, 3.181), (1.999, 1.765, 0.470), (0.631, 2.580, -1.845), (-1.164, 0.889, 0.640), (2.110, 0.768, 2.519), (1.251, 0.483, 2.659), (-3.958, 1.299, -1.576), (-2.152, -1.316, 4.556), (3.269, 1.441, 1.753), (4.206, -1.635, 8.373), (-3.479, -0.544, 2.349), (4.006, 0.167, 4.670), (-4.478, 2.400, -4.039), (1.856, 0.256, 3.417), (1.470, 1.685, 0.366), (-4.052, 2.326, -3.678), (-0.971, -0.969, 4.453), (0.881, -1.848, 7.137), (-1.551, -1.766, 5.756), (-0.988, -0.945, 4.395), (-4.636, 1.074, -1.466), (-4.074, -1.486, 3.934), (0.754, 2.627, -1.877), (1.035, 0.889, 1.738), (3.707, -1.281, 7.415), (-2.215, 1.110, -0.327), (-2.965, -1.316, 4.150), (-3.581, 1.063, -0.917), (0.548, 0.343, 2.588), (3.023, -0.870, 6.251), (4.053, -1.441, 7.909), (-0.750, 0.639, 1.348), (-4.411, 1.636, -2.477), (1.786, 0.398, 3.096), (-2.514, 0.033, 1.676), (4.935, -0.840, 7.148), (1.075, -0.921, 5.380), (-3.418, 2.177, -3.063), (3.122, 1.883, 0.795), (-2.254, -1.389, 4.650), (-4.603, 2.909, -5.119), (-1.886, -1.220, 4.497), (-0.509, -1.498, 5.741), (2.192, 1.882, 0.332), (4.056, -1.108, 7.244), (-1.918, 0.230, 1.581), (4.867, 1.516, 2.401), (-0.993, -0.011, 2.526), (-0.757, -1.192, 5.006), (-4.161, 2.059, -3.198), (2.258, 1.157, 1.814), (-3.878, -0.052, 1.165), (1.915, 2.998, -2.038), (-2.164, 2.379, -2.841), (-0.114, -1.914, 6.772), (3.812, 2.138, 0.630), (-1.863, 1.508, -0.947), (-2.964, 0.398, 0.722), (-2.046, -0.193, 2.363), (-1.525, -0.836, 3.910), (-4.557, -0.582, 1.886), (1.031, -0.461, 4.437), (-0.802, 0.699, 1.201), (3.982, 2.084, 0.824), (-2.243, 2.726, -3.573), (-3.989, -0.803, 2.611), (4.900, 0.253, 4.944), (-1.208, -1.587, 5.571), (0.370, 2.579, -1.972), (2.824, 0.964, 2.484), (-1.290, -0.128, 2.611), (0.190, 2.058, -1.021), (4.058, 2.122, 0.784), (4.879, 0.945, 3.549), (1.119, 1.992, -0.424), (4.050, 2.005, 1.015), (-0.064, 1.485, -0.002), (-2.496, 0.456, 0.840), (-1.835, 1.586, -1.090), (0.603, 1.856, -0.411), (-3.062, -0.966, 3.401), (-3.351, 0.430, 0.465), (-2.724, -1.331, 4.299), (3.291, -1.027, 6.699), (-4.263, 0.785, -0.701), (-3.289, -0.886, 3.128), (4.627, 1.331, 2.651), (-0.618, 0.602, 1.486), (0.056, 1.778, -0.528), (4.823, 1.154, 3.103), (-3.983, 0.509, -0.010), (-4.474, -1.400, 3.563), (-3.782, 2.996, -4.883), (4.515, -0.656, 6.569), (1.269, 2.592, -1.549), (-1.710, -0.241, 2.627), (2.171, 1.453, 1.180), (-1.931, -1.845, 5.726), (1.767, -1.798, 7.480), (4.352, 2.369, 0.438), (-4.498, 2.611, -4.472), (0.067, 0.517, 2.000), (4.151, 0.624, 3.827), (0.409, -0.969, 5.142), (0.193, -1.713, 6.522), (-2.487, 2.827, -3.898), (-4.363, 2.011, -3.203), (-2.383, 2.554, -3.299), (-4.457, -0.958, 2.687), (3.342, -0.360, 5.392), (0.902, 2.978, -2.505), (4.073, -1.524, 8.084), (3.036, 1.672, 1.173), (2.169, -0.564, 5.213), (-4.780, 0.962, -1.313), (-1.815, 2.096, -2.100), (-1.445, 0.458, 1.362), (1.891, -1.437, 6.820), (1.942, -1.761, 7.493), (-4.613, -1.551, 3.795), (-3.472, -1.110, 3.485), (-2.026, 1.961, -1.935), (0.091, -0.961, 4.967), (3.902, -1.336, 7.622), (-3.483, -0.769, 2.796), (-0.066, -1.233, 5.433), (2.597, 2.789, -1.280), (-1.657, -1.842, 5.856), (0.232, -1.420, 5.957), (-3.321, 1.609, -1.879), (2.673, 2.781, -1.226), (0.869, 0.072, 3.291), (1.444, -1.271, 6.264), (1.190, 1.460, 0.675), (3.497, 0.870, 3.008), (-2.884, -1.303, 4.163), (3.620, 0.381, 4.047), (2.594, 0.247, 3.803), (-3.902, -1.315, 3.678), (-4.753, -1.005, 2.634), (0.881, 0.675, 2.091), (0.414, 2.071, -0.935), (3.458, -0.920, 6.568), (-2.986, -0.411, 2.329), (3.076, -1.960, 8.458), (2.951, 2.988, -1.501), (2.408, 1.301, 1.603), (4.725, 0.366, 4.631), (4.924, -1.762, 8.985), (3.719, 0.970, 2.920), (-0.295, 0.257, 2.340), (-4.607, 2.548, -4.400), (0.288, 1.953, -0.761), (-3.311, 0.844, -0.344), (3.679, -0.642, 6.123), (-2.310, -0.838, 3.522), (-4.397, -0.226, 1.254), (-4.366, -0.024, 0.864), (2.405, 1.458, 1.286), (-4.296, -1.071, 2.994), (0.452, -1.901, 7.028), (-0.214, -0.467, 3.827), (2.559, 1.547, 1.185), (0.990, 1.539, 0.417), (0.478, -0.089, 3.417), (-2.734, -1.007, 3.646), (3.483, 0.247, 4.247), (3.507, 2.727, -0.701), (-4.399, 2.437, -4.073), (3.785, 0.036, 4.820), (-0.824, 2.417, -2.245), (-2.588, 0.369, 0.968), (-3.037, -1.639, 4.759), (4.531, -0.499, 6.264), (4.742, -1.161, 7.693), (-0.063, -0.595, 4.159), (0.697, 2.281, -1.212), (0.413, 0.607, 1.992), (-4.081, 0.383, 0.194), (0.712, 2.638, -1.920), (-1.620, 1.092, 0.006), (-3.425, -0.911, 3.109), (-0.124, 1.711, -0.484), (4.347, 1.387, 2.399), (-3.237, -0.900, 3.182), (-3.961, 0.358, 0.304), (4.326, -0.068, 5.298), (3.846, 1.725, 1.473), (-2.089, 0.953, 0.049), (-1.025, -1.470, 5.428), (2.061, -0.156, 4.343), (1.547, -1.827, 7.427), (2.786, 0.460, 3.473), (0.076, 0.659, 1.720), (3.597, 1.966, 0.866), (-0.933, -1.180, 4.894), (4.647, 1.190, 2.943), (-0.032, 0.544, 1.896), (4.461, -1.806, 8.843), (-0.586, 1.821, -0.934), (3.725, 1.715, 1.432), (-2.091, 2.714, -3.474), (4.494, -1.494, 8.236), (3.766, -0.209, 5.301), (-1.991, 1.776, -1.548), (-4.992, -0.742, 1.989), (-2.400, 1.828, -1.855), (-1.329, 0.143, 2.050), (1.954, 1.759, 0.459), (-4.422, 1.507, -2.224), (-2.243, -1.126, 4.131), (4.417, -1.080, 7.368), (1.737, -1.144, 6.157), (2.661, -1.084, 6.498), (-3.198, 0.443, 0.515), (4.191, -1.250, 7.596), (-2.419, -0.163, 2.116), (1.910, -1.173, 6.301), (-0.241, 1.902, -0.925), (-4.415, 2.479, -4.165), (3.307, -0.465, 5.583), (-2.382, 1.364, -0.920), (-3.154, 2.953, -4.483), (-2.562, 2.803, -3.888), (3.076, 0.195, 4.149), (-0.101, 0.896, 1.157), (-2.067, 1.120, -0.273), (-4.680, 2.756, -4.851), (-4.283, -0.607, 2.072), (4.013, -1.072, 7.150), (-4.401, -0.896, 2.591), (4.544, 2.498, 0.276), (4.075, -1.204, 7.445), (-3.463, 1.242, -1.216), (3.992, 2.782, -0.568), (-4.503, 0.239, 0.270), (-3.095, 1.161, -0.870), (0.768, -0.904, 5.192), (1.255, 2.870, -2.112), (-1.537, -0.049, 2.330), (2.851, -1.182, 6.789), (1.974, -0.922, 5.832), (4.447, 2.719, -0.214), (-3.413, 0.555, 0.184), (4.943, 2.120, 1.231), (3.645, -0.413, 5.648), (-4.776, 0.079, 0.453), (1.991, 1.565, 0.866), (2.413, 1.793, 0.620), (4.245, 2.663, -0.205), (-2.022, -1.180, 4.350), (-2.285, -1.246, 4.350), (2.276, 0.488, 3.162), (2.582, -0.037, 4.365), (-4.875, 1.468, -2.374), (-2.492, 2.730, -3.706), (2.696, -1.833, 8.013), (4.618, -1.127, 7.563), (-4.156, 0.987, -1.053), (1.873, -1.566, 7.068), (1.699, 0.794, 2.262), (-3.181, 1.640, -1.871), (-3.225, 1.526, -1.664), (-2.679, -1.811, 5.281), (3.717, 1.532, 1.794), (1.288, -0.999, 5.642), (-1.057, 0.044, 2.384), (-0.147, 1.108, 0.711), (-3.827, -1.139, 3.365), (0.872, -1.482, 6.399), (1.982, 0.286, 3.418), (-1.381, 2.374, -2.439), (-1.091, 2.010, -1.565), (-1.192, 2.751, -3.097), (1.468, -0.992, 5.718), (2.249, 0.949, 2.228), (3.064, 0.911, 2.711), (-1.576, -1.584, 5.380), (2.130, -1.489, 7.043), (4.386, -1.284, 7.761), (1.662, -1.645, 7.121), (-3.395, 1.784, -2.265), (4.618, 1.951, 1.406), (-0.299, 0.378, 2.095), (-2.911, 2.131, -2.717), (0.876, 2.869, -2.301), (-1.785, 0.961, 0.186), (-4.188, 2.442, -3.977), (-1.128, 0.127, 2.181), (1.755, -1.215, 6.307), (-2.276, 0.596, 0.669), (-4.630, 1.978, -3.272), (-0.454, 0.275, 2.224), (-1.950, -1.385, 4.794), (-0.889, 2.696, -2.837), (-4.832, -0.038, 0.661), (3.738, 0.604, 3.662), (-0.224, -0.465, 3.819); -insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 40.0), (0.121, -0.615, 4.290, 20.0, 40.0), (-1.099, 2.755, -3.060, 20.0, 40.0), (1.090, 2.945, -2.346, 20.0, 40.0), (0.305, 2.179, -1.205, 20.0, 40.0), (-0.925, 0.702, 1.134, 20.0, 40.0), (3.178, -1.316, 7.221, 20.0, 40.0), (-2.756, -0.473, 2.569, 20.0, 40.0), (3.665, 2.303, 0.226, 20.0, 40.0), (1.662, 1.951, -0.070, 20.0, 40.0), (2.869, 0.593, 3.249, 20.0, 40.0), (0.818, -0.593, 4.594, 20.0, 40.0), (-1.917, 0.916, 0.209, 20.0, 40.0), (2.706, 1.523, 1.307, 20.0, 40.0), (0.219, 2.162, -1.214, 20.0, 40.0), (-4.510, 1.376, -2.007, 20.0, 40.0), (4.284, -0.515, 6.173, 20.0, 40.0), (-1.101, 2.810, -3.170, 20.0, 40.0), (-1.810, -1.117, 4.329, 20.0, 40.0), (0.055, 1.115, 0.797, 20.0, 40.0), (-2.178, 2.904, -3.898, 20.0, 40.0), (-3.494, -1.814, 4.882, 20.0, 40.0), (3.027, 0.476, 3.562, 20.0, 40.0), (-1.434, 1.151, -0.018, 20.0, 40.0), (1.180, 0.992, 1.606, 20.0, 40.0), (0.015, 0.971, 1.067, 20.0, 40.0), (-0.511, -0.875, 4.495, 20.0, 40.0), (0.961, 2.348, -1.216, 20.0, 40.0), (-2.279, 0.038, 1.785, 20.0, 40.0), (-1.568, -0.248, 2.712, 20.0, 40.0), (-0.496, 0.366, 2.020, 20.0, 40.0), (1.177, -1.401, 6.390, 20.0, 40.0), (2.882, -1.442, 7.325, 20.0, 40.0), (-1.066, 1.817, -1.167, 20.0, 40.0), (-2.144, 2.791, -3.655, 20.0, 40.0), (-4.370, 2.228, -3.642, 20.0, 40.0), (3.996, 2.775, -0.553, 20.0, 40.0), (0.289, 2.055, -0.965, 20.0, 40.0), (-0.588, -1.601, 5.908, 20.0, 40.0), (-1.801, 0.417, 1.265, 20.0, 40.0), (4.375, -1.499, 8.186, 20.0, 40.0), (-2.618, 0.038, 1.615, 20.0, 40.0), (3.616, -0.833, 6.475, 20.0, 40.0), (-4.045, -1.558, 4.094, 20.0, 40.0), (-3.962, 0.636, -0.253, 20.0, 40.0), (3.505, 2.625, -0.497, 20.0, 40.0), (3.029, -0.523, 5.560, 20.0, 40.0), (-3.520, -0.474, 2.188, 20.0, 40.0), (2.430, -1.469, 7.154, 20.0, 40.0), (1.547, -1.654, 7.082, 20.0, 40.0), (-1.370, 0.575, 1.165, 20.0, 40.0), (-1.869, -1.555, 5.176, 20.0, 40.0), (3.536, 2.841, -0.913, 20.0, 40.0), (-3.810, 1.220, -1.344, 20.0, 40.0), (-1.971, 1.462, -0.910, 20.0, 40.0), (-0.243, 0.167, 2.545, 20.0, 40.0), (-1.403, 2.645, -2.991, 20.0, 40.0), (0.532, -0.114, 3.494, 20.0, 40.0), (-1.678, 0.975, 0.212, 20.0, 40.0), (-0.656, 2.140, -1.609, 20.0, 40.0), (1.743, 2.631, -1.390, 20.0, 40.0), (2.586, 2.943, -1.593, 20.0, 40.0), (-0.512, 2.969, -3.195, 20.0, 40.0), (2.283, -0.100, 4.342, 20.0, 40.0), (-4.293, 0.872, -0.890, 20.0, 40.0), (3.411, 1.300, 2.106, 20.0, 40.0), (-0.281, 2.951, -3.042, 20.0, 40.0), (-4.442, 0.384, 0.012, 20.0, 40.0), (1.194, 1.746, 0.104, 20.0, 40.0), (-1.152, 1.862, -1.300, 20.0, 40.0), (1.362, -1.341, 6.363, 20.0, 40.0), (-4.488, 2.618, -4.481, 20.0, 40.0), (3.419, -0.564, 5.837, 20.0, 40.0), (-3.392, 0.396, 0.512, 20.0, 40.0), (-1.629, -0.909, 4.003, 20.0, 40.0), (4.447, -1.088, 7.399, 20.0, 40.0), (-1.232, 1.699, -1.014, 20.0, 40.0), (-1.286, -0.609, 3.575, 20.0, 40.0), (2.437, 2.796, -1.374, 20.0, 40.0), (-4.864, 1.989, -3.410, 20.0, 40.0), (-1.716, -1.399, 4.940, 20.0, 40.0), (-3.084, 1.858, -2.259, 20.0, 40.0), (2.828, -0.319, 5.053, 20.0, 40.0), (-1.226, 2.586, -2.786, 20.0, 40.0), (2.456, 0.092, 4.044, 20.0, 40.0), (-0.989, 2.375, -2.245, 20.0, 40.0), (3.268, 0.935, 2.765, 20.0, 40.0), (-4.128, -1.995, 4.927, 20.0, 40.0), (-1.083, 2.197, -1.935, 20.0, 40.0), (-3.471, -1.198, 3.660, 20.0, 40.0), (4.617, -1.136, 7.579, 20.0, 40.0), (2.054, -1.675, 7.378, 20.0, 40.0), (4.106, 2.326, 0.402, 20.0, 40.0), (1.558, 0.310, 3.158, 20.0, 40.0), (0.792, 0.900, 1.596, 20.0, 40.0), (-3.229, 0.300, 0.785, 20.0, 40.0), (3.787, -0.793, 6.479, 20.0, 40.0), (1.786, 2.288, -0.684, 20.0, 40.0), (2.643, 0.223, 3.875, 20.0, 40.0), (-3.592, 2.122, -3.040, 20.0, 40.0), (4.519, -1.760, 8.779, 20.0, 40.0), (3.221, 2.255, 0.101, 20.0, 40.0), (4.151, 1.788, 1.500, 20.0, 40.0), (-1.033, -1.195, 4.874, 20.0, 40.0), (-1.636, -1.037, 4.257, 20.0, 40.0), (-3.548, 1.911, -2.596, 20.0, 40.0), (4.829, -0.293, 6.001, 20.0, 40.0), (-4.684, -1.664, 3.986, 20.0, 40.0), (4.531, -0.503, 6.271, 20.0, 40.0), (-3.503, -1.606, 4.460, 20.0, 40.0), (-2.036, -1.522, 5.027, 20.0, 40.0), (-0.473, -0.617, 3.997, 20.0, 40.0), (-1.554, -1.630, 5.483, 20.0, 40.0), (-3.567, -1.043, 3.302, 20.0, 40.0), (-2.038, 0.579, 0.823, 20.0, 40.0), (-3.040, 0.857, -0.233, 20.0, 40.0), (4.610, 0.562, 4.181, 20.0, 40.0), (-3.323, -1.938, 5.215, 20.0, 40.0), (4.314, 1.720, 1.717, 20.0, 40.0), (-1.220, 0.615, 1.161, 20.0, 40.0), (-2.556, 1.120, -0.519, 20.0, 40.0), (-3.717, -0.108, 1.358, 20.0, 40.0), (4.689, -1.826, 8.996, 20.0, 40.0), (3.452, 0.506, 3.713, 20.0, 40.0), (2.472, 0.612, 3.012, 20.0, 40.0), (3.452, 0.450, 3.826, 20.0, 40.0), (1.207, 2.585, -1.567, 20.0, 40.0), (-4.826, 1.090, -1.593, 20.0, 40.0), (3.116, -1.118, 6.794, 20.0, 40.0), (0.448, 2.732, -2.240, 20.0, 40.0), (-1.096, -0.525, 3.503, 20.0, 40.0), (-4.680, -0.238, 1.137, 20.0, 40.0), (2.552, -1.403, 7.082, 20.0, 40.0), (0.719, 2.997, -2.635, 20.0, 40.0), (0.347, -1.966, 7.105, 20.0, 40.0), (2.958, -0.404, 5.288, 20.0, 40.0), (0.722, -1.950, 7.261, 20.0, 40.0), (-2.851, -0.986, 3.546, 20.0, 40.0), (-4.316, -0.439, 1.721, 20.0, 40.0), (-1.685, -0.201, 2.560, 20.0, 40.0), (1.856, 0.190, 3.549, 20.0, 40.0), (-2.052, 0.206, 1.562, 20.0, 40.0), (-2.504, -0.646, 3.041, 20.0, 40.0), (3.235, 0.882, 2.854, 20.0, 40.0), (-1.366, -1.573, 5.463, 20.0, 40.0), (-3.447, 2.419, -3.562, 20.0, 40.0), (4.155, 2.092, 0.893, 20.0, 40.0), (-0.935, 0.209, 2.116, 20.0, 40.0), (3.117, -1.821, 8.201, 20.0, 40.0), (3.759, 0.577, 3.725, 20.0, 40.0), (-0.938, 2.992, -3.453, 20.0, 40.0), (-0.525, 2.341, -1.945, 20.0, 40.0), (4.540, 2.625, 0.019, 20.0, 40.0), (-2.097, 1.190, -0.429, 20.0, 40.0), (-2.672, 1.983, -2.302, 20.0, 40.0), (-3.038, -1.490, 4.460, 20.0, 40.0), (-0.943, 2.149, -1.770, 20.0, 40.0), (0.739, 1.598, 0.174, 20.0, 40.0), (1.828, 1.853, 0.208, 20.0, 40.0), (4.856, 0.137, 5.153, 20.0, 40.0), (-1.617, 0.468, 1.255, 20.0, 40.0), (-1.972, 2.053, -2.092, 20.0, 40.0), (-4.633, 1.389, -2.094, 20.0, 40.0), (-3.628, -1.156, 3.498, 20.0, 40.0), (3.597, 1.034, 2.731, 20.0, 40.0), (-1.488, -0.002, 2.261, 20.0, 40.0), (0.749, 1.921, -0.468, 20.0, 40.0), (1.304, -1.371, 6.394, 20.0, 40.0), (4.587, 2.936, -0.579, 20.0, 40.0), (-2.241, 1.791, -1.703, 20.0, 40.0), (-2.945, 1.372, -1.216, 20.0, 40.0), (1.375, 0.395, 2.898, 20.0, 40.0), (-1.281, -0.641, 3.642, 20.0, 40.0), (2.178, 0.895, 2.299, 20.0, 40.0), (3.031, -0.786, 6.087, 20.0, 40.0), (-1.385, -0.375, 3.058, 20.0, 40.0), (4.041, -0.431, 5.882, 20.0, 40.0), (0.480, -0.507, 4.254, 20.0, 40.0), (-3.797, 0.140, 0.822, 20.0, 40.0), (2.355, 2.502, -0.827, 20.0, 40.0), (1.376, -1.583, 6.854, 20.0, 40.0), (0.164, 1.405, 0.273, 20.0, 40.0), (-1.273, 1.471, -0.579, 20.0, 40.0), (0.770, 2.246, -1.107, 20.0, 40.0), (4.552, 2.904, -0.533, 20.0, 40.0), (4.259, -1.772, 8.674, 20.0, 40.0), (-0.309, 1.159, 0.528, 20.0, 40.0), (3.581, 2.700, -0.610, 20.0, 40.0), (-3.202, 0.346, 0.707, 20.0, 40.0), (-1.575, 1.242, -0.271, 20.0, 40.0), (-1.584, -0.493, 3.194, 20.0, 40.0), (-3.778, 0.150, 0.810, 20.0, 40.0), (-4.675, 1.749, -2.835, 20.0, 40.0), (3.567, -0.792, 6.367, 20.0, 40.0), (-0.417, 1.399, -0.006, 20.0, 40.0), (-4.672, 2.007, -3.349, 20.0, 40.0), (-1.034, 0.196, 2.090, 20.0, 40.0), (-3.796, 2.496, -3.890, 20.0, 40.0), (3.532, -0.497, 5.759, 20.0, 40.0), (4.868, -1.359, 8.151, 20.0, 40.0), (-0.769, 0.302, 2.011, 20.0, 40.0), (4.475, 2.612, 0.014, 20.0, 40.0), (-3.532, -0.395, 2.024, 20.0, 40.0), (0.322, 0.675, 1.812, 20.0, 40.0), (-2.028, -1.942, 5.870, 20.0, 40.0), (1.810, -1.244, 6.392, 20.0, 40.0), (-0.783, 1.242, 0.124, 20.0, 40.0), (-4.745, -1.300, 3.227, 20.0, 40.0), (1.902, 1.973, 0.005, 20.0, 40.0), (-3.453, -1.429, 4.132, 20.0, 40.0), (1.559, 0.986, 1.808, 20.0, 40.0), (0.128, 2.754, -2.443, 20.0, 40.0), (2.759, 1.727, 0.926, 20.0, 40.0), (-4.468, 1.690, -2.614, 20.0, 40.0), (-2.368, -1.922, 5.659, 20.0, 40.0), (-2.766, 2.128, -2.640, 20.0, 40.0), (0.967, -1.825, 7.133, 20.0, 40.0), (-2.854, 2.855, -4.136, 20.0, 40.0), (-2.944, 1.875, -2.222, 20.0, 40.0), (-2.632, -0.983, 3.649, 20.0, 40.0), (2.427, 2.239, -0.266, 20.0, 40.0), (-1.726, -0.838, 3.812, 20.0, 40.0), (0.007, -0.903, 4.809, 20.0, 40.0), (-2.013, 1.092, -0.191, 20.0, 40.0), (-0.449, 0.970, 0.836, 20.0, 40.0), (1.396, 0.411, 2.876, 20.0, 40.0), (-1.115, -1.790, 6.023, 20.0, 40.0), (3.748, 1.917, 1.039, 20.0, 40.0), (2.978, 1.043, 2.404, 20.0, 40.0), (-3.969, 2.514, -4.013, 20.0, 40.0), (4.455, -0.050, 5.328, 20.0, 40.0), (-3.065, -0.846, 3.160, 20.0, 40.0), (-1.069, 2.167, -1.869, 20.0, 40.0), (3.016, -1.393, 7.294, 20.0, 40.0), (0.045, -1.928, 6.879, 20.0, 40.0), (-2.555, -0.984, 3.690, 20.0, 40.0), (-1.995, -0.054, 2.111, 20.0, 40.0), (4.600, -0.509, 6.318, 20.0, 40.0), (-1.942, 1.215, -0.402, 20.0, 40.0), (1.262, 2.765, -1.899, 20.0, 40.0), (2.617, -1.106, 6.521, 20.0, 40.0), (1.737, 0.554, 2.761, 20.0, 40.0), (-2.197, 0.632, 0.638, 20.0, 40.0), (4.768, 2.618, 0.147, 20.0, 40.0), (-3.737, -0.939, 3.010, 20.0, 40.0), (-2.623, 0.595, 0.499, 20.0, 40.0), (4.752, -0.340, 6.057, 20.0, 40.0), (2.333, -1.037, 6.240, 20.0, 40.0), (4.234, -1.882, 8.881, 20.0, 40.0), (-3.393, -0.812, 2.927, 20.0, 40.0), (0.885, 1.383, 0.678, 20.0, 40.0), (0.123, 2.937, -2.812, 20.0, 40.0), (2.969, 0.760, 2.964, 20.0, 40.0), (-4.929, 1.251, -1.967, 20.0, 40.0), (1.916, 2.223, -0.488, 20.0, 40.0), (-0.020, -1.740, 6.469, 20.0, 40.0), (0.702, -1.272, 5.895, 20.0, 40.0), (2.496, 2.648, -1.048, 20.0, 40.0), (4.067, -1.475, 7.984, 20.0, 40.0), (-3.717, 1.851, -2.561, 20.0, 40.0), (1.678, -0.624, 5.088, 20.0, 40.0), (1.073, 0.695, 2.146, 20.0, 40.0), (1.842, -0.749, 5.419, 20.0, 40.0), (-3.518, 1.909, -2.578, 20.0, 40.0), (2.229, 1.189, 1.737, 20.0, 40.0), (4.987, 2.893, -0.292, 20.0, 40.0), (-4.809, 1.043, -1.490, 20.0, 40.0), (-0.241, -0.728, 4.334, 20.0, 40.0), (-3.331, 0.590, 0.156, 20.0, 40.0), (-0.455, 2.621, -2.470, 20.0, 40.0), (1.492, 1.223, 1.301, 20.0, 40.0), (3.948, 2.841, -0.709, 20.0, 40.0), (0.732, 0.446, 2.475, 20.0, 40.0), (2.400, 2.390, -0.579, 20.0, 40.0), (-2.718, 1.427, -1.213, 20.0, 40.0), (-1.826, 1.451, -0.815, 20.0, 40.0), (1.125, 0.438, 2.686, 20.0, 40.0), (-4.918, 1.880, -3.219, 20.0, 40.0), (3.068, -0.442, 5.418, 20.0, 40.0), (1.982, 1.201, 1.589, 20.0, 40.0), (0.701, -1.709, 6.768, 20.0, 40.0), (-1.496, 2.564, -2.877, 20.0, 40.0), (-3.812, 0.974, -0.853, 20.0, 40.0), (-3.405, 2.018, -2.739, 20.0, 40.0), (2.211, 2.889, -1.674, 20.0, 40.0), (-2.481, 2.931, -4.103, 20.0, 40.0), (-3.721, 2.765, -4.391, 20.0, 40.0), (-1.768, -1.292, 4.699, 20.0, 40.0), (-4.462, 1.058, -1.347, 20.0, 40.0), (-3.516, -1.942, 5.126, 20.0, 40.0), (0.485, 2.420, -1.597, 20.0, 40.0), (-0.492, 0.242, 2.270, 20.0, 40.0), (4.245, 1.689, 1.744, 20.0, 40.0), (2.234, 0.364, 3.389, 20.0, 40.0), (2.629, 2.224, -0.134, 20.0, 40.0), (-4.375, 1.221, -1.630, 20.0, 40.0), (-0.618, 1.374, -0.057, 20.0, 40.0), (-2.580, -1.604, 4.918, 20.0, 40.0), (0.159, 1.104, 0.871, 20.0, 40.0), (-3.597, 0.975, -0.749, 20.0, 40.0); --- insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 40.0), (0.121, -0.615, 4.290, 20.0, 40.0), (-1.099, 2.755, -3.060, 20.0, 40.0), (1.090, 2.945, -2.346, 20.0, 40.0), (0.305, 2.179, -1.205, 20.0, 40.0), (-0.925, 0.702, 1.134, 20.0, 40.0), (3.178, -1.316, 7.221, 20.0, 40.0), (-2.756, -0.473, 2.569, 20.0, 40.0), (3.665, 2.303, 0.226, 20.0, 40.0), (1.662, 1.951, -0.070, 20.0, 40.0), (2.869, 0.593, 3.249, 20.0, 40.0), (0.818, -0.593, 4.594, 20.0, 40.0), (-1.917, 0.916, 0.209, 20.0, 40.0), (2.706, 1.523, 1.307, 20.0, 40.0), (0.219, 2.162, -1.214, 20.0, 40.0), (-4.510, 1.376, -2.007, 20.0, 40.0), (4.284, -0.515, 6.173, 20.0, 40.0), (-1.101, 2.810, -3.170, 20.0, 40.0), (-1.810, -1.117, 4.329, 20.0, 40.0), (0.055, 1.115, 0.797, 20.0, 40.0), (-2.178, 2.904, -3.898, 20.0, 40.0), (-3.494, -1.814, 4.882, 20.0, 40.0), (3.027, 0.476, 3.562, 20.0, 40.0), (-1.434, 1.151, -0.018, 20.0, 40.0), (1.180, 0.992, 1.606, 20.0, 40.0), (0.015, 0.971, 1.067, 20.0, 40.0), (-0.511, -0.875, 4.495, 20.0, 40.0), (0.961, 2.348, -1.216, 20.0, 40.0), (-2.279, 0.038, 1.785, 20.0, 40.0), (-1.568, -0.248, 2.712, 20.0, 40.0), (-0.496, 0.366, 2.020, 20.0, 40.0), (1.177, -1.401, 6.390, 20.0, 40.0), (2.882, -1.442, 7.325, 20.0, 40.0), (-1.066, 1.817, -1.167, 20.0, 40.0), (-2.144, 2.791, -3.655, 20.0, 40.0), (-4.370, 2.228, -3.642, 20.0, 40.0), (3.996, 2.775, -0.553, 20.0, 40.0), (0.289, 2.055, -0.965, 20.0, 40.0), (-0.588, -1.601, 5.908, 20.0, 40.0), (-1.801, 0.417, 1.265, 20.0, 40.0), (4.375, -1.499, 8.186, 20.0, 40.0), (-2.618, 0.038, 1.615, 20.0, 40.0), (3.616, -0.833, 6.475, 20.0, 40.0), (-4.045, -1.558, 4.094, 20.0, 40.0), (-3.962, 0.636, -0.253, 20.0, 40.0), (3.505, 2.625, -0.497, 20.0, 40.0), (3.029, -0.523, 5.560, 20.0, 40.0), (-3.520, -0.474, 2.188, 20.0, 40.0), (2.430, -1.469, 7.154, 20.0, 40.0), (1.547, -1.654, 7.082, 20.0, 40.0), (-1.370, 0.575, 1.165, 20.0, 40.0), (-1.869, -1.555, 5.176, 20.0, 40.0), (3.536, 2.841, -0.913, 20.0, 40.0), (-3.810, 1.220, -1.344, 20.0, 40.0), (-1.971, 1.462, -0.910, 20.0, 40.0), (-0.243, 0.167, 2.545, 20.0, 40.0), (-1.403, 2.645, -2.991, 20.0, 40.0), (0.532, -0.114, 3.494, 20.0, 40.0), (-1.678, 0.975, 0.212, 20.0, 40.0), (-0.656, 2.140, -1.609, 20.0, 40.0), (1.743, 2.631, -1.390, 20.0, 40.0), (2.586, 2.943, -1.593, 20.0, 40.0), (-0.512, 2.969, -3.195, 20.0, 40.0), (2.283, -0.100, 4.342, 20.0, 40.0), (-4.293, 0.872, -0.890, 20.0, 40.0), (3.411, 1.300, 2.106, 20.0, 40.0), (-0.281, 2.951, -3.042, 20.0, 40.0), (-4.442, 0.384, 0.012, 20.0, 40.0), (1.194, 1.746, 0.104, 20.0, 40.0), (-1.152, 1.862, -1.300, 20.0, 40.0), (1.362, -1.341, 6.363, 20.0, 40.0), (-4.488, 2.618, -4.481, 20.0, 40.0), (3.419, -0.564, 5.837, 20.0, 40.0), (-3.392, 0.396, 0.512, 20.0, 40.0), (-1.629, -0.909, 4.003, 20.0, 40.0), (4.447, -1.088, 7.399, 20.0, 40.0), (-1.232, 1.699, -1.014, 20.0, 40.0), (-1.286, -0.609, 3.575, 20.0, 40.0), (2.437, 2.796, -1.374, 20.0, 40.0), (-4.864, 1.989, -3.410, 20.0, 40.0), (-1.716, -1.399, 4.940, 20.0, 40.0), (-3.084, 1.858, -2.259, 20.0, 40.0), (2.828, -0.319, 5.053, 20.0, 40.0), (-1.226, 2.586, -2.786, 20.0, 40.0), (2.456, 0.092, 4.044, 20.0, 40.0), (-0.989, 2.375, -2.245, 20.0, 40.0), (3.268, 0.935, 2.765, 20.0, 40.0), (-4.128, -1.995, 4.927, 20.0, 40.0), (-1.083, 2.197, -1.935, 20.0, 40.0), (-3.471, -1.198, 3.660, 20.0, 40.0), (4.617, -1.136, 7.579, 20.0, 40.0), (2.054, -1.675, 7.378, 20.0, 40.0), (4.106, 2.326, 0.402, 20.0, 40.0), (1.558, 0.310, 3.158, 20.0, 40.0), (0.792, 0.900, 1.596, 20.0, 40.0), (-3.229, 0.300, 0.785, 20.0, 40.0), (3.787, -0.793, 6.479, 20.0, 40.0), (1.786, 2.288, -0.684, 20.0, 40.0), (2.643, 0.223, 3.875, 20.0, 40.0), (-3.592, 2.122, -3.040, 20.0, 40.0), (4.519, -1.760, 8.779, 20.0, 40.0), (3.221, 2.255, 0.101, 20.0, 40.0), (4.151, 1.788, 1.500, 20.0, 40.0), (-1.033, -1.195, 4.874, 20.0, 40.0), (-1.636, -1.037, 4.257, 20.0, 40.0), (-3.548, 1.911, -2.596, 20.0, 40.0), (4.829, -0.293, 6.001, 20.0, 40.0), (-4.684, -1.664, 3.986, 20.0, 40.0), (4.531, -0.503, 6.271, 20.0, 40.0), (-3.503, -1.606, 4.460, 20.0, 40.0), (-2.036, -1.522, 5.027, 20.0, 40.0), (-0.473, -0.617, 3.997, 20.0, 40.0), (-1.554, -1.630, 5.483, 20.0, 40.0), (-3.567, -1.043, 3.302, 20.0, 40.0), (-2.038, 0.579, 0.823, 20.0, 40.0), (-3.040, 0.857, -0.233, 20.0, 40.0), (4.610, 0.562, 4.181, 20.0, 40.0), (-3.323, -1.938, 5.215, 20.0, 40.0), (4.314, 1.720, 1.717, 20.0, 40.0), (-1.220, 0.615, 1.161, 20.0, 40.0), (-2.556, 1.120, -0.519, 20.0, 40.0), (-3.717, -0.108, 1.358, 20.0, 40.0), (4.689, -1.826, 8.996, 20.0, 40.0), (3.452, 0.506, 3.713, 20.0, 40.0), (2.472, 0.612, 3.012, 20.0, 40.0), (3.452, 0.450, 3.826, 20.0, 40.0), (1.207, 2.585, -1.567, 20.0, 40.0), (-4.826, 1.090, -1.593, 20.0, 40.0), (3.116, -1.118, 6.794, 20.0, 40.0), (0.448, 2.732, -2.240, 20.0, 40.0), (-1.096, -0.525, 3.503, 20.0, 40.0), (-4.680, -0.238, 1.137, 20.0, 40.0), (2.552, -1.403, 7.082, 20.0, 40.0), (0.719, 2.997, -2.635, 20.0, 40.0), (0.347, -1.966, 7.105, 20.0, 40.0), (2.958, -0.404, 5.288, 20.0, 40.0), (0.722, -1.950, 7.261, 20.0, 40.0), (-2.851, -0.986, 3.546, 20.0, 40.0), (-4.316, -0.439, 1.721, 20.0, 40.0), (-1.685, -0.201, 2.560, 20.0, 40.0), (1.856, 0.190, 3.549, 20.0, 40.0), (-2.052, 0.206, 1.562, 20.0, 40.0), (-2.504, -0.646, 3.041, 20.0, 40.0), (3.235, 0.882, 2.854, 20.0, 40.0), (-1.366, -1.573, 5.463, 20.0, 40.0), (-3.447, 2.419, -3.562, 20.0, 40.0), (4.155, 2.092, 0.893, 20.0, 40.0), (-0.935, 0.209, 2.116, 20.0, 40.0), (3.117, -1.821, 8.201, 20.0, 40.0), (3.759, 0.577, 3.725, 20.0, 40.0), (-0.938, 2.992, -3.453, 20.0, 40.0), (-0.525, 2.341, -1.945, 20.0, 40.0), (4.540, 2.625, 0.019, 20.0, 40.0), (-2.097, 1.190, -0.429, 20.0, 40.0), (-2.672, 1.983, -2.302, 20.0, 40.0), (-3.038, -1.490, 4.460, 20.0, 40.0), (-0.943, 2.149, -1.770, 20.0, 40.0), (0.739, 1.598, 0.174, 20.0, 40.0), (1.828, 1.853, 0.208, 20.0, 40.0), (4.856, 0.137, 5.153, 20.0, 40.0), (-1.617, 0.468, 1.255, 20.0, 40.0), (-1.972, 2.053, -2.092, 20.0, 40.0), (-4.633, 1.389, -2.094, 20.0, 40.0), (-3.628, -1.156, 3.498, 20.0, 40.0), (3.597, 1.034, 2.731, 20.0, 40.0), (-1.488, -0.002, 2.261, 20.0, 40.0), (0.749, 1.921, -0.468, 20.0, 40.0), (1.304, -1.371, 6.394, 20.0, 40.0), (4.587, 2.936, -0.579, 20.0, 40.0), (-2.241, 1.791, -1.703, 20.0, 40.0), (-2.945, 1.372, -1.216, 20.0, 40.0), (1.375, 0.395, 2.898, 20.0, 40.0), (-1.281, -0.641, 3.642, 20.0, 40.0), (2.178, 0.895, 2.299, 20.0, 40.0), (3.031, -0.786, 6.087, 20.0, 40.0), (-1.385, -0.375, 3.058, 20.0, 40.0), (4.041, -0.431, 5.882, 20.0, 40.0), (0.480, -0.507, 4.254, 20.0, 40.0), (-3.797, 0.140, 0.822, 20.0, 40.0), (2.355, 2.502, -0.827, 20.0, 40.0), (1.376, -1.583, 6.854, 20.0, 40.0), (0.164, 1.405, 0.273, 20.0, 40.0), (-1.273, 1.471, -0.579, 20.0, 40.0), (0.770, 2.246, -1.107, 20.0, 40.0), (4.552, 2.904, -0.533, 20.0, 40.0), (4.259, -1.772, 8.674, 20.0, 40.0), (-0.309, 1.159, 0.528, 20.0, 40.0), (3.581, 2.700, -0.610, 20.0, 40.0), (-3.202, 0.346, 0.707, 20.0, 40.0), (-1.575, 1.242, -0.271, 20.0, 40.0), (-1.584, -0.493, 3.194, 20.0, 40.0), (-3.778, 0.150, 0.810, 20.0, 40.0), (-4.675, 1.749, -2.835, 20.0, 40.0), (3.567, -0.792, 6.367, 20.0, 40.0), (-0.417, 1.399, -0.006, 20.0, 40.0), (-4.672, 2.007, -3.349, 20.0, 40.0), (-1.034, 0.196, 2.090, 20.0, 40.0), (-3.796, 2.496, -3.890, 20.0, 40.0), (3.532, -0.497, 5.759, 20.0, 40.0), (4.868, -1.359, 8.151, 20.0, 40.0), (-0.769, 0.302, 2.011, 20.0, 40.0), (4.475, 2.612, 0.014, 20.0, 40.0), (-3.532, -0.395, 2.024, 20.0, 40.0), (0.322, 0.675, 1.812, 20.0, 40.0), (-2.028, -1.942, 5.870, 20.0, 40.0), (1.810, -1.244, 6.392, 20.0, 40.0), (-0.783, 1.242, 0.124, 20.0, 40.0), (-4.745, -1.300, 3.227, 20.0, 40.0), (1.902, 1.973, 0.005, 20.0, 40.0), (-3.453, -1.429, 4.132, 20.0, 40.0), (1.559, 0.986, 1.808, 20.0, 40.0), (0.128, 2.754, -2.443, 20.0, 40.0), (2.759, 1.727, 0.926, 20.0, 40.0), (-4.468, 1.690, -2.614, 20.0, 40.0), (-2.368, -1.922, 5.659, 20.0, 40.0), (-2.766, 2.128, -2.640, 20.0, 40.0), (0.967, -1.825, 7.133, 20.0, 40.0), (-2.854, 2.855, -4.136, 20.0, 40.0), (-2.944, 1.875, -2.222, 20.0, 40.0), (-2.632, -0.983, 3.649, 20.0, 40.0), (2.427, 2.239, -0.266, 20.0, 40.0), (-1.726, -0.838, 3.812, 20.0, 40.0), (0.007, -0.903, 4.809, 20.0, 40.0), (-2.013, 1.092, -0.191, 20.0, 40.0), (-0.449, 0.970, 0.836, 20.0, 40.0), (1.396, 0.411, 2.876, 20.0, 40.0), (-1.115, -1.790, 6.023, 20.0, 40.0), (3.748, 1.917, 1.039, 20.0, 40.0), (2.978, 1.043, 2.404, 20.0, 40.0), (-3.969, 2.514, -4.013, 20.0, 40.0), (4.455, -0.050, 5.328, 20.0, 40.0), (-3.065, -0.846, 3.160, 20.0, 40.0), (-1.069, 2.167, -1.869, 20.0, 40.0), (3.016, -1.393, 7.294, 20.0, 40.0), (0.045, -1.928, 6.879, 20.0, 40.0), (-2.555, -0.984, 3.690, 20.0, 40.0), (-1.995, -0.054, 2.111, 20.0, 40.0), (4.600, -0.509, 6.318, 20.0, 40.0), (-1.942, 1.215, -0.402, 20.0, 40.0), (1.262, 2.765, -1.899, 20.0, 40.0), (2.617, -1.106, 6.521, 20.0, 40.0), (1.737, 0.554, 2.761, 20.0, 40.0), (-2.197, 0.632, 0.638, 20.0, 40.0), (4.768, 2.618, 0.147, 20.0, 40.0), (-3.737, -0.939, 3.010, 20.0, 40.0), (-2.623, 0.595, 0.499, 20.0, 40.0), (4.752, -0.340, 6.057, 20.0, 40.0), (2.333, -1.037, 6.240, 20.0, 40.0), (4.234, -1.882, 8.881, 20.0, 40.0), (-3.393, -0.812, 2.927, 20.0, 40.0), (0.885, 1.383, 0.678, 20.0, 40.0), (0.123, 2.937, -2.812, 20.0, 40.0), (2.969, 0.760, 2.964, 20.0, 40.0), (-4.929, 1.251, -1.967, 20.0, 40.0), (1.916, 2.223, -0.488, 20.0, 40.0), (-0.020, -1.740, 6.469, 20.0, 40.0), (0.702, -1.272, 5.895, 20.0, 40.0), (2.496, 2.648, -1.048, 20.0, 40.0), (4.067, -1.475, 7.984, 20.0, 40.0), (-3.717, 1.851, -2.561, 20.0, 40.0), (1.678, -0.624, 5.088, 20.0, 40.0), (1.073, 0.695, 2.146, 20.0, 40.0), (1.842, -0.749, 5.419, 20.0, 40.0), (-3.518, 1.909, -2.578, 20.0, 40.0), (2.229, 1.189, 1.737, 20.0, 40.0), (4.987, 2.893, -0.292, 20.0, 40.0), (-4.809, 1.043, -1.490, 20.0, 40.0), (-0.241, -0.728, 4.334, 20.0, 40.0), (-3.331, 0.590, 0.156, 20.0, 40.0), (-0.455, 2.621, -2.470, 20.0, 40.0), (1.492, 1.223, 1.301, 20.0, 40.0), (3.948, 2.841, -0.709, 20.0, 40.0), (0.732, 0.446, 2.475, 20.0, 40.0), (2.400, 2.390, -0.579, 20.0, 40.0), (-2.718, 1.427, -1.213, 20.0, 40.0), (-1.826, 1.451, -0.815, 20.0, 40.0), (1.125, 0.438, 2.686, 20.0, 40.0), (-4.918, 1.880, -3.219, 20.0, 40.0), (3.068, -0.442, 5.418, 20.0, 40.0), (1.982, 1.201, 1.589, 20.0, 40.0), (0.701, -1.709, 6.768, 20.0, 40.0), (-1.496, 2.564, -2.877, 20.0, 40.0), (-3.812, 0.974, -0.853, 20.0, 40.0), (-3.405, 2.018, -2.739, 20.0, 40.0), (2.211, 2.889, -1.674, 20.0, 40.0), (-2.481, 2.931, -4.103, 20.0, 40.0), (-3.721, 2.765, -4.391, 20.0, 40.0), (-1.768, -1.292, 4.699, 20.0, 40.0), (-4.462, 1.058, -1.347, 20.0, 40.0), (-3.516, -1.942, 5.126, 20.0, 40.0), (0.485, 2.420, -1.597, 20.0, 40.0), (-0.492, 0.242, 2.270, 20.0, 40.0), (4.245, 1.689, 1.744, 20.0, 40.0), (2.234, 0.364, 3.389, 20.0, 40.0), (2.629, 2.224, -0.134, 20.0, 40.0), (-4.375, 1.221, -1.630, 20.0, 40.0), (-0.618, 1.374, -0.057, 20.0, 40.0), (-2.580, -1.604, 4.918, 20.0, 40.0), (0.159, 1.104, 0.871, 20.0, 40.0), (-3.597, 0.975, -0.749, 20.0, 40.0); --- -DROP TABLE IF EXISTS test.model; -create table test.model engine = Memory as select LinearRegressionState(0.1, 5, 2.0)(target, param1, param2) as state from test.defaults; --- -- select toTypeName(state) from test.model; --- -- --- -- DROP TABLE IF EXISTS test.tests; --- -- CREATE TABLE IF NOT EXISTS test.tests --- -- ( --- -- predict1 Float64, --- -- predict2 Float64, --- -- state1 AggregateFunction(LinReg(0.01), Float64, Float64, Float64) --- -- ) ENGINE = Memory; --- -- insert into test.tests select 20.0, 40.0, LinRegState(0.01)(target, param1, param2) from test.defaults; --- -- select evalLinReg(state1, predict1, predict2) from test.tests; --- --- --- --- -- DROP TABLE IF EXISTS test.prediction; --- -- CREATE TABLE IF NOT EXISTS test.prediction --- -- ( --- -- predict1 Float64, --- -- predict2 Float64 --- -- ) ENGINE = Memory; --- --- --- -- insert into test.prediction values (20.0, 40.0); --- --- -- select multiply(param1, param2) from test.defaults; --- --- -- select evalLinReg(LinRegState(0.01)(target, param1, param2), 20.0, 40.0) from test.defaults; -select evalMLMethod(state, predict1, predict2) from test.model cross join test.defaults; --- -- select evalLinReg(state, predict1, predict2) from test.model inner join (select * from test.tests) using state; --- -- select evalLinReg(state1, predict1, predict2) from test.tests; --- --- -- select negate(target) from test.defaults; From 6a8542c8f6e524607b08e3ab00b02a0b3fb36d99 Mon Sep 17 00:00:00 2001 From: alexander kozhikhov Date: Wed, 13 Feb 2019 00:18:27 +0300 Subject: [PATCH 014/709] constructor changes change --- .../AggregateFunctions/AggregateFunctionMLMethod.cpp | 2 +- .../AggregateFunctions/AggregateFunctionMLMethod.h | 7 +++++-- ...0900_mytest.reference => 00950_ml_test.reference} | 0 .../{00900_stest.sql => 00950_ml_test.sql} | 12 +++++++----- 4 files changed, 13 insertions(+), 8 deletions(-) rename dbms/tests/queries/0_stateless/{00900_mytest.reference => 00950_ml_test.reference} (100%) rename dbms/tests/queries/0_stateless/{00900_stest.sql => 00950_ml_test.sql} (63%) diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp index 116a62b8408..04d31f918d0 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp @@ -73,7 +73,7 @@ AggregateFunctionPtr createAggregateFunctionMLMethod( if (argument_types.size() < 2) throw Exception("Aggregate function " + name + " requires at least two arguments", ErrorCodes::NUMBER_OF_ARGUMENTS_DOESNT_MATCH); - return std::make_shared(argument_types.size() - 1, gc, wu, learning_rate, batch_size); + return std::make_shared(argument_types.size() - 1, gc, wu, learning_rate, batch_size, argument_types, parameters); } } diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h index 9fde4174d4f..f9e12832f15 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h @@ -375,8 +375,11 @@ public: std::shared_ptr gradient_computer, std::shared_ptr weights_updater, Float64 learning_rate, - UInt32 batch_size) - : param_num(param_num), + UInt32 batch_size, + const DataTypes & argument_types, + const Array & params) + : IAggregateFunctionDataHelper>(argument_types, params), + param_num(param_num), learning_rate(learning_rate), batch_size(batch_size), gc(std::move(gradient_computer)), diff --git a/dbms/tests/queries/0_stateless/00900_mytest.reference b/dbms/tests/queries/0_stateless/00950_ml_test.reference similarity index 100% rename from dbms/tests/queries/0_stateless/00900_mytest.reference rename to dbms/tests/queries/0_stateless/00950_ml_test.reference diff --git a/dbms/tests/queries/0_stateless/00900_stest.sql b/dbms/tests/queries/0_stateless/00950_ml_test.sql similarity index 63% rename from dbms/tests/queries/0_stateless/00900_stest.sql rename to dbms/tests/queries/0_stateless/00950_ml_test.sql index 739de5aae35..4c1abb78bb6 100644 --- a/dbms/tests/queries/0_stateless/00900_stest.sql +++ b/dbms/tests/queries/0_stateless/00950_ml_test.sql @@ -1,6 +1,6 @@ CREATE DATABASE IF NOT EXISTS test; -DROP TABLE IF EXISTS test.defaults; -CREATE TABLE IF NOT EXISTS test.defaults +DROP TABLE IF EXISTS test.mldata; +CREATE TABLE IF NOT EXISTS test.mldata ( param1 Float64, param2 Float64, @@ -9,11 +9,13 @@ CREATE TABLE IF NOT EXISTS test.defaults predict2 Float64 ) ENGINE = Memory; -- -- insert into test.defaults values (2.533, 0.543, 3.181), (1.999, 1.765, 0.470), (0.631, 2.580, -1.845), (-1.164, 0.889, 0.640), (2.110, 0.768, 2.519), (1.251, 0.483, 2.659), (-3.958, 1.299, -1.576), (-2.152, -1.316, 4.556), (3.269, 1.441, 1.753), (4.206, -1.635, 8.373), (-3.479, -0.544, 2.349), (4.006, 0.167, 4.670), (-4.478, 2.400, -4.039), (1.856, 0.256, 3.417), (1.470, 1.685, 0.366), (-4.052, 2.326, -3.678), (-0.971, -0.969, 4.453), (0.881, -1.848, 7.137), (-1.551, -1.766, 5.756), (-0.988, -0.945, 4.395), (-4.636, 1.074, -1.466), (-4.074, -1.486, 3.934), (0.754, 2.627, -1.877), (1.035, 0.889, 1.738), (3.707, -1.281, 7.415), (-2.215, 1.110, -0.327), (-2.965, -1.316, 4.150), (-3.581, 1.063, -0.917), (0.548, 0.343, 2.588), (3.023, -0.870, 6.251), (4.053, -1.441, 7.909), (-0.750, 0.639, 1.348), (-4.411, 1.636, -2.477), (1.786, 0.398, 3.096), (-2.514, 0.033, 1.676), (4.935, -0.840, 7.148), (1.075, -0.921, 5.380), (-3.418, 2.177, -3.063), (3.122, 1.883, 0.795), (-2.254, -1.389, 4.650), (-4.603, 2.909, -5.119), (-1.886, -1.220, 4.497), (-0.509, -1.498, 5.741), (2.192, 1.882, 0.332), (4.056, -1.108, 7.244), (-1.918, 0.230, 1.581), (4.867, 1.516, 2.401), (-0.993, -0.011, 2.526), (-0.757, -1.192, 5.006), (-4.161, 2.059, -3.198), (2.258, 1.157, 1.814), (-3.878, -0.052, 1.165), (1.915, 2.998, -2.038), (-2.164, 2.379, -2.841), (-0.114, -1.914, 6.772), (3.812, 2.138, 0.630), (-1.863, 1.508, -0.947), (-2.964, 0.398, 0.722), (-2.046, -0.193, 2.363), (-1.525, -0.836, 3.910), (-4.557, -0.582, 1.886), (1.031, -0.461, 4.437), (-0.802, 0.699, 1.201), (3.982, 2.084, 0.824), (-2.243, 2.726, -3.573), (-3.989, -0.803, 2.611), (4.900, 0.253, 4.944), (-1.208, -1.587, 5.571), (0.370, 2.579, -1.972), (2.824, 0.964, 2.484), (-1.290, -0.128, 2.611), (0.190, 2.058, -1.021), (4.058, 2.122, 0.784), (4.879, 0.945, 3.549), (1.119, 1.992, -0.424), (4.050, 2.005, 1.015), (-0.064, 1.485, -0.002), (-2.496, 0.456, 0.840), (-1.835, 1.586, -1.090), (0.603, 1.856, -0.411), (-3.062, -0.966, 3.401), (-3.351, 0.430, 0.465), (-2.724, -1.331, 4.299), (3.291, -1.027, 6.699), (-4.263, 0.785, -0.701), (-3.289, -0.886, 3.128), (4.627, 1.331, 2.651), (-0.618, 0.602, 1.486), (0.056, 1.778, -0.528), (4.823, 1.154, 3.103), (-3.983, 0.509, -0.010), (-4.474, -1.400, 3.563), (-3.782, 2.996, -4.883), (4.515, -0.656, 6.569), (1.269, 2.592, -1.549), (-1.710, -0.241, 2.627), (2.171, 1.453, 1.180), (-1.931, -1.845, 5.726), (1.767, -1.798, 7.480), (4.352, 2.369, 0.438), (-4.498, 2.611, -4.472), (0.067, 0.517, 2.000), (4.151, 0.624, 3.827), (0.409, -0.969, 5.142), (0.193, -1.713, 6.522), (-2.487, 2.827, -3.898), (-4.363, 2.011, -3.203), (-2.383, 2.554, -3.299), (-4.457, -0.958, 2.687), (3.342, -0.360, 5.392), (0.902, 2.978, -2.505), (4.073, -1.524, 8.084), (3.036, 1.672, 1.173), (2.169, -0.564, 5.213), (-4.780, 0.962, -1.313), (-1.815, 2.096, -2.100), (-1.445, 0.458, 1.362), (1.891, -1.437, 6.820), (1.942, -1.761, 7.493), (-4.613, -1.551, 3.795), (-3.472, -1.110, 3.485), (-2.026, 1.961, -1.935), (0.091, -0.961, 4.967), (3.902, -1.336, 7.622), (-3.483, -0.769, 2.796), (-0.066, -1.233, 5.433), (2.597, 2.789, -1.280), (-1.657, -1.842, 5.856), (0.232, -1.420, 5.957), (-3.321, 1.609, -1.879), (2.673, 2.781, -1.226), (0.869, 0.072, 3.291), (1.444, -1.271, 6.264), (1.190, 1.460, 0.675), (3.497, 0.870, 3.008), (-2.884, -1.303, 4.163), (3.620, 0.381, 4.047), (2.594, 0.247, 3.803), (-3.902, -1.315, 3.678), (-4.753, -1.005, 2.634), (0.881, 0.675, 2.091), (0.414, 2.071, -0.935), (3.458, -0.920, 6.568), (-2.986, -0.411, 2.329), (3.076, -1.960, 8.458), (2.951, 2.988, -1.501), (2.408, 1.301, 1.603), (4.725, 0.366, 4.631), (4.924, -1.762, 8.985), (3.719, 0.970, 2.920), (-0.295, 0.257, 2.340), (-4.607, 2.548, -4.400), (0.288, 1.953, -0.761), (-3.311, 0.844, -0.344), (3.679, -0.642, 6.123), (-2.310, -0.838, 3.522), (-4.397, -0.226, 1.254), (-4.366, -0.024, 0.864), (2.405, 1.458, 1.286), (-4.296, -1.071, 2.994), (0.452, -1.901, 7.028), (-0.214, -0.467, 3.827), (2.559, 1.547, 1.185), (0.990, 1.539, 0.417), (0.478, -0.089, 3.417), (-2.734, -1.007, 3.646), (3.483, 0.247, 4.247), (3.507, 2.727, -0.701), (-4.399, 2.437, -4.073), (3.785, 0.036, 4.820), (-0.824, 2.417, -2.245), (-2.588, 0.369, 0.968), (-3.037, -1.639, 4.759), (4.531, -0.499, 6.264), (4.742, -1.161, 7.693), (-0.063, -0.595, 4.159), (0.697, 2.281, -1.212), (0.413, 0.607, 1.992), (-4.081, 0.383, 0.194), (0.712, 2.638, -1.920), (-1.620, 1.092, 0.006), (-3.425, -0.911, 3.109), (-0.124, 1.711, -0.484), (4.347, 1.387, 2.399), (-3.237, -0.900, 3.182), (-3.961, 0.358, 0.304), (4.326, -0.068, 5.298), (3.846, 1.725, 1.473), (-2.089, 0.953, 0.049), (-1.025, -1.470, 5.428), (2.061, -0.156, 4.343), (1.547, -1.827, 7.427), (2.786, 0.460, 3.473), (0.076, 0.659, 1.720), (3.597, 1.966, 0.866), (-0.933, -1.180, 4.894), (4.647, 1.190, 2.943), (-0.032, 0.544, 1.896), (4.461, -1.806, 8.843), (-0.586, 1.821, -0.934), (3.725, 1.715, 1.432), (-2.091, 2.714, -3.474), (4.494, -1.494, 8.236), (3.766, -0.209, 5.301), (-1.991, 1.776, -1.548), (-4.992, -0.742, 1.989), (-2.400, 1.828, -1.855), (-1.329, 0.143, 2.050), (1.954, 1.759, 0.459), (-4.422, 1.507, -2.224), (-2.243, -1.126, 4.131), (4.417, -1.080, 7.368), (1.737, -1.144, 6.157), (2.661, -1.084, 6.498), (-3.198, 0.443, 0.515), (4.191, -1.250, 7.596), (-2.419, -0.163, 2.116), (1.910, -1.173, 6.301), (-0.241, 1.902, -0.925), (-4.415, 2.479, -4.165), (3.307, -0.465, 5.583), (-2.382, 1.364, -0.920), (-3.154, 2.953, -4.483), (-2.562, 2.803, -3.888), (3.076, 0.195, 4.149), (-0.101, 0.896, 1.157), (-2.067, 1.120, -0.273), (-4.680, 2.756, -4.851), (-4.283, -0.607, 2.072), (4.013, -1.072, 7.150), (-4.401, -0.896, 2.591), (4.544, 2.498, 0.276), (4.075, -1.204, 7.445), (-3.463, 1.242, -1.216), (3.992, 2.782, -0.568), (-4.503, 0.239, 0.270), (-3.095, 1.161, -0.870), (0.768, -0.904, 5.192), (1.255, 2.870, -2.112), (-1.537, -0.049, 2.330), (2.851, -1.182, 6.789), (1.974, -0.922, 5.832), (4.447, 2.719, -0.214), (-3.413, 0.555, 0.184), (4.943, 2.120, 1.231), (3.645, -0.413, 5.648), (-4.776, 0.079, 0.453), (1.991, 1.565, 0.866), (2.413, 1.793, 0.620), (4.245, 2.663, -0.205), (-2.022, -1.180, 4.350), (-2.285, -1.246, 4.350), (2.276, 0.488, 3.162), (2.582, -0.037, 4.365), (-4.875, 1.468, -2.374), (-2.492, 2.730, -3.706), (2.696, -1.833, 8.013), (4.618, -1.127, 7.563), (-4.156, 0.987, -1.053), (1.873, -1.566, 7.068), (1.699, 0.794, 2.262), (-3.181, 1.640, -1.871), (-3.225, 1.526, -1.664), (-2.679, -1.811, 5.281), (3.717, 1.532, 1.794), (1.288, -0.999, 5.642), (-1.057, 0.044, 2.384), (-0.147, 1.108, 0.711), (-3.827, -1.139, 3.365), (0.872, -1.482, 6.399), (1.982, 0.286, 3.418), (-1.381, 2.374, -2.439), (-1.091, 2.010, -1.565), (-1.192, 2.751, -3.097), (1.468, -0.992, 5.718), (2.249, 0.949, 2.228), (3.064, 0.911, 2.711), (-1.576, -1.584, 5.380), (2.130, -1.489, 7.043), (4.386, -1.284, 7.761), (1.662, -1.645, 7.121), (-3.395, 1.784, -2.265), (4.618, 1.951, 1.406), (-0.299, 0.378, 2.095), (-2.911, 2.131, -2.717), (0.876, 2.869, -2.301), (-1.785, 0.961, 0.186), (-4.188, 2.442, -3.977), (-1.128, 0.127, 2.181), (1.755, -1.215, 6.307), (-2.276, 0.596, 0.669), (-4.630, 1.978, -3.272), (-0.454, 0.275, 2.224), (-1.950, -1.385, 4.794), (-0.889, 2.696, -2.837), (-4.832, -0.038, 0.661), (3.738, 0.604, 3.662), (-0.224, -0.465, 3.819); -insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 40.0), (0.121, -0.615, 4.290, 20.0, 40.0), (-1.099, 2.755, -3.060, 20.0, 40.0), (1.090, 2.945, -2.346, 20.0, 40.0), (0.305, 2.179, -1.205, 20.0, 40.0), (-0.925, 0.702, 1.134, 20.0, 40.0), (3.178, -1.316, 7.221, 20.0, 40.0), (-2.756, -0.473, 2.569, 20.0, 40.0), (3.665, 2.303, 0.226, 20.0, 40.0), (1.662, 1.951, -0.070, 20.0, 40.0), (2.869, 0.593, 3.249, 20.0, 40.0), (0.818, -0.593, 4.594, 20.0, 40.0), (-1.917, 0.916, 0.209, 20.0, 40.0), (2.706, 1.523, 1.307, 20.0, 40.0), (0.219, 2.162, -1.214, 20.0, 40.0), (-4.510, 1.376, -2.007, 20.0, 40.0), (4.284, -0.515, 6.173, 20.0, 40.0), (-1.101, 2.810, -3.170, 20.0, 40.0), (-1.810, -1.117, 4.329, 20.0, 40.0), (0.055, 1.115, 0.797, 20.0, 40.0), (-2.178, 2.904, -3.898, 20.0, 40.0), (-3.494, -1.814, 4.882, 20.0, 40.0), (3.027, 0.476, 3.562, 20.0, 40.0), (-1.434, 1.151, -0.018, 20.0, 40.0), (1.180, 0.992, 1.606, 20.0, 40.0), (0.015, 0.971, 1.067, 20.0, 40.0), (-0.511, -0.875, 4.495, 20.0, 40.0), (0.961, 2.348, -1.216, 20.0, 40.0), (-2.279, 0.038, 1.785, 20.0, 40.0), (-1.568, -0.248, 2.712, 20.0, 40.0), (-0.496, 0.366, 2.020, 20.0, 40.0), (1.177, -1.401, 6.390, 20.0, 40.0), (2.882, -1.442, 7.325, 20.0, 40.0), (-1.066, 1.817, -1.167, 20.0, 40.0), (-2.144, 2.791, -3.655, 20.0, 40.0), (-4.370, 2.228, -3.642, 20.0, 40.0), (3.996, 2.775, -0.553, 20.0, 40.0), (0.289, 2.055, -0.965, 20.0, 40.0), (-0.588, -1.601, 5.908, 20.0, 40.0), (-1.801, 0.417, 1.265, 20.0, 40.0), (4.375, -1.499, 8.186, 20.0, 40.0), (-2.618, 0.038, 1.615, 20.0, 40.0), (3.616, -0.833, 6.475, 20.0, 40.0), (-4.045, -1.558, 4.094, 20.0, 40.0), (-3.962, 0.636, -0.253, 20.0, 40.0), (3.505, 2.625, -0.497, 20.0, 40.0), (3.029, -0.523, 5.560, 20.0, 40.0), (-3.520, -0.474, 2.188, 20.0, 40.0), (2.430, -1.469, 7.154, 20.0, 40.0), (1.547, -1.654, 7.082, 20.0, 40.0), (-1.370, 0.575, 1.165, 20.0, 40.0), (-1.869, -1.555, 5.176, 20.0, 40.0), (3.536, 2.841, -0.913, 20.0, 40.0), (-3.810, 1.220, -1.344, 20.0, 40.0), (-1.971, 1.462, -0.910, 20.0, 40.0), (-0.243, 0.167, 2.545, 20.0, 40.0), (-1.403, 2.645, -2.991, 20.0, 40.0), (0.532, -0.114, 3.494, 20.0, 40.0), (-1.678, 0.975, 0.212, 20.0, 40.0), (-0.656, 2.140, -1.609, 20.0, 40.0), (1.743, 2.631, -1.390, 20.0, 40.0), (2.586, 2.943, -1.593, 20.0, 40.0), (-0.512, 2.969, -3.195, 20.0, 40.0), (2.283, -0.100, 4.342, 20.0, 40.0), (-4.293, 0.872, -0.890, 20.0, 40.0), (3.411, 1.300, 2.106, 20.0, 40.0), (-0.281, 2.951, -3.042, 20.0, 40.0), (-4.442, 0.384, 0.012, 20.0, 40.0), (1.194, 1.746, 0.104, 20.0, 40.0), (-1.152, 1.862, -1.300, 20.0, 40.0), (1.362, -1.341, 6.363, 20.0, 40.0), (-4.488, 2.618, -4.481, 20.0, 40.0), (3.419, -0.564, 5.837, 20.0, 40.0), (-3.392, 0.396, 0.512, 20.0, 40.0), (-1.629, -0.909, 4.003, 20.0, 40.0), (4.447, -1.088, 7.399, 20.0, 40.0), (-1.232, 1.699, -1.014, 20.0, 40.0), (-1.286, -0.609, 3.575, 20.0, 40.0), (2.437, 2.796, -1.374, 20.0, 40.0), (-4.864, 1.989, -3.410, 20.0, 40.0), (-1.716, -1.399, 4.940, 20.0, 40.0), (-3.084, 1.858, -2.259, 20.0, 40.0), (2.828, -0.319, 5.053, 20.0, 40.0), (-1.226, 2.586, -2.786, 20.0, 40.0), (2.456, 0.092, 4.044, 20.0, 40.0), (-0.989, 2.375, -2.245, 20.0, 40.0), (3.268, 0.935, 2.765, 20.0, 40.0), (-4.128, -1.995, 4.927, 20.0, 40.0), (-1.083, 2.197, -1.935, 20.0, 40.0), (-3.471, -1.198, 3.660, 20.0, 40.0), (4.617, -1.136, 7.579, 20.0, 40.0), (2.054, -1.675, 7.378, 20.0, 40.0), (4.106, 2.326, 0.402, 20.0, 40.0), (1.558, 0.310, 3.158, 20.0, 40.0), (0.792, 0.900, 1.596, 20.0, 40.0), (-3.229, 0.300, 0.785, 20.0, 40.0), (3.787, -0.793, 6.479, 20.0, 40.0), (1.786, 2.288, -0.684, 20.0, 40.0), (2.643, 0.223, 3.875, 20.0, 40.0), (-3.592, 2.122, -3.040, 20.0, 40.0), (4.519, -1.760, 8.779, 20.0, 40.0), (3.221, 2.255, 0.101, 20.0, 40.0), (4.151, 1.788, 1.500, 20.0, 40.0), (-1.033, -1.195, 4.874, 20.0, 40.0), (-1.636, -1.037, 4.257, 20.0, 40.0), (-3.548, 1.911, -2.596, 20.0, 40.0), (4.829, -0.293, 6.001, 20.0, 40.0), (-4.684, -1.664, 3.986, 20.0, 40.0), (4.531, -0.503, 6.271, 20.0, 40.0), (-3.503, -1.606, 4.460, 20.0, 40.0), (-2.036, -1.522, 5.027, 20.0, 40.0), (-0.473, -0.617, 3.997, 20.0, 40.0), (-1.554, -1.630, 5.483, 20.0, 40.0), (-3.567, -1.043, 3.302, 20.0, 40.0), (-2.038, 0.579, 0.823, 20.0, 40.0), (-3.040, 0.857, -0.233, 20.0, 40.0), (4.610, 0.562, 4.181, 20.0, 40.0), (-3.323, -1.938, 5.215, 20.0, 40.0), (4.314, 1.720, 1.717, 20.0, 40.0), (-1.220, 0.615, 1.161, 20.0, 40.0), (-2.556, 1.120, -0.519, 20.0, 40.0), (-3.717, -0.108, 1.358, 20.0, 40.0), (4.689, -1.826, 8.996, 20.0, 40.0), (3.452, 0.506, 3.713, 20.0, 40.0), (2.472, 0.612, 3.012, 20.0, 40.0), (3.452, 0.450, 3.826, 20.0, 40.0), (1.207, 2.585, -1.567, 20.0, 40.0), (-4.826, 1.090, -1.593, 20.0, 40.0), (3.116, -1.118, 6.794, 20.0, 40.0), (0.448, 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20.0, 40.0), (0.739, 1.598, 0.174, 20.0, 40.0), (1.828, 1.853, 0.208, 20.0, 40.0), (4.856, 0.137, 5.153, 20.0, 40.0), (-1.617, 0.468, 1.255, 20.0, 40.0), (-1.972, 2.053, -2.092, 20.0, 40.0), (-4.633, 1.389, -2.094, 20.0, 40.0), (-3.628, -1.156, 3.498, 20.0, 40.0), (3.597, 1.034, 2.731, 20.0, 40.0), (-1.488, -0.002, 2.261, 20.0, 40.0), (0.749, 1.921, -0.468, 20.0, 40.0), (1.304, -1.371, 6.394, 20.0, 40.0), (4.587, 2.936, -0.579, 20.0, 40.0), (-2.241, 1.791, -1.703, 20.0, 40.0), (-2.945, 1.372, -1.216, 20.0, 40.0), (1.375, 0.395, 2.898, 20.0, 40.0), (-1.281, -0.641, 3.642, 20.0, 40.0), (2.178, 0.895, 2.299, 20.0, 40.0), (3.031, -0.786, 6.087, 20.0, 40.0), (-1.385, -0.375, 3.058, 20.0, 40.0), (4.041, -0.431, 5.882, 20.0, 40.0), (0.480, -0.507, 4.254, 20.0, 40.0), (-3.797, 0.140, 0.822, 20.0, 40.0), (2.355, 2.502, -0.827, 20.0, 40.0), (1.376, -1.583, 6.854, 20.0, 40.0), (0.164, 1.405, 0.273, 20.0, 40.0), (-1.273, 1.471, -0.579, 20.0, 40.0), (0.770, 2.246, -1.107, 20.0, 40.0), (4.552, 2.904, -0.533, 20.0, 40.0), (4.259, -1.772, 8.674, 20.0, 40.0), (-0.309, 1.159, 0.528, 20.0, 40.0), (3.581, 2.700, -0.610, 20.0, 40.0), (-3.202, 0.346, 0.707, 20.0, 40.0), (-1.575, 1.242, -0.271, 20.0, 40.0), (-1.584, -0.493, 3.194, 20.0, 40.0), (-3.778, 0.150, 0.810, 20.0, 40.0), (-4.675, 1.749, -2.835, 20.0, 40.0), (3.567, -0.792, 6.367, 20.0, 40.0), (-0.417, 1.399, -0.006, 20.0, 40.0), (-4.672, 2.007, -3.349, 20.0, 40.0), (-1.034, 0.196, 2.090, 20.0, 40.0), (-3.796, 2.496, -3.890, 20.0, 40.0), (3.532, -0.497, 5.759, 20.0, 40.0), (4.868, -1.359, 8.151, 20.0, 40.0), (-0.769, 0.302, 2.011, 20.0, 40.0), (4.475, 2.612, 0.014, 20.0, 40.0), (-3.532, -0.395, 2.024, 20.0, 40.0), (0.322, 0.675, 1.812, 20.0, 40.0), (-2.028, -1.942, 5.870, 20.0, 40.0), (1.810, -1.244, 6.392, 20.0, 40.0), (-0.783, 1.242, 0.124, 20.0, 40.0), (-4.745, -1.300, 3.227, 20.0, 40.0), (1.902, 1.973, 0.005, 20.0, 40.0), (-3.453, -1.429, 4.132, 20.0, 40.0), (1.559, 0.986, 1.808, 20.0, 40.0), (0.128, 2.754, -2.443, 20.0, 40.0), (2.759, 1.727, 0.926, 20.0, 40.0), (-4.468, 1.690, -2.614, 20.0, 40.0), (-2.368, -1.922, 5.659, 20.0, 40.0), (-2.766, 2.128, -2.640, 20.0, 40.0), (0.967, -1.825, 7.133, 20.0, 40.0), (-2.854, 2.855, -4.136, 20.0, 40.0), (-2.944, 1.875, -2.222, 20.0, 40.0), (-2.632, -0.983, 3.649, 20.0, 40.0), (2.427, 2.239, -0.266, 20.0, 40.0), (-1.726, -0.838, 3.812, 20.0, 40.0), (0.007, -0.903, 4.809, 20.0, 40.0), (-2.013, 1.092, -0.191, 20.0, 40.0), (-0.449, 0.970, 0.836, 20.0, 40.0), (1.396, 0.411, 2.876, 20.0, 40.0), (-1.115, -1.790, 6.023, 20.0, 40.0), (3.748, 1.917, 1.039, 20.0, 40.0), (2.978, 1.043, 2.404, 20.0, 40.0), (-3.969, 2.514, -4.013, 20.0, 40.0), (4.455, -0.050, 5.328, 20.0, 40.0), (-3.065, -0.846, 3.160, 20.0, 40.0), (-1.069, 2.167, -1.869, 20.0, 40.0), (3.016, -1.393, 7.294, 20.0, 40.0), (0.045, -1.928, 6.879, 20.0, 40.0), (-2.555, -0.984, 3.690, 20.0, 40.0), (-1.995, -0.054, 2.111, 20.0, 40.0), (4.600, -0.509, 6.318, 20.0, 40.0), (-1.942, 1.215, -0.402, 20.0, 40.0), (1.262, 2.765, -1.899, 20.0, 40.0), (2.617, -1.106, 6.521, 20.0, 40.0), (1.737, 0.554, 2.761, 20.0, 40.0), (-2.197, 0.632, 0.638, 20.0, 40.0), (4.768, 2.618, 0.147, 20.0, 40.0), (-3.737, -0.939, 3.010, 20.0, 40.0), (-2.623, 0.595, 0.499, 20.0, 40.0), (4.752, -0.340, 6.057, 20.0, 40.0), (2.333, -1.037, 6.240, 20.0, 40.0), (4.234, -1.882, 8.881, 20.0, 40.0), (-3.393, -0.812, 2.927, 20.0, 40.0), (0.885, 1.383, 0.678, 20.0, 40.0), (0.123, 2.937, -2.812, 20.0, 40.0), (2.969, 0.760, 2.964, 20.0, 40.0), (-4.929, 1.251, -1.967, 20.0, 40.0), (1.916, 2.223, -0.488, 20.0, 40.0), (-0.020, -1.740, 6.469, 20.0, 40.0), (0.702, -1.272, 5.895, 20.0, 40.0), (2.496, 2.648, -1.048, 20.0, 40.0), (4.067, -1.475, 7.984, 20.0, 40.0), (-3.717, 1.851, -2.561, 20.0, 40.0), (1.678, -0.624, 5.088, 20.0, 40.0), (1.073, 0.695, 2.146, 20.0, 40.0), (1.842, -0.749, 5.419, 20.0, 40.0), (-3.518, 1.909, -2.578, 20.0, 40.0), (2.229, 1.189, 1.737, 20.0, 40.0), (4.987, 2.893, -0.292, 20.0, 40.0), (-4.809, 1.043, -1.490, 20.0, 40.0), (-0.241, -0.728, 4.334, 20.0, 40.0), (-3.331, 0.590, 0.156, 20.0, 40.0), (-0.455, 2.621, -2.470, 20.0, 40.0), (1.492, 1.223, 1.301, 20.0, 40.0), (3.948, 2.841, -0.709, 20.0, 40.0), (0.732, 0.446, 2.475, 20.0, 40.0), (2.400, 2.390, -0.579, 20.0, 40.0), (-2.718, 1.427, -1.213, 20.0, 40.0), (-1.826, 1.451, -0.815, 20.0, 40.0), (1.125, 0.438, 2.686, 20.0, 40.0), (-4.918, 1.880, -3.219, 20.0, 40.0), (3.068, -0.442, 5.418, 20.0, 40.0), (1.982, 1.201, 1.589, 20.0, 40.0), (0.701, -1.709, 6.768, 20.0, 40.0), (-1.496, 2.564, -2.877, 20.0, 40.0), (-3.812, 0.974, -0.853, 20.0, 40.0), (-3.405, 2.018, -2.739, 20.0, 40.0), (2.211, 2.889, -1.674, 20.0, 40.0), (-2.481, 2.931, -4.103, 20.0, 40.0), (-3.721, 2.765, -4.391, 20.0, 40.0), (-1.768, -1.292, 4.699, 20.0, 40.0), (-4.462, 1.058, -1.347, 20.0, 40.0), (-3.516, -1.942, 5.126, 20.0, 40.0), (0.485, 2.420, -1.597, 20.0, 40.0), (-0.492, 0.242, 2.270, 20.0, 40.0), (4.245, 1.689, 1.744, 20.0, 40.0), (2.234, 0.364, 3.389, 20.0, 40.0), (2.629, 2.224, -0.134, 20.0, 40.0), (-4.375, 1.221, -1.630, 20.0, 40.0), (-0.618, 1.374, -0.057, 20.0, 40.0), (-2.580, -1.604, 4.918, 20.0, 40.0), (0.159, 1.104, 0.871, 20.0, 40.0), (-3.597, 0.975, -0.749, 20.0, 40.0); +-- insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 40.0), (0.121, -0.615, 4.290, 20.0, 40.0), (-1.099, 2.755, -3.060, 20.0, 40.0), (1.090, 2.945, -2.346, 20.0, 40.0), (0.305, 2.179, -1.205, 20.0, 40.0), (-0.925, 0.702, 1.134, 20.0, 40.0), (3.178, -1.316, 7.221, 20.0, 40.0), (-2.756, -0.473, 2.569, 20.0, 40.0), (3.665, 2.303, 0.226, 20.0, 40.0), (1.662, 1.951, -0.070, 20.0, 40.0), (2.869, 0.593, 3.249, 20.0, 40.0), (0.818, -0.593, 4.594, 20.0, 40.0), (-1.917, 0.916, 0.209, 20.0, 40.0), (2.706, 1.523, 1.307, 20.0, 40.0), (0.219, 2.162, -1.214, 20.0, 40.0), (-4.510, 1.376, -2.007, 20.0, 40.0), (4.284, -0.515, 6.173, 20.0, 40.0), (-1.101, 2.810, -3.170, 20.0, 40.0), (-1.810, -1.117, 4.329, 20.0, 40.0), (0.055, 1.115, 0.797, 20.0, 40.0), (-2.178, 2.904, -3.898, 20.0, 40.0), (-3.494, -1.814, 4.882, 20.0, 40.0), (3.027, 0.476, 3.562, 20.0, 40.0), (-1.434, 1.151, -0.018, 20.0, 40.0), (1.180, 0.992, 1.606, 20.0, 40.0), (0.015, 0.971, 1.067, 20.0, 40.0), (-0.511, -0.875, 4.495, 20.0, 40.0), (0.961, 2.348, -1.216, 20.0, 40.0), (-2.279, 0.038, 1.785, 20.0, 40.0), (-1.568, -0.248, 2.712, 20.0, 40.0), (-0.496, 0.366, 2.020, 20.0, 40.0), (1.177, -1.401, 6.390, 20.0, 40.0), (2.882, -1.442, 7.325, 20.0, 40.0), (-1.066, 1.817, -1.167, 20.0, 40.0), (-2.144, 2.791, -3.655, 20.0, 40.0), (-4.370, 2.228, -3.642, 20.0, 40.0), (3.996, 2.775, -0.553, 20.0, 40.0), (0.289, 2.055, -0.965, 20.0, 40.0), (-0.588, -1.601, 5.908, 20.0, 40.0), (-1.801, 0.417, 1.265, 20.0, 40.0), (4.375, -1.499, 8.186, 20.0, 40.0), (-2.618, 0.038, 1.615, 20.0, 40.0), (3.616, -0.833, 6.475, 20.0, 40.0), (-4.045, -1.558, 4.094, 20.0, 40.0), (-3.962, 0.636, -0.253, 20.0, 40.0), (3.505, 2.625, -0.497, 20.0, 40.0), (3.029, -0.523, 5.560, 20.0, 40.0), (-3.520, -0.474, 2.188, 20.0, 40.0), (2.430, -1.469, 7.154, 20.0, 40.0), (1.547, -1.654, 7.082, 20.0, 40.0), (-1.370, 0.575, 1.165, 20.0, 40.0), (-1.869, -1.555, 5.176, 20.0, 40.0), (3.536, 2.841, -0.913, 20.0, 40.0), (-3.810, 1.220, -1.344, 20.0, 40.0), (-1.971, 1.462, -0.910, 20.0, 40.0), (-0.243, 0.167, 2.545, 20.0, 40.0), (-1.403, 2.645, -2.991, 20.0, 40.0), (0.532, -0.114, 3.494, 20.0, 40.0), (-1.678, 0.975, 0.212, 20.0, 40.0), (-0.656, 2.140, -1.609, 20.0, 40.0), (1.743, 2.631, -1.390, 20.0, 40.0), (2.586, 2.943, -1.593, 20.0, 40.0), (-0.512, 2.969, -3.195, 20.0, 40.0), (2.283, -0.100, 4.342, 20.0, 40.0), (-4.293, 0.872, -0.890, 20.0, 40.0), (3.411, 1.300, 2.106, 20.0, 40.0), (-0.281, 2.951, -3.042, 20.0, 40.0), (-4.442, 0.384, 0.012, 20.0, 40.0), (1.194, 1.746, 0.104, 20.0, 40.0), (-1.152, 1.862, -1.300, 20.0, 40.0), (1.362, -1.341, 6.363, 20.0, 40.0), (-4.488, 2.618, -4.481, 20.0, 40.0), (3.419, -0.564, 5.837, 20.0, 40.0), (-3.392, 0.396, 0.512, 20.0, 40.0), (-1.629, -0.909, 4.003, 20.0, 40.0), (4.447, -1.088, 7.399, 20.0, 40.0), (-1.232, 1.699, -1.014, 20.0, 40.0), (-1.286, -0.609, 3.575, 20.0, 40.0), (2.437, 2.796, -1.374, 20.0, 40.0), (-4.864, 1.989, -3.410, 20.0, 40.0), (-1.716, -1.399, 4.940, 20.0, 40.0), (-3.084, 1.858, -2.259, 20.0, 40.0), (2.828, -0.319, 5.053, 20.0, 40.0), (-1.226, 2.586, -2.786, 20.0, 40.0), (2.456, 0.092, 4.044, 20.0, 40.0), (-0.989, 2.375, -2.245, 20.0, 40.0), (3.268, 0.935, 2.765, 20.0, 40.0), (-4.128, -1.995, 4.927, 20.0, 40.0), (-1.083, 2.197, -1.935, 20.0, 40.0), (-3.471, -1.198, 3.660, 20.0, 40.0), (4.617, -1.136, 7.579, 20.0, 40.0), (2.054, -1.675, 7.378, 20.0, 40.0), (4.106, 2.326, 0.402, 20.0, 40.0), (1.558, 0.310, 3.158, 20.0, 40.0), (0.792, 0.900, 1.596, 20.0, 40.0), (-3.229, 0.300, 0.785, 20.0, 40.0), (3.787, -0.793, 6.479, 20.0, 40.0), (1.786, 2.288, -0.684, 20.0, 40.0), (2.643, 0.223, 3.875, 20.0, 40.0), (-3.592, 2.122, -3.040, 20.0, 40.0), (4.519, -1.760, 8.779, 20.0, 40.0), (3.221, 2.255, 0.101, 20.0, 40.0), (4.151, 1.788, 1.500, 20.0, 40.0), (-1.033, -1.195, 4.874, 20.0, 40.0), (-1.636, -1.037, 4.257, 20.0, 40.0), (-3.548, 1.911, -2.596, 20.0, 40.0), (4.829, -0.293, 6.001, 20.0, 40.0), (-4.684, -1.664, 3.986, 20.0, 40.0), (4.531, -0.503, 6.271, 20.0, 40.0), (-3.503, -1.606, 4.460, 20.0, 40.0), (-2.036, -1.522, 5.027, 20.0, 40.0), (-0.473, -0.617, 3.997, 20.0, 40.0), (-1.554, -1.630, 5.483, 20.0, 40.0), (-3.567, -1.043, 3.302, 20.0, 40.0), (-2.038, 0.579, 0.823, 20.0, 40.0), (-3.040, 0.857, -0.233, 20.0, 40.0), (4.610, 0.562, 4.181, 20.0, 40.0), (-3.323, -1.938, 5.215, 20.0, 40.0), (4.314, 1.720, 1.717, 20.0, 40.0), (-1.220, 0.615, 1.161, 20.0, 40.0), (-2.556, 1.120, -0.519, 20.0, 40.0), (-3.717, -0.108, 1.358, 20.0, 40.0), (4.689, -1.826, 8.996, 20.0, 40.0), (3.452, 0.506, 3.713, 20.0, 40.0), (2.472, 0.612, 3.012, 20.0, 40.0), (3.452, 0.450, 3.826, 20.0, 40.0), (1.207, 2.585, -1.567, 20.0, 40.0), (-4.826, 1.090, -1.593, 20.0, 40.0), (3.116, -1.118, 6.794, 20.0, 40.0), (0.448, 2.732, -2.240, 20.0, 40.0), (-1.096, -0.525, 3.503, 20.0, 40.0), (-4.680, -0.238, 1.137, 20.0, 40.0), (2.552, -1.403, 7.082, 20.0, 40.0), (0.719, 2.997, -2.635, 20.0, 40.0), (0.347, -1.966, 7.105, 20.0, 40.0), (2.958, -0.404, 5.288, 20.0, 40.0), (0.722, -1.950, 7.261, 20.0, 40.0), (-2.851, -0.986, 3.546, 20.0, 40.0), (-4.316, -0.439, 1.721, 20.0, 40.0), (-1.685, -0.201, 2.560, 20.0, 40.0), (1.856, 0.190, 3.549, 20.0, 40.0), (-2.052, 0.206, 1.562, 20.0, 40.0), (-2.504, -0.646, 3.041, 20.0, 40.0), (3.235, 0.882, 2.854, 20.0, 40.0), (-1.366, -1.573, 5.463, 20.0, 40.0), (-3.447, 2.419, -3.562, 20.0, 40.0), (4.155, 2.092, 0.893, 20.0, 40.0), (-0.935, 0.209, 2.116, 20.0, 40.0), (3.117, -1.821, 8.201, 20.0, 40.0), (3.759, 0.577, 3.725, 20.0, 40.0), (-0.938, 2.992, -3.453, 20.0, 40.0), (-0.525, 2.341, -1.945, 20.0, 40.0), (4.540, 2.625, 0.019, 20.0, 40.0), (-2.097, 1.190, -0.429, 20.0, 40.0), (-2.672, 1.983, -2.302, 20.0, 40.0), (-3.038, -1.490, 4.460, 20.0, 40.0), (-0.943, 2.149, -1.770, 20.0, 40.0), (0.739, 1.598, 0.174, 20.0, 40.0), (1.828, 1.853, 0.208, 20.0, 40.0), (4.856, 0.137, 5.153, 20.0, 40.0), (-1.617, 0.468, 1.255, 20.0, 40.0), (-1.972, 2.053, -2.092, 20.0, 40.0), (-4.633, 1.389, -2.094, 20.0, 40.0), (-3.628, -1.156, 3.498, 20.0, 40.0), (3.597, 1.034, 2.731, 20.0, 40.0), (-1.488, -0.002, 2.261, 20.0, 40.0), (0.749, 1.921, -0.468, 20.0, 40.0), (1.304, -1.371, 6.394, 20.0, 40.0), (4.587, 2.936, -0.579, 20.0, 40.0), (-2.241, 1.791, -1.703, 20.0, 40.0), (-2.945, 1.372, -1.216, 20.0, 40.0), (1.375, 0.395, 2.898, 20.0, 40.0), (-1.281, -0.641, 3.642, 20.0, 40.0), (2.178, 0.895, 2.299, 20.0, 40.0), (3.031, -0.786, 6.087, 20.0, 40.0), (-1.385, -0.375, 3.058, 20.0, 40.0), (4.041, -0.431, 5.882, 20.0, 40.0), (0.480, -0.507, 4.254, 20.0, 40.0), (-3.797, 0.140, 0.822, 20.0, 40.0), (2.355, 2.502, -0.827, 20.0, 40.0), (1.376, -1.583, 6.854, 20.0, 40.0), (0.164, 1.405, 0.273, 20.0, 40.0), (-1.273, 1.471, -0.579, 20.0, 40.0), (0.770, 2.246, -1.107, 20.0, 40.0), (4.552, 2.904, -0.533, 20.0, 40.0), (4.259, -1.772, 8.674, 20.0, 40.0), (-0.309, 1.159, 0.528, 20.0, 40.0), (3.581, 2.700, -0.610, 20.0, 40.0), (-3.202, 0.346, 0.707, 20.0, 40.0), (-1.575, 1.242, -0.271, 20.0, 40.0), (-1.584, -0.493, 3.194, 20.0, 40.0), (-3.778, 0.150, 0.810, 20.0, 40.0), (-4.675, 1.749, -2.835, 20.0, 40.0), (3.567, -0.792, 6.367, 20.0, 40.0), (-0.417, 1.399, -0.006, 20.0, 40.0), (-4.672, 2.007, -3.349, 20.0, 40.0), (-1.034, 0.196, 2.090, 20.0, 40.0), (-3.796, 2.496, -3.890, 20.0, 40.0), (3.532, -0.497, 5.759, 20.0, 40.0), (4.868, -1.359, 8.151, 20.0, 40.0), (-0.769, 0.302, 2.011, 20.0, 40.0), (4.475, 2.612, 0.014, 20.0, 40.0), (-3.532, -0.395, 2.024, 20.0, 40.0), (0.322, 0.675, 1.812, 20.0, 40.0), (-2.028, -1.942, 5.870, 20.0, 40.0), (1.810, -1.244, 6.392, 20.0, 40.0), (-0.783, 1.242, 0.124, 20.0, 40.0), (-4.745, -1.300, 3.227, 20.0, 40.0), (1.902, 1.973, 0.005, 20.0, 40.0), (-3.453, -1.429, 4.132, 20.0, 40.0), (1.559, 0.986, 1.808, 20.0, 40.0), (0.128, 2.754, -2.443, 20.0, 40.0), (2.759, 1.727, 0.926, 20.0, 40.0), (-4.468, 1.690, -2.614, 20.0, 40.0), (-2.368, -1.922, 5.659, 20.0, 40.0), (-2.766, 2.128, -2.640, 20.0, 40.0), (0.967, -1.825, 7.133, 20.0, 40.0), (-2.854, 2.855, -4.136, 20.0, 40.0), (-2.944, 1.875, -2.222, 20.0, 40.0), (-2.632, -0.983, 3.649, 20.0, 40.0), (2.427, 2.239, -0.266, 20.0, 40.0), (-1.726, -0.838, 3.812, 20.0, 40.0), (0.007, -0.903, 4.809, 20.0, 40.0), (-2.013, 1.092, -0.191, 20.0, 40.0), (-0.449, 0.970, 0.836, 20.0, 40.0), (1.396, 0.411, 2.876, 20.0, 40.0), (-1.115, -1.790, 6.023, 20.0, 40.0), (3.748, 1.917, 1.039, 20.0, 40.0), (2.978, 1.043, 2.404, 20.0, 40.0), (-3.969, 2.514, -4.013, 20.0, 40.0), (4.455, -0.050, 5.328, 20.0, 40.0), (-3.065, -0.846, 3.160, 20.0, 40.0), (-1.069, 2.167, -1.869, 20.0, 40.0), (3.016, -1.393, 7.294, 20.0, 40.0), (0.045, -1.928, 6.879, 20.0, 40.0), (-2.555, -0.984, 3.690, 20.0, 40.0), (-1.995, -0.054, 2.111, 20.0, 40.0), (4.600, -0.509, 6.318, 20.0, 40.0), (-1.942, 1.215, -0.402, 20.0, 40.0), (1.262, 2.765, -1.899, 20.0, 40.0), (2.617, -1.106, 6.521, 20.0, 40.0), (1.737, 0.554, 2.761, 20.0, 40.0), (-2.197, 0.632, 0.638, 20.0, 40.0), (4.768, 2.618, 0.147, 20.0, 40.0), (-3.737, -0.939, 3.010, 20.0, 40.0), (-2.623, 0.595, 0.499, 20.0, 40.0), (4.752, -0.340, 6.057, 20.0, 40.0), (2.333, -1.037, 6.240, 20.0, 40.0), (4.234, -1.882, 8.881, 20.0, 40.0), (-3.393, -0.812, 2.927, 20.0, 40.0), (0.885, 1.383, 0.678, 20.0, 40.0), (0.123, 2.937, -2.812, 20.0, 40.0), (2.969, 0.760, 2.964, 20.0, 40.0), (-4.929, 1.251, -1.967, 20.0, 40.0), (1.916, 2.223, -0.488, 20.0, 40.0), (-0.020, -1.740, 6.469, 20.0, 40.0), (0.702, -1.272, 5.895, 20.0, 40.0), (2.496, 2.648, -1.048, 20.0, 40.0), (4.067, -1.475, 7.984, 20.0, 40.0), (-3.717, 1.851, -2.561, 20.0, 40.0), (1.678, -0.624, 5.088, 20.0, 40.0), (1.073, 0.695, 2.146, 20.0, 40.0), (1.842, -0.749, 5.419, 20.0, 40.0), (-3.518, 1.909, -2.578, 20.0, 40.0), (2.229, 1.189, 1.737, 20.0, 40.0), (4.987, 2.893, -0.292, 20.0, 40.0), (-4.809, 1.043, -1.490, 20.0, 40.0), (-0.241, -0.728, 4.334, 20.0, 40.0), (-3.331, 0.590, 0.156, 20.0, 40.0), (-0.455, 2.621, -2.470, 20.0, 40.0), (1.492, 1.223, 1.301, 20.0, 40.0), (3.948, 2.841, -0.709, 20.0, 40.0), (0.732, 0.446, 2.475, 20.0, 40.0), (2.400, 2.390, -0.579, 20.0, 40.0), (-2.718, 1.427, -1.213, 20.0, 40.0), (-1.826, 1.451, -0.815, 20.0, 40.0), (1.125, 0.438, 2.686, 20.0, 40.0), (-4.918, 1.880, -3.219, 20.0, 40.0), (3.068, -0.442, 5.418, 20.0, 40.0), (1.982, 1.201, 1.589, 20.0, 40.0), (0.701, -1.709, 6.768, 20.0, 40.0), (-1.496, 2.564, -2.877, 20.0, 40.0), (-3.812, 0.974, -0.853, 20.0, 40.0), (-3.405, 2.018, -2.739, 20.0, 40.0), (2.211, 2.889, -1.674, 20.0, 40.0), (-2.481, 2.931, -4.103, 20.0, 40.0), (-3.721, 2.765, -4.391, 20.0, 40.0), (-1.768, -1.292, 4.699, 20.0, 40.0), (-4.462, 1.058, -1.347, 20.0, 40.0), (-3.516, -1.942, 5.126, 20.0, 40.0), (0.485, 2.420, -1.597, 20.0, 40.0), (-0.492, 0.242, 2.270, 20.0, 40.0), (4.245, 1.689, 1.744, 20.0, 40.0), (2.234, 0.364, 3.389, 20.0, 40.0), (2.629, 2.224, -0.134, 20.0, 40.0), (-4.375, 1.221, -1.630, 20.0, 40.0), (-0.618, 1.374, -0.057, 20.0, 40.0), (-2.580, -1.604, 4.918, 20.0, 40.0), (0.159, 1.104, 0.871, 20.0, 40.0), (-3.597, 0.975, -0.749, 20.0, 40.0); -- insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 40.0), (0.121, -0.615, 4.290, 20.0, 40.0), (-1.099, 2.755, -3.060, 20.0, 40.0), (1.090, 2.945, -2.346, 20.0, 40.0), (0.305, 2.179, -1.205, 20.0, 40.0), (-0.925, 0.702, 1.134, 20.0, 40.0), (3.178, -1.316, 7.221, 20.0, 40.0), (-2.756, -0.473, 2.569, 20.0, 40.0), (3.665, 2.303, 0.226, 20.0, 40.0), (1.662, 1.951, -0.070, 20.0, 40.0), (2.869, 0.593, 3.249, 20.0, 40.0), (0.818, -0.593, 4.594, 20.0, 40.0), (-1.917, 0.916, 0.209, 20.0, 40.0), (2.706, 1.523, 1.307, 20.0, 40.0), (0.219, 2.162, -1.214, 20.0, 40.0), (-4.510, 1.376, -2.007, 20.0, 40.0), (4.284, -0.515, 6.173, 20.0, 40.0), (-1.101, 2.810, -3.170, 20.0, 40.0), (-1.810, -1.117, 4.329, 20.0, 40.0), (0.055, 1.115, 0.797, 20.0, 40.0), (-2.178, 2.904, -3.898, 20.0, 40.0), (-3.494, -1.814, 4.882, 20.0, 40.0), (3.027, 0.476, 3.562, 20.0, 40.0), (-1.434, 1.151, -0.018, 20.0, 40.0), (1.180, 0.992, 1.606, 20.0, 40.0), (0.015, 0.971, 1.067, 20.0, 40.0), (-0.511, -0.875, 4.495, 20.0, 40.0), (0.961, 2.348, -1.216, 20.0, 40.0), (-2.279, 0.038, 1.785, 20.0, 40.0), (-1.568, -0.248, 2.712, 20.0, 40.0), (-0.496, 0.366, 2.020, 20.0, 40.0), (1.177, -1.401, 6.390, 20.0, 40.0), (2.882, -1.442, 7.325, 20.0, 40.0), (-1.066, 1.817, -1.167, 20.0, 40.0), (-2.144, 2.791, -3.655, 20.0, 40.0), (-4.370, 2.228, -3.642, 20.0, 40.0), (3.996, 2.775, -0.553, 20.0, 40.0), (0.289, 2.055, -0.965, 20.0, 40.0), (-0.588, -1.601, 5.908, 20.0, 40.0), (-1.801, 0.417, 1.265, 20.0, 40.0), (4.375, -1.499, 8.186, 20.0, 40.0), (-2.618, 0.038, 1.615, 20.0, 40.0), (3.616, -0.833, 6.475, 20.0, 40.0), (-4.045, -1.558, 4.094, 20.0, 40.0), (-3.962, 0.636, -0.253, 20.0, 40.0), (3.505, 2.625, -0.497, 20.0, 40.0), (3.029, -0.523, 5.560, 20.0, 40.0), (-3.520, -0.474, 2.188, 20.0, 40.0), (2.430, -1.469, 7.154, 20.0, 40.0), (1.547, -1.654, 7.082, 20.0, 40.0), (-1.370, 0.575, 1.165, 20.0, 40.0), (-1.869, -1.555, 5.176, 20.0, 40.0), (3.536, 2.841, -0.913, 20.0, 40.0), (-3.810, 1.220, -1.344, 20.0, 40.0), (-1.971, 1.462, -0.910, 20.0, 40.0), (-0.243, 0.167, 2.545, 20.0, 40.0), (-1.403, 2.645, -2.991, 20.0, 40.0), (0.532, -0.114, 3.494, 20.0, 40.0), (-1.678, 0.975, 0.212, 20.0, 40.0), (-0.656, 2.140, -1.609, 20.0, 40.0), (1.743, 2.631, -1.390, 20.0, 40.0), (2.586, 2.943, -1.593, 20.0, 40.0), (-0.512, 2.969, -3.195, 20.0, 40.0), (2.283, -0.100, 4.342, 20.0, 40.0), (-4.293, 0.872, -0.890, 20.0, 40.0), (3.411, 1.300, 2.106, 20.0, 40.0), (-0.281, 2.951, -3.042, 20.0, 40.0), (-4.442, 0.384, 0.012, 20.0, 40.0), (1.194, 1.746, 0.104, 20.0, 40.0), (-1.152, 1.862, -1.300, 20.0, 40.0), (1.362, -1.341, 6.363, 20.0, 40.0), (-4.488, 2.618, -4.481, 20.0, 40.0), (3.419, -0.564, 5.837, 20.0, 40.0), (-3.392, 0.396, 0.512, 20.0, 40.0), (-1.629, -0.909, 4.003, 20.0, 40.0), (4.447, -1.088, 7.399, 20.0, 40.0), (-1.232, 1.699, -1.014, 20.0, 40.0), (-1.286, -0.609, 3.575, 20.0, 40.0), (2.437, 2.796, -1.374, 20.0, 40.0), (-4.864, 1.989, -3.410, 20.0, 40.0), (-1.716, -1.399, 4.940, 20.0, 40.0), (-3.084, 1.858, -2.259, 20.0, 40.0), (2.828, -0.319, 5.053, 20.0, 40.0), (-1.226, 2.586, -2.786, 20.0, 40.0), (2.456, 0.092, 4.044, 20.0, 40.0), (-0.989, 2.375, -2.245, 20.0, 40.0), (3.268, 0.935, 2.765, 20.0, 40.0), (-4.128, -1.995, 4.927, 20.0, 40.0), (-1.083, 2.197, -1.935, 20.0, 40.0), (-3.471, -1.198, 3.660, 20.0, 40.0), (4.617, -1.136, 7.579, 20.0, 40.0), (2.054, -1.675, 7.378, 20.0, 40.0), (4.106, 2.326, 0.402, 20.0, 40.0), (1.558, 0.310, 3.158, 20.0, 40.0), (0.792, 0.900, 1.596, 20.0, 40.0), (-3.229, 0.300, 0.785, 20.0, 40.0), (3.787, -0.793, 6.479, 20.0, 40.0), (1.786, 2.288, -0.684, 20.0, 40.0), (2.643, 0.223, 3.875, 20.0, 40.0), (-3.592, 2.122, -3.040, 20.0, 40.0), (4.519, -1.760, 8.779, 20.0, 40.0), (3.221, 2.255, 0.101, 20.0, 40.0), (4.151, 1.788, 1.500, 20.0, 40.0), (-1.033, -1.195, 4.874, 20.0, 40.0), (-1.636, -1.037, 4.257, 20.0, 40.0), (-3.548, 1.911, -2.596, 20.0, 40.0), (4.829, -0.293, 6.001, 20.0, 40.0), (-4.684, -1.664, 3.986, 20.0, 40.0), (4.531, -0.503, 6.271, 20.0, 40.0), (-3.503, -1.606, 4.460, 20.0, 40.0), (-2.036, -1.522, 5.027, 20.0, 40.0), (-0.473, -0.617, 3.997, 20.0, 40.0), (-1.554, -1.630, 5.483, 20.0, 40.0), (-3.567, -1.043, 3.302, 20.0, 40.0), (-2.038, 0.579, 0.823, 20.0, 40.0), (-3.040, 0.857, -0.233, 20.0, 40.0), (4.610, 0.562, 4.181, 20.0, 40.0), (-3.323, -1.938, 5.215, 20.0, 40.0), (4.314, 1.720, 1.717, 20.0, 40.0), (-1.220, 0.615, 1.161, 20.0, 40.0), (-2.556, 1.120, -0.519, 20.0, 40.0), (-3.717, -0.108, 1.358, 20.0, 40.0), (4.689, -1.826, 8.996, 20.0, 40.0), (3.452, 0.506, 3.713, 20.0, 40.0), (2.472, 0.612, 3.012, 20.0, 40.0), (3.452, 0.450, 3.826, 20.0, 40.0), (1.207, 2.585, -1.567, 20.0, 40.0), (-4.826, 1.090, -1.593, 20.0, 40.0), (3.116, -1.118, 6.794, 20.0, 40.0), (0.448, 2.732, -2.240, 20.0, 40.0), (-1.096, -0.525, 3.503, 20.0, 40.0), (-4.680, -0.238, 1.137, 20.0, 40.0), (2.552, -1.403, 7.082, 20.0, 40.0), (0.719, 2.997, -2.635, 20.0, 40.0), (0.347, -1.966, 7.105, 20.0, 40.0), (2.958, -0.404, 5.288, 20.0, 40.0), (0.722, -1.950, 7.261, 20.0, 40.0), (-2.851, -0.986, 3.546, 20.0, 40.0), (-4.316, -0.439, 1.721, 20.0, 40.0), (-1.685, -0.201, 2.560, 20.0, 40.0), (1.856, 0.190, 3.549, 20.0, 40.0), (-2.052, 0.206, 1.562, 20.0, 40.0), (-2.504, -0.646, 3.041, 20.0, 40.0), (3.235, 0.882, 2.854, 20.0, 40.0), (-1.366, -1.573, 5.463, 20.0, 40.0), (-3.447, 2.419, -3.562, 20.0, 40.0), (4.155, 2.092, 0.893, 20.0, 40.0), (-0.935, 0.209, 2.116, 20.0, 40.0), (3.117, -1.821, 8.201, 20.0, 40.0), (3.759, 0.577, 3.725, 20.0, 40.0), (-0.938, 2.992, -3.453, 20.0, 40.0), (-0.525, 2.341, -1.945, 20.0, 40.0), (4.540, 2.625, 0.019, 20.0, 40.0), (-2.097, 1.190, -0.429, 20.0, 40.0), (-2.672, 1.983, -2.302, 20.0, 40.0), (-3.038, -1.490, 4.460, 20.0, 40.0), (-0.943, 2.149, -1.770, 20.0, 40.0), (0.739, 1.598, 0.174, 20.0, 40.0), (1.828, 1.853, 0.208, 20.0, 40.0), (4.856, 0.137, 5.153, 20.0, 40.0), (-1.617, 0.468, 1.255, 20.0, 40.0), (-1.972, 2.053, -2.092, 20.0, 40.0), (-4.633, 1.389, -2.094, 20.0, 40.0), (-3.628, -1.156, 3.498, 20.0, 40.0), (3.597, 1.034, 2.731, 20.0, 40.0), (-1.488, -0.002, 2.261, 20.0, 40.0), (0.749, 1.921, -0.468, 20.0, 40.0), (1.304, -1.371, 6.394, 20.0, 40.0), (4.587, 2.936, -0.579, 20.0, 40.0), (-2.241, 1.791, -1.703, 20.0, 40.0), (-2.945, 1.372, -1.216, 20.0, 40.0), (1.375, 0.395, 2.898, 20.0, 40.0), (-1.281, -0.641, 3.642, 20.0, 40.0), (2.178, 0.895, 2.299, 20.0, 40.0), (3.031, -0.786, 6.087, 20.0, 40.0), (-1.385, -0.375, 3.058, 20.0, 40.0), (4.041, -0.431, 5.882, 20.0, 40.0), (0.480, -0.507, 4.254, 20.0, 40.0), (-3.797, 0.140, 0.822, 20.0, 40.0), (2.355, 2.502, -0.827, 20.0, 40.0), (1.376, -1.583, 6.854, 20.0, 40.0), (0.164, 1.405, 0.273, 20.0, 40.0), (-1.273, 1.471, -0.579, 20.0, 40.0), (0.770, 2.246, -1.107, 20.0, 40.0), (4.552, 2.904, -0.533, 20.0, 40.0), (4.259, -1.772, 8.674, 20.0, 40.0), (-0.309, 1.159, 0.528, 20.0, 40.0), (3.581, 2.700, -0.610, 20.0, 40.0), (-3.202, 0.346, 0.707, 20.0, 40.0), (-1.575, 1.242, -0.271, 20.0, 40.0), (-1.584, -0.493, 3.194, 20.0, 40.0), (-3.778, 0.150, 0.810, 20.0, 40.0), (-4.675, 1.749, -2.835, 20.0, 40.0), (3.567, -0.792, 6.367, 20.0, 40.0), (-0.417, 1.399, -0.006, 20.0, 40.0), (-4.672, 2.007, -3.349, 20.0, 40.0), (-1.034, 0.196, 2.090, 20.0, 40.0), (-3.796, 2.496, -3.890, 20.0, 40.0), (3.532, -0.497, 5.759, 20.0, 40.0), (4.868, -1.359, 8.151, 20.0, 40.0), (-0.769, 0.302, 2.011, 20.0, 40.0), (4.475, 2.612, 0.014, 20.0, 40.0), (-3.532, -0.395, 2.024, 20.0, 40.0), (0.322, 0.675, 1.812, 20.0, 40.0), (-2.028, -1.942, 5.870, 20.0, 40.0), (1.810, -1.244, 6.392, 20.0, 40.0), (-0.783, 1.242, 0.124, 20.0, 40.0), (-4.745, -1.300, 3.227, 20.0, 40.0), (1.902, 1.973, 0.005, 20.0, 40.0), (-3.453, -1.429, 4.132, 20.0, 40.0), (1.559, 0.986, 1.808, 20.0, 40.0), (0.128, 2.754, -2.443, 20.0, 40.0), (2.759, 1.727, 0.926, 20.0, 40.0), (-4.468, 1.690, -2.614, 20.0, 40.0), (-2.368, -1.922, 5.659, 20.0, 40.0), (-2.766, 2.128, -2.640, 20.0, 40.0), (0.967, -1.825, 7.133, 20.0, 40.0), (-2.854, 2.855, -4.136, 20.0, 40.0), (-2.944, 1.875, -2.222, 20.0, 40.0), (-2.632, -0.983, 3.649, 20.0, 40.0), (2.427, 2.239, -0.266, 20.0, 40.0), (-1.726, -0.838, 3.812, 20.0, 40.0), (0.007, -0.903, 4.809, 20.0, 40.0), (-2.013, 1.092, -0.191, 20.0, 40.0), (-0.449, 0.970, 0.836, 20.0, 40.0), (1.396, 0.411, 2.876, 20.0, 40.0), (-1.115, -1.790, 6.023, 20.0, 40.0), (3.748, 1.917, 1.039, 20.0, 40.0), (2.978, 1.043, 2.404, 20.0, 40.0), (-3.969, 2.514, -4.013, 20.0, 40.0), (4.455, -0.050, 5.328, 20.0, 40.0), (-3.065, -0.846, 3.160, 20.0, 40.0), (-1.069, 2.167, -1.869, 20.0, 40.0), (3.016, -1.393, 7.294, 20.0, 40.0), (0.045, -1.928, 6.879, 20.0, 40.0), (-2.555, -0.984, 3.690, 20.0, 40.0), (-1.995, -0.054, 2.111, 20.0, 40.0), (4.600, -0.509, 6.318, 20.0, 40.0), (-1.942, 1.215, -0.402, 20.0, 40.0), (1.262, 2.765, -1.899, 20.0, 40.0), (2.617, -1.106, 6.521, 20.0, 40.0), (1.737, 0.554, 2.761, 20.0, 40.0), (-2.197, 0.632, 0.638, 20.0, 40.0), (4.768, 2.618, 0.147, 20.0, 40.0), (-3.737, -0.939, 3.010, 20.0, 40.0), (-2.623, 0.595, 0.499, 20.0, 40.0), (4.752, -0.340, 6.057, 20.0, 40.0), (2.333, -1.037, 6.240, 20.0, 40.0), (4.234, -1.882, 8.881, 20.0, 40.0), (-3.393, -0.812, 2.927, 20.0, 40.0), (0.885, 1.383, 0.678, 20.0, 40.0), (0.123, 2.937, -2.812, 20.0, 40.0), (2.969, 0.760, 2.964, 20.0, 40.0), (-4.929, 1.251, -1.967, 20.0, 40.0), (1.916, 2.223, -0.488, 20.0, 40.0), (-0.020, -1.740, 6.469, 20.0, 40.0), (0.702, -1.272, 5.895, 20.0, 40.0), (2.496, 2.648, -1.048, 20.0, 40.0), (4.067, -1.475, 7.984, 20.0, 40.0), (-3.717, 1.851, -2.561, 20.0, 40.0), (1.678, -0.624, 5.088, 20.0, 40.0), (1.073, 0.695, 2.146, 20.0, 40.0), (1.842, -0.749, 5.419, 20.0, 40.0), (-3.518, 1.909, -2.578, 20.0, 40.0), (2.229, 1.189, 1.737, 20.0, 40.0), (4.987, 2.893, -0.292, 20.0, 40.0), (-4.809, 1.043, -1.490, 20.0, 40.0), (-0.241, -0.728, 4.334, 20.0, 40.0), (-3.331, 0.590, 0.156, 20.0, 40.0), (-0.455, 2.621, -2.470, 20.0, 40.0), (1.492, 1.223, 1.301, 20.0, 40.0), (3.948, 2.841, -0.709, 20.0, 40.0), (0.732, 0.446, 2.475, 20.0, 40.0), (2.400, 2.390, -0.579, 20.0, 40.0), (-2.718, 1.427, -1.213, 20.0, 40.0), (-1.826, 1.451, -0.815, 20.0, 40.0), (1.125, 0.438, 2.686, 20.0, 40.0), (-4.918, 1.880, -3.219, 20.0, 40.0), (3.068, -0.442, 5.418, 20.0, 40.0), (1.982, 1.201, 1.589, 20.0, 40.0), (0.701, -1.709, 6.768, 20.0, 40.0), (-1.496, 2.564, -2.877, 20.0, 40.0), (-3.812, 0.974, -0.853, 20.0, 40.0), (-3.405, 2.018, -2.739, 20.0, 40.0), (2.211, 2.889, -1.674, 20.0, 40.0), (-2.481, 2.931, -4.103, 20.0, 40.0), (-3.721, 2.765, -4.391, 20.0, 40.0), (-1.768, -1.292, 4.699, 20.0, 40.0), (-4.462, 1.058, -1.347, 20.0, 40.0), (-3.516, -1.942, 5.126, 20.0, 40.0), (0.485, 2.420, -1.597, 20.0, 40.0), (-0.492, 0.242, 2.270, 20.0, 40.0), (4.245, 1.689, 1.744, 20.0, 40.0), (2.234, 0.364, 3.389, 20.0, 40.0), (2.629, 2.224, -0.134, 20.0, 40.0), (-4.375, 1.221, -1.630, 20.0, 40.0), (-0.618, 1.374, -0.057, 20.0, 40.0), (-2.580, -1.604, 4.918, 20.0, 40.0), (0.159, 1.104, 0.871, 20.0, 40.0), (-3.597, 0.975, -0.749, 20.0, 40.0); -- -DROP TABLE IF EXISTS test.model; -create table test.model engine = Memory as select LinearRegressionState(0.1, 5, 2.0)(target, param1, param2) as state from test.defaults; +insert into test.mldata values (-1.0, -2.0, -3.0, -4.0, -5.0); + +-- DROP TABLE IF EXISTS test.model; +-- create table test.model engine = Memory as select LinearRegressionState(0.1, 5, 2.0)(target, param1, param2) as state from test.defaults; -- -- select toTypeName(state) from test.model; -- -- -- -- DROP TABLE IF EXISTS test.tests; From a7f7c4a15704736df3c13540007e0a0b18f5f32f Mon Sep 17 00:00:00 2001 From: alexander kozhikhov Date: Wed, 13 Feb 2019 00:37:49 +0300 Subject: [PATCH 015/709] ml constructor changed --- dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp | 2 +- dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h | 7 +++++-- .../{00900_mytest.reference => 00950_mltest.reference} | 0 .../0_stateless/{00900_mytest.sql => 00950_mltest.sql} | 5 ++++- 4 files changed, 10 insertions(+), 4 deletions(-) rename dbms/tests/queries/0_stateless/{00900_mytest.reference => 00950_mltest.reference} (100%) rename dbms/tests/queries/0_stateless/{00900_mytest.sql => 00950_mltest.sql} (99%) diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp index 116a62b8408..04d31f918d0 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp @@ -73,7 +73,7 @@ AggregateFunctionPtr createAggregateFunctionMLMethod( if (argument_types.size() < 2) throw Exception("Aggregate function " + name + " requires at least two arguments", ErrorCodes::NUMBER_OF_ARGUMENTS_DOESNT_MATCH); - return std::make_shared(argument_types.size() - 1, gc, wu, learning_rate, batch_size); + return std::make_shared(argument_types.size() - 1, gc, wu, learning_rate, batch_size, argument_types, parameters); } } diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h index 545b278cce5..363f514c136 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h @@ -332,8 +332,11 @@ public: std::shared_ptr gradient_computer, std::shared_ptr weights_updater, Float64 learning_rate, - UInt32 batch_size) - : param_num(param_num), + UInt32 batch_size, + const DataTypes & argument_types, + const Array & params) + : IAggregateFunctionDataHelper>(argument_types, params), + param_num(param_num), learning_rate(learning_rate), batch_size(batch_size), gc(std::move(gradient_computer)), diff --git a/dbms/tests/queries/0_stateless/00900_mytest.reference b/dbms/tests/queries/0_stateless/00950_mltest.reference similarity index 100% rename from dbms/tests/queries/0_stateless/00900_mytest.reference rename to dbms/tests/queries/0_stateless/00950_mltest.reference diff --git a/dbms/tests/queries/0_stateless/00900_mytest.sql b/dbms/tests/queries/0_stateless/00950_mltest.sql similarity index 99% rename from dbms/tests/queries/0_stateless/00900_mytest.sql rename to dbms/tests/queries/0_stateless/00950_mltest.sql index ddb99c77d19..28e431b6814 100644 --- a/dbms/tests/queries/0_stateless/00900_mytest.sql +++ b/dbms/tests/queries/0_stateless/00950_mltest.sql @@ -36,12 +36,15 @@ create table test.model engine = Memory as select LinearRegressionState(0.1, 5, -- -- ) ENGINE = Memory; -- -- + +with (select state from test.model) as model select evalMLMethod(model, predict1, predict2) from test.defaults + -- -- insert into test.prediction values (20.0, 40.0); -- -- -- select multiply(param1, param2) from test.defaults; -- -- -- select evalLinReg(LinRegState(0.01)(target, param1, param2), 20.0, 40.0) from test.defaults; -select evalMLMethod(state, predict1, predict2) from test.model cross join test.defaults; +-- select evalMLMethod(state, predict1, predict2) from test.model cross join test.defaults; -- -- select evalLinReg(state, predict1, predict2) from test.model inner join (select * from test.tests) using state; -- -- select evalLinReg(state1, predict1, predict2) from test.tests; -- From b23cd21ce176701c1fa2d1af088476763f85dcc6 Mon Sep 17 00:00:00 2001 From: alexander kozhikhov Date: Wed, 13 Feb 2019 01:33:37 +0300 Subject: [PATCH 016/709] predict correctly using scalar aggr state --- .../AggregateFunctionMLMethod.h | 16 +- dbms/src/Columns/ColumnAggregateFunction.cpp | 19 +- dbms/src/Functions/evalMLMethod.cpp | 15 +- .../0_stateless/00950_ml_test.reference | 600 +++++++++--------- .../queries/0_stateless/00950_ml_test.sql | 55 +- 5 files changed, 321 insertions(+), 384 deletions(-) diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h index f9e12832f15..0dc0999da3f 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h @@ -110,22 +110,20 @@ public: void predict_for_all(ColumnVector::Container & container, Block & block, const ColumnNumbers & arguments, const std::vector & weights, Float64 bias) const override { size_t rows_num = block.rows(); - std::cout << "\n\nROWS NUM: " << rows_num << "\n\n"; std::vector results(rows_num, bias); - for (size_t i = 1; i < arguments.size(); ++i) { ColumnPtr cur_col = block.getByPosition(arguments[i]).column; for (size_t row_num = 0; row_num != rows_num; ++row_num) { + const auto &element = (*cur_col)[row_num]; if (element.getType() != Field::Types::Float64) throw Exception("Prediction arguments must be values of type Float", ErrorCodes::BAD_ARGUMENTS); - results[row_num] += weights[row_num] * element.get(); - // predict_features[i - 1] = element.get(); + results[row_num] += weights[i - 1] * element.get(); } } @@ -133,9 +131,6 @@ public: { container.emplace_back(results[row_num]); } -// column.getData().push_back(this->data(place).predict(predict_features)); -// column.getData().push_back(this->data(place).predict_for_all()); -// this->data(place).predict_for_all(column.getData(), block, arguments); } }; @@ -183,6 +178,7 @@ public: } void predict_for_all(ColumnVector::Container & container, Block & block, const ColumnNumbers & arguments, const std::vector & weights, Float64 bias) const override { + // TODO std::ignore = container; std::ignore = block; std::ignore = arguments; @@ -417,17 +413,15 @@ public: this->data(place).read(buf); } - void predictResultInto(ConstAggregateDataPtr place, IColumn & to, Block & block, size_t row_num, const ColumnNumbers & arguments) const + void predictResultInto(ConstAggregateDataPtr place, IColumn & to, Block & block, const ColumnNumbers & arguments) const { - std::ignore = row_num; - std::cout << "\n\n IM CALLED \n\n"; - if (arguments.size() != param_num + 1) throw Exception("Predict got incorrect number of arguments. Got: " + std::to_string(arguments.size()) + ". Required: " + std::to_string(param_num + 1), ErrorCodes::NUMBER_OF_ARGUMENTS_DOESNT_MATCH); auto &column = dynamic_cast &>(to); + /// Так делали с одним предиктом, пока пусть побудет тут // std::vector predict_features(arguments.size() - 1); // for (size_t i = 1; i < arguments.size(); ++i) // { diff --git a/dbms/src/Columns/ColumnAggregateFunction.cpp b/dbms/src/Columns/ColumnAggregateFunction.cpp index d5db26e3420..52f2f087b9e 100644 --- a/dbms/src/Columns/ColumnAggregateFunction.cpp +++ b/dbms/src/Columns/ColumnAggregateFunction.cpp @@ -108,28 +108,14 @@ MutableColumnPtr ColumnAggregateFunction::convertToValues() const MutableColumnPtr ColumnAggregateFunction::predictValues(Block & block, const ColumnNumbers & arguments) const { -// if (const AggregateFunctionState * function_state = typeid_cast(func.get())) -// { -// auto res = createView(); -// res->set(function_state->getNestedFunction()); -// res->data.assign(data.begin(), data.end()); -// return res; -// } -// -// MutableColumnPtr res = func->getReturnType()->createColumn(); -// res->reserve(data.size()); MutableColumnPtr res; if (convertion(&res)) { return res; } - std::cout << "\n\nHELLO: " << data.size() << "\n\n"; /// На моих тестах дважды в эту функцию приходит нечтно, имеющее data.size() == 0 однако оно по сути ничего не делает в следующих строках - if (1 != data.size()) - return res; -// auto ML_function = typeid_cast *>(func.get()); auto ML_function_Linear = typeid_cast *>(func.get()); auto ML_function_Logistic = typeid_cast *>(func.get()); if (ML_function_Linear) @@ -137,17 +123,16 @@ MutableColumnPtr ColumnAggregateFunction::predictValues(Block & block, const Col size_t row_num = 0; for (auto val : data) { - ML_function_Linear->predictResultInto(val, *res, block, row_num, arguments); + ML_function_Linear->predictResultInto(val, *res, block, arguments); ++row_num; } -// ML_function_Linear->predictResultInto(data[0], *res, block, row_num, arguments); } else if (ML_function_Logistic) { size_t row_num = 0; for (auto val : data) { - ML_function_Logistic->predictResultInto(val, *res, block, row_num, arguments); + ML_function_Logistic->predictResultInto(val, *res, block, arguments); ++row_num; } } else diff --git a/dbms/src/Functions/evalMLMethod.cpp b/dbms/src/Functions/evalMLMethod.cpp index 23e21b3605f..2585c2ae1c9 100644 --- a/dbms/src/Functions/evalMLMethod.cpp +++ b/dbms/src/Functions/evalMLMethod.cpp @@ -63,14 +63,14 @@ namespace DB // typeid_cast(static_cast(&*block.getByPosition(arguments.at(0)).column)); -// std::cout << "\n\n\nHELOOOOO\n\n\n"; // завести МЛ_аггр_функции как отдельный класс, чтобы тут сразу это проверять, а не делать это внутри predictValues() - const ColumnAggregateFunction * column_with_states - = typeid_cast(&*block.getByPosition(arguments.at(0)).column); -// std::cout << "\n\n\nHELOOOOO 2\n\n\n"; -// const ColumnConst * column_with_states -// = typeid_cast(&*block.getByPosition(arguments.at(0)).column); +// const ColumnAggregateFunction * column_with_states +// = typeid_cast(&*block.getByPosition(arguments.at(0)).column); + + + const ColumnConst * column_with_states + = typeid_cast(&*block.getByPosition(arguments.at(0)).column); if (!column_with_states) @@ -94,7 +94,8 @@ namespace DB } block.getByPosition(result).column = column_with_states->predictValues(predict_features); */ - block.getByPosition(result).column = column_with_states->predictValues(block, arguments); + block.getByPosition(result).column = + typeid_cast(&*column_with_states->getDataColumnPtr())->predictValues(block, arguments); } }; diff --git a/dbms/tests/queries/0_stateless/00950_ml_test.reference b/dbms/tests/queries/0_stateless/00950_ml_test.reference index 8a9f3c31da5..6326f98fcd1 100644 --- a/dbms/tests/queries/0_stateless/00950_ml_test.reference +++ b/dbms/tests/queries/0_stateless/00950_ml_test.reference @@ -1,300 +1,300 @@ --66.99407003753556 --66.99407003753556 --66.99407003753556 --66.99407003753556 --66.99407003753556 --66.99407003753556 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4c1abb78bb6..0a009c29d29 100644 --- a/dbms/tests/queries/0_stateless/00950_ml_test.sql +++ b/dbms/tests/queries/0_stateless/00950_ml_test.sql @@ -1,6 +1,6 @@ CREATE DATABASE IF NOT EXISTS test; -DROP TABLE IF EXISTS test.mldata; -CREATE TABLE IF NOT EXISTS test.mldata +DROP TABLE IF EXISTS test.defaults; +CREATE TABLE IF NOT EXISTS test.defaults ( param1 Float64, param2 Float64, @@ -8,53 +8,10 @@ CREATE TABLE IF NOT EXISTS test.mldata predict1 Float64, predict2 Float64 ) ENGINE = Memory; --- -- insert into test.defaults values (2.533, 0.543, 3.181), (1.999, 1.765, 0.470), (0.631, 2.580, -1.845), (-1.164, 0.889, 0.640), (2.110, 0.768, 2.519), (1.251, 0.483, 2.659), (-3.958, 1.299, -1.576), (-2.152, -1.316, 4.556), (3.269, 1.441, 1.753), (4.206, -1.635, 8.373), (-3.479, -0.544, 2.349), (4.006, 0.167, 4.670), (-4.478, 2.400, -4.039), (1.856, 0.256, 3.417), (1.470, 1.685, 0.366), (-4.052, 2.326, -3.678), (-0.971, -0.969, 4.453), (0.881, -1.848, 7.137), (-1.551, -1.766, 5.756), (-0.988, -0.945, 4.395), (-4.636, 1.074, -1.466), (-4.074, -1.486, 3.934), (0.754, 2.627, -1.877), (1.035, 0.889, 1.738), (3.707, -1.281, 7.415), (-2.215, 1.110, -0.327), (-2.965, -1.316, 4.150), (-3.581, 1.063, -0.917), (0.548, 0.343, 2.588), (3.023, -0.870, 6.251), (4.053, -1.441, 7.909), (-0.750, 0.639, 1.348), (-4.411, 1.636, -2.477), (1.786, 0.398, 3.096), (-2.514, 0.033, 1.676), (4.935, -0.840, 7.148), (1.075, -0.921, 5.380), (-3.418, 2.177, -3.063), (3.122, 1.883, 0.795), (-2.254, -1.389, 4.650), (-4.603, 2.909, -5.119), (-1.886, -1.220, 4.497), (-0.509, -1.498, 5.741), (2.192, 1.882, 0.332), (4.056, -1.108, 7.244), (-1.918, 0.230, 1.581), (4.867, 1.516, 2.401), (-0.993, -0.011, 2.526), (-0.757, -1.192, 5.006), (-4.161, 2.059, -3.198), (2.258, 1.157, 1.814), (-3.878, -0.052, 1.165), (1.915, 2.998, -2.038), (-2.164, 2.379, -2.841), (-0.114, -1.914, 6.772), (3.812, 2.138, 0.630), (-1.863, 1.508, -0.947), (-2.964, 0.398, 0.722), (-2.046, -0.193, 2.363), (-1.525, -0.836, 3.910), (-4.557, -0.582, 1.886), (1.031, -0.461, 4.437), (-0.802, 0.699, 1.201), (3.982, 2.084, 0.824), (-2.243, 2.726, -3.573), (-3.989, -0.803, 2.611), (4.900, 0.253, 4.944), (-1.208, -1.587, 5.571), (0.370, 2.579, -1.972), (2.824, 0.964, 2.484), (-1.290, -0.128, 2.611), (0.190, 2.058, -1.021), (4.058, 2.122, 0.784), (4.879, 0.945, 3.549), (1.119, 1.992, -0.424), (4.050, 2.005, 1.015), (-0.064, 1.485, -0.002), (-2.496, 0.456, 0.840), (-1.835, 1.586, -1.090), (0.603, 1.856, -0.411), (-3.062, -0.966, 3.401), (-3.351, 0.430, 0.465), (-2.724, -1.331, 4.299), (3.291, -1.027, 6.699), (-4.263, 0.785, -0.701), (-3.289, -0.886, 3.128), (4.627, 1.331, 2.651), (-0.618, 0.602, 1.486), (0.056, 1.778, -0.528), (4.823, 1.154, 3.103), (-3.983, 0.509, -0.010), (-4.474, -1.400, 3.563), (-3.782, 2.996, -4.883), (4.515, -0.656, 6.569), (1.269, 2.592, -1.549), (-1.710, -0.241, 2.627), (2.171, 1.453, 1.180), (-1.931, -1.845, 5.726), (1.767, -1.798, 7.480), (4.352, 2.369, 0.438), (-4.498, 2.611, -4.472), (0.067, 0.517, 2.000), (4.151, 0.624, 3.827), (0.409, -0.969, 5.142), (0.193, -1.713, 6.522), (-2.487, 2.827, -3.898), (-4.363, 2.011, -3.203), (-2.383, 2.554, -3.299), (-4.457, -0.958, 2.687), (3.342, -0.360, 5.392), (0.902, 2.978, -2.505), (4.073, -1.524, 8.084), (3.036, 1.672, 1.173), (2.169, -0.564, 5.213), (-4.780, 0.962, -1.313), (-1.815, 2.096, -2.100), (-1.445, 0.458, 1.362), (1.891, -1.437, 6.820), (1.942, -1.761, 7.493), (-4.613, -1.551, 3.795), (-3.472, -1.110, 3.485), (-2.026, 1.961, -1.935), (0.091, -0.961, 4.967), (3.902, -1.336, 7.622), (-3.483, -0.769, 2.796), (-0.066, -1.233, 5.433), (2.597, 2.789, -1.280), (-1.657, -1.842, 5.856), (0.232, -1.420, 5.957), (-3.321, 1.609, -1.879), (2.673, 2.781, -1.226), (0.869, 0.072, 3.291), (1.444, -1.271, 6.264), (1.190, 1.460, 0.675), (3.497, 0.870, 3.008), (-2.884, -1.303, 4.163), (3.620, 0.381, 4.047), (2.594, 0.247, 3.803), (-3.902, -1.315, 3.678), (-4.753, -1.005, 2.634), (0.881, 0.675, 2.091), (0.414, 2.071, -0.935), (3.458, -0.920, 6.568), (-2.986, -0.411, 2.329), (3.076, -1.960, 8.458), (2.951, 2.988, -1.501), (2.408, 1.301, 1.603), (4.725, 0.366, 4.631), (4.924, -1.762, 8.985), (3.719, 0.970, 2.920), (-0.295, 0.257, 2.340), (-4.607, 2.548, -4.400), (0.288, 1.953, -0.761), (-3.311, 0.844, -0.344), (3.679, -0.642, 6.123), (-2.310, -0.838, 3.522), (-4.397, -0.226, 1.254), (-4.366, -0.024, 0.864), (2.405, 1.458, 1.286), (-4.296, -1.071, 2.994), (0.452, -1.901, 7.028), (-0.214, -0.467, 3.827), (2.559, 1.547, 1.185), (0.990, 1.539, 0.417), (0.478, -0.089, 3.417), (-2.734, -1.007, 3.646), (3.483, 0.247, 4.247), (3.507, 2.727, -0.701), (-4.399, 2.437, -4.073), (3.785, 0.036, 4.820), (-0.824, 2.417, -2.245), (-2.588, 0.369, 0.968), (-3.037, -1.639, 4.759), (4.531, -0.499, 6.264), (4.742, -1.161, 7.693), (-0.063, -0.595, 4.159), (0.697, 2.281, -1.212), (0.413, 0.607, 1.992), (-4.081, 0.383, 0.194), (0.712, 2.638, -1.920), (-1.620, 1.092, 0.006), (-3.425, -0.911, 3.109), (-0.124, 1.711, -0.484), (4.347, 1.387, 2.399), (-3.237, -0.900, 3.182), (-3.961, 0.358, 0.304), (4.326, -0.068, 5.298), (3.846, 1.725, 1.473), (-2.089, 0.953, 0.049), (-1.025, -1.470, 5.428), (2.061, -0.156, 4.343), (1.547, -1.827, 7.427), (2.786, 0.460, 3.473), (0.076, 0.659, 1.720), (3.597, 1.966, 0.866), (-0.933, -1.180, 4.894), (4.647, 1.190, 2.943), (-0.032, 0.544, 1.896), (4.461, -1.806, 8.843), (-0.586, 1.821, -0.934), (3.725, 1.715, 1.432), (-2.091, 2.714, -3.474), (4.494, -1.494, 8.236), (3.766, -0.209, 5.301), (-1.991, 1.776, -1.548), (-4.992, -0.742, 1.989), (-2.400, 1.828, -1.855), (-1.329, 0.143, 2.050), (1.954, 1.759, 0.459), (-4.422, 1.507, -2.224), (-2.243, -1.126, 4.131), (4.417, -1.080, 7.368), (1.737, -1.144, 6.157), (2.661, -1.084, 6.498), (-3.198, 0.443, 0.515), (4.191, -1.250, 7.596), (-2.419, -0.163, 2.116), (1.910, -1.173, 6.301), (-0.241, 1.902, -0.925), (-4.415, 2.479, -4.165), (3.307, -0.465, 5.583), (-2.382, 1.364, -0.920), (-3.154, 2.953, -4.483), (-2.562, 2.803, -3.888), (3.076, 0.195, 4.149), (-0.101, 0.896, 1.157), (-2.067, 1.120, -0.273), (-4.680, 2.756, -4.851), (-4.283, -0.607, 2.072), (4.013, -1.072, 7.150), (-4.401, -0.896, 2.591), (4.544, 2.498, 0.276), (4.075, -1.204, 7.445), (-3.463, 1.242, -1.216), (3.992, 2.782, -0.568), (-4.503, 0.239, 0.270), (-3.095, 1.161, -0.870), (0.768, -0.904, 5.192), (1.255, 2.870, -2.112), (-1.537, -0.049, 2.330), (2.851, -1.182, 6.789), (1.974, -0.922, 5.832), (4.447, 2.719, -0.214), (-3.413, 0.555, 0.184), (4.943, 2.120, 1.231), (3.645, -0.413, 5.648), (-4.776, 0.079, 0.453), (1.991, 1.565, 0.866), (2.413, 1.793, 0.620), (4.245, 2.663, -0.205), (-2.022, -1.180, 4.350), (-2.285, -1.246, 4.350), (2.276, 0.488, 3.162), (2.582, -0.037, 4.365), (-4.875, 1.468, -2.374), (-2.492, 2.730, -3.706), (2.696, -1.833, 8.013), (4.618, -1.127, 7.563), (-4.156, 0.987, -1.053), (1.873, -1.566, 7.068), (1.699, 0.794, 2.262), (-3.181, 1.640, -1.871), (-3.225, 1.526, -1.664), (-2.679, -1.811, 5.281), (3.717, 1.532, 1.794), (1.288, -0.999, 5.642), (-1.057, 0.044, 2.384), (-0.147, 1.108, 0.711), (-3.827, -1.139, 3.365), (0.872, -1.482, 6.399), (1.982, 0.286, 3.418), (-1.381, 2.374, -2.439), (-1.091, 2.010, -1.565), (-1.192, 2.751, -3.097), (1.468, -0.992, 5.718), (2.249, 0.949, 2.228), (3.064, 0.911, 2.711), (-1.576, -1.584, 5.380), (2.130, -1.489, 7.043), (4.386, -1.284, 7.761), (1.662, -1.645, 7.121), (-3.395, 1.784, -2.265), (4.618, 1.951, 1.406), (-0.299, 0.378, 2.095), (-2.911, 2.131, -2.717), (0.876, 2.869, -2.301), (-1.785, 0.961, 0.186), (-4.188, 2.442, -3.977), (-1.128, 0.127, 2.181), (1.755, -1.215, 6.307), (-2.276, 0.596, 0.669), (-4.630, 1.978, -3.272), (-0.454, 0.275, 2.224), (-1.950, -1.385, 4.794), (-0.889, 2.696, -2.837), (-4.832, -0.038, 0.661), (3.738, 0.604, 3.662), (-0.224, -0.465, 3.819); --- insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 40.0), (0.121, -0.615, 4.290, 20.0, 40.0), (-1.099, 2.755, -3.060, 20.0, 40.0), (1.090, 2.945, -2.346, 20.0, 40.0), (0.305, 2.179, -1.205, 20.0, 40.0), (-0.925, 0.702, 1.134, 20.0, 40.0), (3.178, -1.316, 7.221, 20.0, 40.0), (-2.756, -0.473, 2.569, 20.0, 40.0), (3.665, 2.303, 0.226, 20.0, 40.0), (1.662, 1.951, -0.070, 20.0, 40.0), (2.869, 0.593, 3.249, 20.0, 40.0), (0.818, -0.593, 4.594, 20.0, 40.0), (-1.917, 0.916, 0.209, 20.0, 40.0), (2.706, 1.523, 1.307, 20.0, 40.0), (0.219, 2.162, -1.214, 20.0, 40.0), (-4.510, 1.376, -2.007, 20.0, 40.0), (4.284, -0.515, 6.173, 20.0, 40.0), (-1.101, 2.810, -3.170, 20.0, 40.0), (-1.810, -1.117, 4.329, 20.0, 40.0), (0.055, 1.115, 0.797, 20.0, 40.0), (-2.178, 2.904, -3.898, 20.0, 40.0), (-3.494, -1.814, 4.882, 20.0, 40.0), (3.027, 0.476, 3.562, 20.0, 40.0), (-1.434, 1.151, -0.018, 20.0, 40.0), (1.180, 0.992, 1.606, 20.0, 40.0), (0.015, 0.971, 1.067, 20.0, 40.0), (-0.511, -0.875, 4.495, 20.0, 40.0), (0.961, 2.348, -1.216, 20.0, 40.0), (-2.279, 0.038, 1.785, 20.0, 40.0), (-1.568, -0.248, 2.712, 20.0, 40.0), (-0.496, 0.366, 2.020, 20.0, 40.0), (1.177, -1.401, 6.390, 20.0, 40.0), (2.882, -1.442, 7.325, 20.0, 40.0), (-1.066, 1.817, -1.167, 20.0, 40.0), (-2.144, 2.791, -3.655, 20.0, 40.0), (-4.370, 2.228, -3.642, 20.0, 40.0), (3.996, 2.775, -0.553, 20.0, 40.0), (0.289, 2.055, -0.965, 20.0, 40.0), (-0.588, -1.601, 5.908, 20.0, 40.0), (-1.801, 0.417, 1.265, 20.0, 40.0), (4.375, -1.499, 8.186, 20.0, 40.0), (-2.618, 0.038, 1.615, 20.0, 40.0), (3.616, -0.833, 6.475, 20.0, 40.0), (-4.045, -1.558, 4.094, 20.0, 40.0), (-3.962, 0.636, -0.253, 20.0, 40.0), (3.505, 2.625, -0.497, 20.0, 40.0), (3.029, -0.523, 5.560, 20.0, 40.0), (-3.520, -0.474, 2.188, 20.0, 40.0), (2.430, -1.469, 7.154, 20.0, 40.0), (1.547, -1.654, 7.082, 20.0, 40.0), (-1.370, 0.575, 1.165, 20.0, 40.0), (-1.869, -1.555, 5.176, 20.0, 40.0), (3.536, 2.841, -0.913, 20.0, 40.0), (-3.810, 1.220, -1.344, 20.0, 40.0), (-1.971, 1.462, -0.910, 20.0, 40.0), (-0.243, 0.167, 2.545, 20.0, 40.0), (-1.403, 2.645, -2.991, 20.0, 40.0), (0.532, -0.114, 3.494, 20.0, 40.0), (-1.678, 0.975, 0.212, 20.0, 40.0), (-0.656, 2.140, -1.609, 20.0, 40.0), (1.743, 2.631, -1.390, 20.0, 40.0), (2.586, 2.943, -1.593, 20.0, 40.0), (-0.512, 2.969, -3.195, 20.0, 40.0), (2.283, -0.100, 4.342, 20.0, 40.0), (-4.293, 0.872, -0.890, 20.0, 40.0), (3.411, 1.300, 2.106, 20.0, 40.0), (-0.281, 2.951, -3.042, 20.0, 40.0), (-4.442, 0.384, 0.012, 20.0, 40.0), (1.194, 1.746, 0.104, 20.0, 40.0), (-1.152, 1.862, -1.300, 20.0, 40.0), (1.362, -1.341, 6.363, 20.0, 40.0), (-4.488, 2.618, -4.481, 20.0, 40.0), (3.419, -0.564, 5.837, 20.0, 40.0), (-3.392, 0.396, 0.512, 20.0, 40.0), (-1.629, -0.909, 4.003, 20.0, 40.0), (4.447, -1.088, 7.399, 20.0, 40.0), (-1.232, 1.699, -1.014, 20.0, 40.0), (-1.286, -0.609, 3.575, 20.0, 40.0), (2.437, 2.796, -1.374, 20.0, 40.0), (-4.864, 1.989, -3.410, 20.0, 40.0), (-1.716, -1.399, 4.940, 20.0, 40.0), (-3.084, 1.858, -2.259, 20.0, 40.0), (2.828, -0.319, 5.053, 20.0, 40.0), (-1.226, 2.586, -2.786, 20.0, 40.0), (2.456, 0.092, 4.044, 20.0, 40.0), (-0.989, 2.375, -2.245, 20.0, 40.0), (3.268, 0.935, 2.765, 20.0, 40.0), (-4.128, -1.995, 4.927, 20.0, 40.0), (-1.083, 2.197, -1.935, 20.0, 40.0), (-3.471, -1.198, 3.660, 20.0, 40.0), (4.617, -1.136, 7.579, 20.0, 40.0), (2.054, -1.675, 7.378, 20.0, 40.0), (4.106, 2.326, 0.402, 20.0, 40.0), (1.558, 0.310, 3.158, 20.0, 40.0), (0.792, 0.900, 1.596, 20.0, 40.0), (-3.229, 0.300, 0.785, 20.0, 40.0), (3.787, -0.793, 6.479, 20.0, 40.0), (1.786, 2.288, -0.684, 20.0, 40.0), (2.643, 0.223, 3.875, 20.0, 40.0), (-3.592, 2.122, -3.040, 20.0, 40.0), (4.519, -1.760, 8.779, 20.0, 40.0), (3.221, 2.255, 0.101, 20.0, 40.0), (4.151, 1.788, 1.500, 20.0, 40.0), (-1.033, -1.195, 4.874, 20.0, 40.0), (-1.636, -1.037, 4.257, 20.0, 40.0), (-3.548, 1.911, -2.596, 20.0, 40.0), (4.829, -0.293, 6.001, 20.0, 40.0), (-4.684, -1.664, 3.986, 20.0, 40.0), (4.531, -0.503, 6.271, 20.0, 40.0), (-3.503, -1.606, 4.460, 20.0, 40.0), (-2.036, -1.522, 5.027, 20.0, 40.0), (-0.473, -0.617, 3.997, 20.0, 40.0), (-1.554, -1.630, 5.483, 20.0, 40.0), (-3.567, -1.043, 3.302, 20.0, 40.0), (-2.038, 0.579, 0.823, 20.0, 40.0), (-3.040, 0.857, -0.233, 20.0, 40.0), (4.610, 0.562, 4.181, 20.0, 40.0), (-3.323, -1.938, 5.215, 20.0, 40.0), (4.314, 1.720, 1.717, 20.0, 40.0), (-1.220, 0.615, 1.161, 20.0, 40.0), (-2.556, 1.120, -0.519, 20.0, 40.0), (-3.717, -0.108, 1.358, 20.0, 40.0), (4.689, -1.826, 8.996, 20.0, 40.0), (3.452, 0.506, 3.713, 20.0, 40.0), (2.472, 0.612, 3.012, 20.0, 40.0), (3.452, 0.450, 3.826, 20.0, 40.0), (1.207, 2.585, -1.567, 20.0, 40.0), (-4.826, 1.090, -1.593, 20.0, 40.0), (3.116, -1.118, 6.794, 20.0, 40.0), (0.448, 2.732, -2.240, 20.0, 40.0), (-1.096, -0.525, 3.503, 20.0, 40.0), (-4.680, -0.238, 1.137, 20.0, 40.0), (2.552, -1.403, 7.082, 20.0, 40.0), (0.719, 2.997, -2.635, 20.0, 40.0), (0.347, -1.966, 7.105, 20.0, 40.0), (2.958, -0.404, 5.288, 20.0, 40.0), (0.722, -1.950, 7.261, 20.0, 40.0), (-2.851, -0.986, 3.546, 20.0, 40.0), (-4.316, -0.439, 1.721, 20.0, 40.0), (-1.685, -0.201, 2.560, 20.0, 40.0), (1.856, 0.190, 3.549, 20.0, 40.0), (-2.052, 0.206, 1.562, 20.0, 40.0), (-2.504, -0.646, 3.041, 20.0, 40.0), (3.235, 0.882, 2.854, 20.0, 40.0), (-1.366, -1.573, 5.463, 20.0, 40.0), (-3.447, 2.419, -3.562, 20.0, 40.0), (4.155, 2.092, 0.893, 20.0, 40.0), (-0.935, 0.209, 2.116, 20.0, 40.0), (3.117, -1.821, 8.201, 20.0, 40.0), (3.759, 0.577, 3.725, 20.0, 40.0), (-0.938, 2.992, -3.453, 20.0, 40.0), (-0.525, 2.341, -1.945, 20.0, 40.0), (4.540, 2.625, 0.019, 20.0, 40.0), (-2.097, 1.190, -0.429, 20.0, 40.0), (-2.672, 1.983, -2.302, 20.0, 40.0), (-3.038, -1.490, 4.460, 20.0, 40.0), (-0.943, 2.149, -1.770, 20.0, 40.0), (0.739, 1.598, 0.174, 20.0, 40.0), (1.828, 1.853, 0.208, 20.0, 40.0), (4.856, 0.137, 5.153, 20.0, 40.0), (-1.617, 0.468, 1.255, 20.0, 40.0), (-1.972, 2.053, -2.092, 20.0, 40.0), (-4.633, 1.389, -2.094, 20.0, 40.0), (-3.628, -1.156, 3.498, 20.0, 40.0), (3.597, 1.034, 2.731, 20.0, 40.0), (-1.488, -0.002, 2.261, 20.0, 40.0), (0.749, 1.921, -0.468, 20.0, 40.0), (1.304, -1.371, 6.394, 20.0, 40.0), (4.587, 2.936, -0.579, 20.0, 40.0), (-2.241, 1.791, -1.703, 20.0, 40.0), (-2.945, 1.372, -1.216, 20.0, 40.0), (1.375, 0.395, 2.898, 20.0, 40.0), (-1.281, -0.641, 3.642, 20.0, 40.0), (2.178, 0.895, 2.299, 20.0, 40.0), (3.031, -0.786, 6.087, 20.0, 40.0), (-1.385, -0.375, 3.058, 20.0, 40.0), (4.041, -0.431, 5.882, 20.0, 40.0), (0.480, -0.507, 4.254, 20.0, 40.0), (-3.797, 0.140, 0.822, 20.0, 40.0), (2.355, 2.502, -0.827, 20.0, 40.0), (1.376, -1.583, 6.854, 20.0, 40.0), (0.164, 1.405, 0.273, 20.0, 40.0), (-1.273, 1.471, -0.579, 20.0, 40.0), (0.770, 2.246, -1.107, 20.0, 40.0), (4.552, 2.904, -0.533, 20.0, 40.0), (4.259, -1.772, 8.674, 20.0, 40.0), (-0.309, 1.159, 0.528, 20.0, 40.0), (3.581, 2.700, -0.610, 20.0, 40.0), (-3.202, 0.346, 0.707, 20.0, 40.0), (-1.575, 1.242, -0.271, 20.0, 40.0), (-1.584, -0.493, 3.194, 20.0, 40.0), (-3.778, 0.150, 0.810, 20.0, 40.0), (-4.675, 1.749, -2.835, 20.0, 40.0), (3.567, -0.792, 6.367, 20.0, 40.0), (-0.417, 1.399, -0.006, 20.0, 40.0), (-4.672, 2.007, -3.349, 20.0, 40.0), (-1.034, 0.196, 2.090, 20.0, 40.0), (-3.796, 2.496, -3.890, 20.0, 40.0), (3.532, -0.497, 5.759, 20.0, 40.0), (4.868, -1.359, 8.151, 20.0, 40.0), (-0.769, 0.302, 2.011, 20.0, 40.0), (4.475, 2.612, 0.014, 20.0, 40.0), (-3.532, -0.395, 2.024, 20.0, 40.0), (0.322, 0.675, 1.812, 20.0, 40.0), (-2.028, -1.942, 5.870, 20.0, 40.0), (1.810, -1.244, 6.392, 20.0, 40.0), (-0.783, 1.242, 0.124, 20.0, 40.0), (-4.745, -1.300, 3.227, 20.0, 40.0), (1.902, 1.973, 0.005, 20.0, 40.0), (-3.453, -1.429, 4.132, 20.0, 40.0), (1.559, 0.986, 1.808, 20.0, 40.0), (0.128, 2.754, -2.443, 20.0, 40.0), (2.759, 1.727, 0.926, 20.0, 40.0), (-4.468, 1.690, -2.614, 20.0, 40.0), (-2.368, -1.922, 5.659, 20.0, 40.0), (-2.766, 2.128, -2.640, 20.0, 40.0), (0.967, -1.825, 7.133, 20.0, 40.0), (-2.854, 2.855, -4.136, 20.0, 40.0), (-2.944, 1.875, -2.222, 20.0, 40.0), (-2.632, -0.983, 3.649, 20.0, 40.0), (2.427, 2.239, -0.266, 20.0, 40.0), (-1.726, -0.838, 3.812, 20.0, 40.0), (0.007, -0.903, 4.809, 20.0, 40.0), (-2.013, 1.092, -0.191, 20.0, 40.0), (-0.449, 0.970, 0.836, 20.0, 40.0), (1.396, 0.411, 2.876, 20.0, 40.0), (-1.115, -1.790, 6.023, 20.0, 40.0), (3.748, 1.917, 1.039, 20.0, 40.0), (2.978, 1.043, 2.404, 20.0, 40.0), (-3.969, 2.514, -4.013, 20.0, 40.0), (4.455, -0.050, 5.328, 20.0, 40.0), (-3.065, -0.846, 3.160, 20.0, 40.0), (-1.069, 2.167, -1.869, 20.0, 40.0), (3.016, -1.393, 7.294, 20.0, 40.0), (0.045, -1.928, 6.879, 20.0, 40.0), (-2.555, -0.984, 3.690, 20.0, 40.0), (-1.995, -0.054, 2.111, 20.0, 40.0), (4.600, -0.509, 6.318, 20.0, 40.0), (-1.942, 1.215, -0.402, 20.0, 40.0), (1.262, 2.765, -1.899, 20.0, 40.0), (2.617, -1.106, 6.521, 20.0, 40.0), (1.737, 0.554, 2.761, 20.0, 40.0), (-2.197, 0.632, 0.638, 20.0, 40.0), (4.768, 2.618, 0.147, 20.0, 40.0), (-3.737, -0.939, 3.010, 20.0, 40.0), (-2.623, 0.595, 0.499, 20.0, 40.0), (4.752, -0.340, 6.057, 20.0, 40.0), (2.333, -1.037, 6.240, 20.0, 40.0), (4.234, -1.882, 8.881, 20.0, 40.0), (-3.393, -0.812, 2.927, 20.0, 40.0), (0.885, 1.383, 0.678, 20.0, 40.0), (0.123, 2.937, -2.812, 20.0, 40.0), (2.969, 0.760, 2.964, 20.0, 40.0), (-4.929, 1.251, -1.967, 20.0, 40.0), (1.916, 2.223, -0.488, 20.0, 40.0), (-0.020, -1.740, 6.469, 20.0, 40.0), (0.702, -1.272, 5.895, 20.0, 40.0), (2.496, 2.648, -1.048, 20.0, 40.0), (4.067, -1.475, 7.984, 20.0, 40.0), (-3.717, 1.851, -2.561, 20.0, 40.0), (1.678, -0.624, 5.088, 20.0, 40.0), (1.073, 0.695, 2.146, 20.0, 40.0), (1.842, -0.749, 5.419, 20.0, 40.0), (-3.518, 1.909, -2.578, 20.0, 40.0), (2.229, 1.189, 1.737, 20.0, 40.0), (4.987, 2.893, -0.292, 20.0, 40.0), (-4.809, 1.043, -1.490, 20.0, 40.0), (-0.241, -0.728, 4.334, 20.0, 40.0), (-3.331, 0.590, 0.156, 20.0, 40.0), (-0.455, 2.621, -2.470, 20.0, 40.0), (1.492, 1.223, 1.301, 20.0, 40.0), (3.948, 2.841, -0.709, 20.0, 40.0), (0.732, 0.446, 2.475, 20.0, 40.0), (2.400, 2.390, -0.579, 20.0, 40.0), (-2.718, 1.427, -1.213, 20.0, 40.0), (-1.826, 1.451, -0.815, 20.0, 40.0), (1.125, 0.438, 2.686, 20.0, 40.0), (-4.918, 1.880, -3.219, 20.0, 40.0), (3.068, -0.442, 5.418, 20.0, 40.0), (1.982, 1.201, 1.589, 20.0, 40.0), (0.701, -1.709, 6.768, 20.0, 40.0), (-1.496, 2.564, -2.877, 20.0, 40.0), (-3.812, 0.974, -0.853, 20.0, 40.0), (-3.405, 2.018, -2.739, 20.0, 40.0), (2.211, 2.889, -1.674, 20.0, 40.0), (-2.481, 2.931, -4.103, 20.0, 40.0), (-3.721, 2.765, -4.391, 20.0, 40.0), (-1.768, -1.292, 4.699, 20.0, 40.0), (-4.462, 1.058, -1.347, 20.0, 40.0), (-3.516, -1.942, 5.126, 20.0, 40.0), (0.485, 2.420, -1.597, 20.0, 40.0), (-0.492, 0.242, 2.270, 20.0, 40.0), (4.245, 1.689, 1.744, 20.0, 40.0), (2.234, 0.364, 3.389, 20.0, 40.0), (2.629, 2.224, -0.134, 20.0, 40.0), (-4.375, 1.221, -1.630, 20.0, 40.0), (-0.618, 1.374, -0.057, 20.0, 40.0), (-2.580, -1.604, 4.918, 20.0, 40.0), (0.159, 1.104, 0.871, 20.0, 40.0), (-3.597, 0.975, -0.749, 20.0, 40.0); --- insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 40.0), (0.121, -0.615, 4.290, 20.0, 40.0), (-1.099, 2.755, -3.060, 20.0, 40.0), (1.090, 2.945, -2.346, 20.0, 40.0), (0.305, 2.179, -1.205, 20.0, 40.0), (-0.925, 0.702, 1.134, 20.0, 40.0), (3.178, -1.316, 7.221, 20.0, 40.0), (-2.756, -0.473, 2.569, 20.0, 40.0), (3.665, 2.303, 0.226, 20.0, 40.0), (1.662, 1.951, -0.070, 20.0, 40.0), (2.869, 0.593, 3.249, 20.0, 40.0), (0.818, -0.593, 4.594, 20.0, 40.0), (-1.917, 0.916, 0.209, 20.0, 40.0), (2.706, 1.523, 1.307, 20.0, 40.0), (0.219, 2.162, -1.214, 20.0, 40.0), (-4.510, 1.376, -2.007, 20.0, 40.0), (4.284, -0.515, 6.173, 20.0, 40.0), (-1.101, 2.810, -3.170, 20.0, 40.0), (-1.810, -1.117, 4.329, 20.0, 40.0), (0.055, 1.115, 0.797, 20.0, 40.0), (-2.178, 2.904, -3.898, 20.0, 40.0), (-3.494, -1.814, 4.882, 20.0, 40.0), (3.027, 0.476, 3.562, 20.0, 40.0), (-1.434, 1.151, -0.018, 20.0, 40.0), (1.180, 0.992, 1.606, 20.0, 40.0), (0.015, 0.971, 1.067, 20.0, 40.0), (-0.511, -0.875, 4.495, 20.0, 40.0), (0.961, 2.348, -1.216, 20.0, 40.0), (-2.279, 0.038, 1.785, 20.0, 40.0), (-1.568, -0.248, 2.712, 20.0, 40.0), (-0.496, 0.366, 2.020, 20.0, 40.0), (1.177, -1.401, 6.390, 20.0, 40.0), (2.882, -1.442, 7.325, 20.0, 40.0), (-1.066, 1.817, -1.167, 20.0, 40.0), (-2.144, 2.791, -3.655, 20.0, 40.0), (-4.370, 2.228, -3.642, 20.0, 40.0), (3.996, 2.775, -0.553, 20.0, 40.0), (0.289, 2.055, -0.965, 20.0, 40.0), (-0.588, -1.601, 5.908, 20.0, 40.0), (-1.801, 0.417, 1.265, 20.0, 40.0), (4.375, -1.499, 8.186, 20.0, 40.0), (-2.618, 0.038, 1.615, 20.0, 40.0), (3.616, -0.833, 6.475, 20.0, 40.0), (-4.045, -1.558, 4.094, 20.0, 40.0), (-3.962, 0.636, -0.253, 20.0, 40.0), (3.505, 2.625, -0.497, 20.0, 40.0), (3.029, -0.523, 5.560, 20.0, 40.0), (-3.520, -0.474, 2.188, 20.0, 40.0), (2.430, -1.469, 7.154, 20.0, 40.0), (1.547, -1.654, 7.082, 20.0, 40.0), (-1.370, 0.575, 1.165, 20.0, 40.0), (-1.869, -1.555, 5.176, 20.0, 40.0), (3.536, 2.841, -0.913, 20.0, 40.0), (-3.810, 1.220, -1.344, 20.0, 40.0), (-1.971, 1.462, -0.910, 20.0, 40.0), (-0.243, 0.167, 2.545, 20.0, 40.0), (-1.403, 2.645, -2.991, 20.0, 40.0), (0.532, -0.114, 3.494, 20.0, 40.0), (-1.678, 0.975, 0.212, 20.0, 40.0), (-0.656, 2.140, -1.609, 20.0, 40.0), (1.743, 2.631, -1.390, 20.0, 40.0), (2.586, 2.943, -1.593, 20.0, 40.0), (-0.512, 2.969, -3.195, 20.0, 40.0), (2.283, -0.100, 4.342, 20.0, 40.0), (-4.293, 0.872, -0.890, 20.0, 40.0), (3.411, 1.300, 2.106, 20.0, 40.0), (-0.281, 2.951, -3.042, 20.0, 40.0), (-4.442, 0.384, 0.012, 20.0, 40.0), (1.194, 1.746, 0.104, 20.0, 40.0), (-1.152, 1.862, -1.300, 20.0, 40.0), (1.362, -1.341, 6.363, 20.0, 40.0), (-4.488, 2.618, -4.481, 20.0, 40.0), (3.419, -0.564, 5.837, 20.0, 40.0), (-3.392, 0.396, 0.512, 20.0, 40.0), (-1.629, -0.909, 4.003, 20.0, 40.0), (4.447, -1.088, 7.399, 20.0, 40.0), (-1.232, 1.699, -1.014, 20.0, 40.0), (-1.286, -0.609, 3.575, 20.0, 40.0), (2.437, 2.796, -1.374, 20.0, 40.0), (-4.864, 1.989, -3.410, 20.0, 40.0), (-1.716, -1.399, 4.940, 20.0, 40.0), (-3.084, 1.858, -2.259, 20.0, 40.0), (2.828, -0.319, 5.053, 20.0, 40.0), (-1.226, 2.586, -2.786, 20.0, 40.0), (2.456, 0.092, 4.044, 20.0, 40.0), (-0.989, 2.375, -2.245, 20.0, 40.0), (3.268, 0.935, 2.765, 20.0, 40.0), (-4.128, -1.995, 4.927, 20.0, 40.0), (-1.083, 2.197, -1.935, 20.0, 40.0), (-3.471, -1.198, 3.660, 20.0, 40.0), (4.617, -1.136, 7.579, 20.0, 40.0), (2.054, -1.675, 7.378, 20.0, 40.0), (4.106, 2.326, 0.402, 20.0, 40.0), (1.558, 0.310, 3.158, 20.0, 40.0), (0.792, 0.900, 1.596, 20.0, 40.0), (-3.229, 0.300, 0.785, 20.0, 40.0), (3.787, -0.793, 6.479, 20.0, 40.0), (1.786, 2.288, -0.684, 20.0, 40.0), (2.643, 0.223, 3.875, 20.0, 40.0), (-3.592, 2.122, -3.040, 20.0, 40.0), (4.519, -1.760, 8.779, 20.0, 40.0), (3.221, 2.255, 0.101, 20.0, 40.0), (4.151, 1.788, 1.500, 20.0, 40.0), (-1.033, -1.195, 4.874, 20.0, 40.0), (-1.636, -1.037, 4.257, 20.0, 40.0), (-3.548, 1.911, -2.596, 20.0, 40.0), (4.829, -0.293, 6.001, 20.0, 40.0), (-4.684, -1.664, 3.986, 20.0, 40.0), (4.531, -0.503, 6.271, 20.0, 40.0), (-3.503, -1.606, 4.460, 20.0, 40.0), (-2.036, -1.522, 5.027, 20.0, 40.0), (-0.473, -0.617, 3.997, 20.0, 40.0), (-1.554, -1.630, 5.483, 20.0, 40.0), (-3.567, -1.043, 3.302, 20.0, 40.0), (-2.038, 0.579, 0.823, 20.0, 40.0), (-3.040, 0.857, -0.233, 20.0, 40.0), (4.610, 0.562, 4.181, 20.0, 40.0), (-3.323, -1.938, 5.215, 20.0, 40.0), (4.314, 1.720, 1.717, 20.0, 40.0), (-1.220, 0.615, 1.161, 20.0, 40.0), (-2.556, 1.120, -0.519, 20.0, 40.0), (-3.717, -0.108, 1.358, 20.0, 40.0), (4.689, -1.826, 8.996, 20.0, 40.0), (3.452, 0.506, 3.713, 20.0, 40.0), (2.472, 0.612, 3.012, 20.0, 40.0), (3.452, 0.450, 3.826, 20.0, 40.0), (1.207, 2.585, -1.567, 20.0, 40.0), (-4.826, 1.090, -1.593, 20.0, 40.0), (3.116, -1.118, 6.794, 20.0, 40.0), (0.448, 2.732, -2.240, 20.0, 40.0), (-1.096, -0.525, 3.503, 20.0, 40.0), (-4.680, -0.238, 1.137, 20.0, 40.0), (2.552, -1.403, 7.082, 20.0, 40.0), (0.719, 2.997, -2.635, 20.0, 40.0), (0.347, -1.966, 7.105, 20.0, 40.0), (2.958, -0.404, 5.288, 20.0, 40.0), (0.722, -1.950, 7.261, 20.0, 40.0), (-2.851, -0.986, 3.546, 20.0, 40.0), (-4.316, -0.439, 1.721, 20.0, 40.0), (-1.685, -0.201, 2.560, 20.0, 40.0), (1.856, 0.190, 3.549, 20.0, 40.0), (-2.052, 0.206, 1.562, 20.0, 40.0), (-2.504, -0.646, 3.041, 20.0, 40.0), (3.235, 0.882, 2.854, 20.0, 40.0), (-1.366, -1.573, 5.463, 20.0, 40.0), (-3.447, 2.419, -3.562, 20.0, 40.0), (4.155, 2.092, 0.893, 20.0, 40.0), (-0.935, 0.209, 2.116, 20.0, 40.0), (3.117, -1.821, 8.201, 20.0, 40.0), (3.759, 0.577, 3.725, 20.0, 40.0), (-0.938, 2.992, -3.453, 20.0, 40.0), (-0.525, 2.341, -1.945, 20.0, 40.0), (4.540, 2.625, 0.019, 20.0, 40.0), (-2.097, 1.190, -0.429, 20.0, 40.0), (-2.672, 1.983, -2.302, 20.0, 40.0), (-3.038, -1.490, 4.460, 20.0, 40.0), (-0.943, 2.149, -1.770, 20.0, 40.0), (0.739, 1.598, 0.174, 20.0, 40.0), (1.828, 1.853, 0.208, 20.0, 40.0), (4.856, 0.137, 5.153, 20.0, 40.0), (-1.617, 0.468, 1.255, 20.0, 40.0), (-1.972, 2.053, -2.092, 20.0, 40.0), (-4.633, 1.389, -2.094, 20.0, 40.0), (-3.628, -1.156, 3.498, 20.0, 40.0), (3.597, 1.034, 2.731, 20.0, 40.0), (-1.488, -0.002, 2.261, 20.0, 40.0), (0.749, 1.921, -0.468, 20.0, 40.0), (1.304, -1.371, 6.394, 20.0, 40.0), (4.587, 2.936, -0.579, 20.0, 40.0), (-2.241, 1.791, -1.703, 20.0, 40.0), (-2.945, 1.372, -1.216, 20.0, 40.0), (1.375, 0.395, 2.898, 20.0, 40.0), (-1.281, -0.641, 3.642, 20.0, 40.0), (2.178, 0.895, 2.299, 20.0, 40.0), (3.031, -0.786, 6.087, 20.0, 40.0), (-1.385, -0.375, 3.058, 20.0, 40.0), (4.041, -0.431, 5.882, 20.0, 40.0), (0.480, -0.507, 4.254, 20.0, 40.0), (-3.797, 0.140, 0.822, 20.0, 40.0), (2.355, 2.502, -0.827, 20.0, 40.0), (1.376, -1.583, 6.854, 20.0, 40.0), (0.164, 1.405, 0.273, 20.0, 40.0), (-1.273, 1.471, -0.579, 20.0, 40.0), (0.770, 2.246, -1.107, 20.0, 40.0), (4.552, 2.904, -0.533, 20.0, 40.0), (4.259, -1.772, 8.674, 20.0, 40.0), (-0.309, 1.159, 0.528, 20.0, 40.0), (3.581, 2.700, -0.610, 20.0, 40.0), (-3.202, 0.346, 0.707, 20.0, 40.0), (-1.575, 1.242, -0.271, 20.0, 40.0), (-1.584, -0.493, 3.194, 20.0, 40.0), (-3.778, 0.150, 0.810, 20.0, 40.0), (-4.675, 1.749, -2.835, 20.0, 40.0), (3.567, -0.792, 6.367, 20.0, 40.0), (-0.417, 1.399, -0.006, 20.0, 40.0), (-4.672, 2.007, -3.349, 20.0, 40.0), (-1.034, 0.196, 2.090, 20.0, 40.0), (-3.796, 2.496, -3.890, 20.0, 40.0), (3.532, -0.497, 5.759, 20.0, 40.0), (4.868, -1.359, 8.151, 20.0, 40.0), (-0.769, 0.302, 2.011, 20.0, 40.0), (4.475, 2.612, 0.014, 20.0, 40.0), (-3.532, -0.395, 2.024, 20.0, 40.0), (0.322, 0.675, 1.812, 20.0, 40.0), (-2.028, -1.942, 5.870, 20.0, 40.0), (1.810, -1.244, 6.392, 20.0, 40.0), (-0.783, 1.242, 0.124, 20.0, 40.0), (-4.745, -1.300, 3.227, 20.0, 40.0), (1.902, 1.973, 0.005, 20.0, 40.0), (-3.453, -1.429, 4.132, 20.0, 40.0), (1.559, 0.986, 1.808, 20.0, 40.0), (0.128, 2.754, -2.443, 20.0, 40.0), (2.759, 1.727, 0.926, 20.0, 40.0), (-4.468, 1.690, -2.614, 20.0, 40.0), (-2.368, -1.922, 5.659, 20.0, 40.0), (-2.766, 2.128, -2.640, 20.0, 40.0), (0.967, -1.825, 7.133, 20.0, 40.0), (-2.854, 2.855, -4.136, 20.0, 40.0), (-2.944, 1.875, -2.222, 20.0, 40.0), (-2.632, -0.983, 3.649, 20.0, 40.0), (2.427, 2.239, -0.266, 20.0, 40.0), (-1.726, -0.838, 3.812, 20.0, 40.0), (0.007, -0.903, 4.809, 20.0, 40.0), (-2.013, 1.092, -0.191, 20.0, 40.0), (-0.449, 0.970, 0.836, 20.0, 40.0), (1.396, 0.411, 2.876, 20.0, 40.0), (-1.115, -1.790, 6.023, 20.0, 40.0), (3.748, 1.917, 1.039, 20.0, 40.0), (2.978, 1.043, 2.404, 20.0, 40.0), (-3.969, 2.514, -4.013, 20.0, 40.0), (4.455, -0.050, 5.328, 20.0, 40.0), (-3.065, -0.846, 3.160, 20.0, 40.0), (-1.069, 2.167, -1.869, 20.0, 40.0), (3.016, -1.393, 7.294, 20.0, 40.0), (0.045, -1.928, 6.879, 20.0, 40.0), (-2.555, -0.984, 3.690, 20.0, 40.0), (-1.995, -0.054, 2.111, 20.0, 40.0), (4.600, -0.509, 6.318, 20.0, 40.0), (-1.942, 1.215, -0.402, 20.0, 40.0), (1.262, 2.765, -1.899, 20.0, 40.0), (2.617, -1.106, 6.521, 20.0, 40.0), (1.737, 0.554, 2.761, 20.0, 40.0), (-2.197, 0.632, 0.638, 20.0, 40.0), (4.768, 2.618, 0.147, 20.0, 40.0), (-3.737, -0.939, 3.010, 20.0, 40.0), (-2.623, 0.595, 0.499, 20.0, 40.0), (4.752, -0.340, 6.057, 20.0, 40.0), (2.333, -1.037, 6.240, 20.0, 40.0), (4.234, -1.882, 8.881, 20.0, 40.0), (-3.393, -0.812, 2.927, 20.0, 40.0), (0.885, 1.383, 0.678, 20.0, 40.0), (0.123, 2.937, -2.812, 20.0, 40.0), (2.969, 0.760, 2.964, 20.0, 40.0), (-4.929, 1.251, -1.967, 20.0, 40.0), (1.916, 2.223, -0.488, 20.0, 40.0), (-0.020, -1.740, 6.469, 20.0, 40.0), (0.702, -1.272, 5.895, 20.0, 40.0), (2.496, 2.648, -1.048, 20.0, 40.0), (4.067, -1.475, 7.984, 20.0, 40.0), (-3.717, 1.851, -2.561, 20.0, 40.0), (1.678, -0.624, 5.088, 20.0, 40.0), (1.073, 0.695, 2.146, 20.0, 40.0), (1.842, -0.749, 5.419, 20.0, 40.0), (-3.518, 1.909, -2.578, 20.0, 40.0), (2.229, 1.189, 1.737, 20.0, 40.0), (4.987, 2.893, -0.292, 20.0, 40.0), (-4.809, 1.043, -1.490, 20.0, 40.0), (-0.241, -0.728, 4.334, 20.0, 40.0), (-3.331, 0.590, 0.156, 20.0, 40.0), (-0.455, 2.621, -2.470, 20.0, 40.0), (1.492, 1.223, 1.301, 20.0, 40.0), (3.948, 2.841, -0.709, 20.0, 40.0), (0.732, 0.446, 2.475, 20.0, 40.0), (2.400, 2.390, -0.579, 20.0, 40.0), (-2.718, 1.427, -1.213, 20.0, 40.0), (-1.826, 1.451, -0.815, 20.0, 40.0), (1.125, 0.438, 2.686, 20.0, 40.0), (-4.918, 1.880, -3.219, 20.0, 40.0), (3.068, -0.442, 5.418, 20.0, 40.0), (1.982, 1.201, 1.589, 20.0, 40.0), (0.701, -1.709, 6.768, 20.0, 40.0), (-1.496, 2.564, -2.877, 20.0, 40.0), (-3.812, 0.974, -0.853, 20.0, 40.0), (-3.405, 2.018, -2.739, 20.0, 40.0), (2.211, 2.889, -1.674, 20.0, 40.0), (-2.481, 2.931, -4.103, 20.0, 40.0), (-3.721, 2.765, -4.391, 20.0, 40.0), (-1.768, -1.292, 4.699, 20.0, 40.0), (-4.462, 1.058, -1.347, 20.0, 40.0), (-3.516, -1.942, 5.126, 20.0, 40.0), (0.485, 2.420, -1.597, 20.0, 40.0), (-0.492, 0.242, 2.270, 20.0, 40.0), (4.245, 1.689, 1.744, 20.0, 40.0), (2.234, 0.364, 3.389, 20.0, 40.0), (2.629, 2.224, -0.134, 20.0, 40.0), (-4.375, 1.221, -1.630, 20.0, 40.0), (-0.618, 1.374, -0.057, 20.0, 40.0), (-2.580, -1.604, 4.918, 20.0, 40.0), (0.159, 1.104, 0.871, 20.0, 40.0), (-3.597, 0.975, -0.749, 20.0, 40.0); --- -insert into test.mldata values (-1.0, -2.0, -3.0, -4.0, -5.0); +insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 40.0), (0.121, -0.615, 4.290, 20.0, 40.0), (-1.099, 2.755, -3.060, 20.0, 40.0), (1.090, 2.945, -2.346, 20.0, 40.0), (0.305, 2.179, -1.205, 20.0, 40.0), (-0.925, 0.702, 1.134, 20.0, 40.0), (3.178, -1.316, 7.221, 20.0, 40.0), (-2.756, -0.473, 2.569, 20.0, 40.0), (3.665, 2.303, 0.226, 20.0, 40.0), (1.662, 1.951, -0.070, 20.0, 40.0), (2.869, 0.593, 3.249, 20.0, 40.0), (0.818, -0.593, 4.594, 20.0, 40.0), (-1.917, 0.916, 0.209, 20.0, 40.0), (2.706, 1.523, 1.307, 20.0, 40.0), (0.219, 2.162, -1.214, 20.0, 40.0), (-4.510, 1.376, -2.007, 20.0, 40.0), (4.284, -0.515, 6.173, 20.0, 40.0), (-1.101, 2.810, -3.170, 20.0, 40.0), (-1.810, -1.117, 4.329, 20.0, 40.0), (0.055, 1.115, 0.797, 20.0, 40.0), (-2.178, 2.904, -3.898, 20.0, 40.0), (-3.494, -1.814, 4.882, 20.0, 40.0), (3.027, 0.476, 3.562, 20.0, 40.0), (-1.434, 1.151, -0.018, 20.0, 40.0), (1.180, 0.992, 1.606, 20.0, 40.0), (0.015, 0.971, 1.067, 20.0, 40.0), (-0.511, -0.875, 4.495, 20.0, 40.0), (0.961, 2.348, -1.216, 20.0, 40.0), (-2.279, 0.038, 1.785, 20.0, 40.0), (-1.568, -0.248, 2.712, 20.0, 40.0), (-0.496, 0.366, 2.020, 20.0, 40.0), (1.177, -1.401, 6.390, 20.0, 40.0), (2.882, -1.442, 7.325, 20.0, 40.0), (-1.066, 1.817, -1.167, 20.0, 40.0), (-2.144, 2.791, -3.655, 20.0, 40.0), (-4.370, 2.228, -3.642, 20.0, 40.0), (3.996, 2.775, -0.553, 20.0, 40.0), (0.289, 2.055, -0.965, 20.0, 40.0), (-0.588, -1.601, 5.908, 20.0, 40.0), (-1.801, 0.417, 1.265, 20.0, 40.0), (4.375, -1.499, 8.186, 20.0, 40.0), (-2.618, 0.038, 1.615, 20.0, 40.0), (3.616, -0.833, 6.475, 20.0, 40.0), (-4.045, -1.558, 4.094, 20.0, 40.0), (-3.962, 0.636, -0.253, 20.0, 40.0), (3.505, 2.625, -0.497, 20.0, 40.0), (3.029, -0.523, 5.560, 20.0, 40.0), (-3.520, -0.474, 2.188, 20.0, 40.0), (2.430, -1.469, 7.154, 20.0, 40.0), (1.547, -1.654, 7.082, 20.0, 40.0), (-1.370, 0.575, 1.165, 20.0, 40.0), (-1.869, -1.555, 5.176, 20.0, 40.0), (3.536, 2.841, -0.913, 20.0, 40.0), (-3.810, 1.220, -1.344, 20.0, 40.0), (-1.971, 1.462, -0.910, 20.0, 40.0), (-0.243, 0.167, 2.545, 20.0, 40.0), (-1.403, 2.645, -2.991, 20.0, 40.0), (0.532, -0.114, 3.494, 20.0, 40.0), (-1.678, 0.975, 0.212, 20.0, 40.0), (-0.656, 2.140, -1.609, 20.0, 40.0), (1.743, 2.631, -1.390, 20.0, 40.0), (2.586, 2.943, -1.593, 20.0, 40.0), (-0.512, 2.969, -3.195, 20.0, 40.0), (2.283, -0.100, 4.342, 20.0, 40.0), (-4.293, 0.872, -0.890, 20.0, 40.0), (3.411, 1.300, 2.106, 20.0, 40.0), (-0.281, 2.951, -3.042, 20.0, 40.0), (-4.442, 0.384, 0.012, 20.0, 40.0), (1.194, 1.746, 0.104, 20.0, 40.0), (-1.152, 1.862, -1.300, 20.0, 40.0), (1.362, -1.341, 6.363, 20.0, 40.0), (-4.488, 2.618, -4.481, 20.0, 40.0), (3.419, -0.564, 5.837, 20.0, 40.0), (-3.392, 0.396, 0.512, 20.0, 40.0), (-1.629, -0.909, 4.003, 20.0, 40.0), (4.447, -1.088, 7.399, 20.0, 40.0), (-1.232, 1.699, -1.014, 20.0, 40.0), (-1.286, -0.609, 3.575, 20.0, 40.0), (2.437, 2.796, -1.374, 20.0, 40.0), (-4.864, 1.989, -3.410, 20.0, 40.0), (-1.716, -1.399, 4.940, 20.0, 40.0), (-3.084, 1.858, -2.259, 20.0, 40.0), (2.828, -0.319, 5.053, 20.0, 40.0), (-1.226, 2.586, -2.786, 20.0, 40.0), (2.456, 0.092, 4.044, 20.0, 40.0), (-0.989, 2.375, -2.245, 20.0, 40.0), (3.268, 0.935, 2.765, 20.0, 40.0), (-4.128, -1.995, 4.927, 20.0, 40.0), (-1.083, 2.197, -1.935, 20.0, 40.0), (-3.471, -1.198, 3.660, 20.0, 40.0), (4.617, -1.136, 7.579, 20.0, 40.0), (2.054, -1.675, 7.378, 20.0, 40.0), (4.106, 2.326, 0.402, 20.0, 40.0), (1.558, 0.310, 3.158, 20.0, 40.0), (0.792, 0.900, 1.596, 20.0, 40.0), (-3.229, 0.300, 0.785, 20.0, 40.0), (3.787, -0.793, 6.479, 20.0, 40.0), (1.786, 2.288, -0.684, 20.0, 40.0), (2.643, 0.223, 3.875, 20.0, 40.0), (-3.592, 2.122, -3.040, 20.0, 40.0), (4.519, -1.760, 8.779, 20.0, 40.0), (3.221, 2.255, 0.101, 20.0, 40.0), (4.151, 1.788, 1.500, 20.0, 40.0), (-1.033, -1.195, 4.874, 20.0, 40.0), (-1.636, -1.037, 4.257, 20.0, 40.0), (-3.548, 1.911, -2.596, 20.0, 40.0), (4.829, -0.293, 6.001, 20.0, 40.0), (-4.684, -1.664, 3.986, 20.0, 40.0), (4.531, -0.503, 6.271, 20.0, 40.0), (-3.503, -1.606, 4.460, 20.0, 40.0), (-2.036, -1.522, 5.027, 20.0, 40.0), (-0.473, -0.617, 3.997, 20.0, 40.0), (-1.554, -1.630, 5.483, 20.0, 40.0), (-3.567, -1.043, 3.302, 20.0, 40.0), (-2.038, 0.579, 0.823, 20.0, 40.0), (-3.040, 0.857, -0.233, 20.0, 40.0), (4.610, 0.562, 4.181, 20.0, 40.0), (-3.323, -1.938, 5.215, 20.0, 40.0), (4.314, 1.720, 1.717, 20.0, 40.0), (-1.220, 0.615, 1.161, 20.0, 40.0), (-2.556, 1.120, -0.519, 20.0, 40.0), (-3.717, -0.108, 1.358, 20.0, 40.0), (4.689, -1.826, 8.996, 20.0, 40.0), (3.452, 0.506, 3.713, 20.0, 40.0), (2.472, 0.612, 3.012, 20.0, 40.0), (3.452, 0.450, 3.826, 20.0, 40.0), (1.207, 2.585, -1.567, 20.0, 40.0), (-4.826, 1.090, -1.593, 20.0, 40.0), (3.116, -1.118, 6.794, 20.0, 40.0), (0.448, 2.732, -2.240, 20.0, 40.0), (-1.096, -0.525, 3.503, 20.0, 40.0), (-4.680, -0.238, 1.137, 20.0, 40.0), (2.552, -1.403, 7.082, 20.0, 40.0), (0.719, 2.997, -2.635, 20.0, 40.0), (0.347, -1.966, 7.105, 20.0, 40.0), (2.958, -0.404, 5.288, 20.0, 40.0), (0.722, -1.950, 7.261, 20.0, 40.0), (-2.851, -0.986, 3.546, 20.0, 40.0), (-4.316, -0.439, 1.721, 20.0, 40.0), (-1.685, -0.201, 2.560, 20.0, 40.0), (1.856, 0.190, 3.549, 20.0, 40.0), (-2.052, 0.206, 1.562, 20.0, 40.0), (-2.504, -0.646, 3.041, 20.0, 40.0), (3.235, 0.882, 2.854, 20.0, 40.0), (-1.366, -1.573, 5.463, 20.0, 40.0), (-3.447, 2.419, -3.562, 20.0, 40.0), (4.155, 2.092, 0.893, 20.0, 40.0), (-0.935, 0.209, 2.116, 20.0, 40.0), (3.117, -1.821, 8.201, 20.0, 40.0), (3.759, 0.577, 3.725, 20.0, 40.0), (-0.938, 2.992, -3.453, 20.0, 40.0), (-0.525, 2.341, -1.945, 20.0, 40.0), (4.540, 2.625, 0.019, 20.0, 40.0), (-2.097, 1.190, -0.429, 20.0, 40.0), (-2.672, 1.983, -2.302, 20.0, 40.0), (-3.038, -1.490, 4.460, 20.0, 40.0), (-0.943, 2.149, -1.770, 20.0, 40.0), (0.739, 1.598, 0.174, 20.0, 40.0), (1.828, 1.853, 0.208, 20.0, 40.0), (4.856, 0.137, 5.153, 20.0, 40.0), (-1.617, 0.468, 1.255, 20.0, 40.0), (-1.972, 2.053, -2.092, 20.0, 40.0), (-4.633, 1.389, -2.094, 20.0, 40.0), (-3.628, -1.156, 3.498, 20.0, 40.0), (3.597, 1.034, 2.731, 20.0, 40.0), (-1.488, -0.002, 2.261, 20.0, 40.0), (0.749, 1.921, -0.468, 20.0, 40.0), (1.304, -1.371, 6.394, 20.0, 40.0), (4.587, 2.936, -0.579, 20.0, 40.0), (-2.241, 1.791, -1.703, 20.0, 40.0), (-2.945, 1.372, -1.216, 20.0, 40.0), (1.375, 0.395, 2.898, 20.0, 40.0), (-1.281, -0.641, 3.642, 20.0, 40.0), (2.178, 0.895, 2.299, 20.0, 40.0), (3.031, -0.786, 6.087, 20.0, 40.0), (-1.385, -0.375, 3.058, 20.0, 40.0), (4.041, -0.431, 5.882, 20.0, 40.0), (0.480, -0.507, 4.254, 20.0, 40.0), (-3.797, 0.140, 0.822, 20.0, 40.0), (2.355, 2.502, -0.827, 20.0, 40.0), (1.376, -1.583, 6.854, 20.0, 40.0), (0.164, 1.405, 0.273, 20.0, 40.0), (-1.273, 1.471, -0.579, 20.0, 40.0), (0.770, 2.246, -1.107, 20.0, 40.0), (4.552, 2.904, -0.533, 20.0, 40.0), (4.259, -1.772, 8.674, 20.0, 40.0), (-0.309, 1.159, 0.528, 20.0, 40.0), (3.581, 2.700, -0.610, 20.0, 40.0), (-3.202, 0.346, 0.707, 20.0, 40.0), (-1.575, 1.242, -0.271, 20.0, 40.0), (-1.584, -0.493, 3.194, 20.0, 40.0), (-3.778, 0.150, 0.810, 20.0, 40.0), (-4.675, 1.749, -2.835, 20.0, 40.0), (3.567, -0.792, 6.367, 20.0, 40.0), (-0.417, 1.399, -0.006, 20.0, 40.0), (-4.672, 2.007, -3.349, 20.0, 40.0), (-1.034, 0.196, 2.090, 20.0, 40.0), (-3.796, 2.496, -3.890, 20.0, 40.0), (3.532, -0.497, 5.759, 20.0, 40.0), (4.868, -1.359, 8.151, 20.0, 40.0), (-0.769, 0.302, 2.011, 20.0, 40.0), (4.475, 2.612, 0.014, 20.0, 40.0), (-3.532, -0.395, 2.024, 20.0, 40.0), (0.322, 0.675, 1.812, 20.0, 40.0), (-2.028, -1.942, 5.870, 20.0, 40.0), (1.810, -1.244, 6.392, 20.0, 40.0), (-0.783, 1.242, 0.124, 20.0, 40.0), (-4.745, -1.300, 3.227, 20.0, 40.0), (1.902, 1.973, 0.005, 20.0, 40.0), (-3.453, -1.429, 4.132, 20.0, 40.0), (1.559, 0.986, 1.808, 20.0, 40.0), (0.128, 2.754, -2.443, 20.0, 40.0), (2.759, 1.727, 0.926, 20.0, 40.0), (-4.468, 1.690, -2.614, 20.0, 40.0), (-2.368, -1.922, 5.659, 20.0, 40.0), (-2.766, 2.128, -2.640, 20.0, 40.0), (0.967, -1.825, 7.133, 20.0, 40.0), (-2.854, 2.855, -4.136, 20.0, 40.0), (-2.944, 1.875, -2.222, 20.0, 40.0), (-2.632, -0.983, 3.649, 20.0, 40.0), (2.427, 2.239, -0.266, 20.0, 40.0), (-1.726, -0.838, 3.812, 20.0, 40.0), (0.007, -0.903, 4.809, 20.0, 40.0), (-2.013, 1.092, -0.191, 20.0, 40.0), (-0.449, 0.970, 0.836, 20.0, 40.0), (1.396, 0.411, 2.876, 20.0, 40.0), (-1.115, -1.790, 6.023, 20.0, 40.0), (3.748, 1.917, 1.039, 20.0, 40.0), (2.978, 1.043, 2.404, 20.0, 40.0), (-3.969, 2.514, -4.013, 20.0, 40.0), (4.455, -0.050, 5.328, 20.0, 40.0), (-3.065, -0.846, 3.160, 20.0, 40.0), (-1.069, 2.167, -1.869, 20.0, 40.0), (3.016, -1.393, 7.294, 20.0, 40.0), (0.045, -1.928, 6.879, 20.0, 40.0), (-2.555, -0.984, 3.690, 20.0, 40.0), (-1.995, -0.054, 2.111, 20.0, 40.0), (4.600, -0.509, 6.318, 20.0, 40.0), (-1.942, 1.215, -0.402, 20.0, 40.0), (1.262, 2.765, -1.899, 20.0, 40.0), (2.617, -1.106, 6.521, 20.0, 40.0), (1.737, 0.554, 2.761, 20.0, 40.0), (-2.197, 0.632, 0.638, 20.0, 40.0), (4.768, 2.618, 0.147, 20.0, 40.0), (-3.737, -0.939, 3.010, 20.0, 40.0), (-2.623, 0.595, 0.499, 20.0, 40.0), (4.752, -0.340, 6.057, 20.0, 40.0), (2.333, -1.037, 6.240, 20.0, 40.0), (4.234, -1.882, 8.881, 20.0, 40.0), (-3.393, -0.812, 2.927, 20.0, 40.0), (0.885, 1.383, 0.678, 20.0, 40.0), (0.123, 2.937, -2.812, 20.0, 40.0), (2.969, 0.760, 2.964, 20.0, 40.0), (-4.929, 1.251, -1.967, 20.0, 40.0), (1.916, 2.223, -0.488, 20.0, 40.0), (-0.020, -1.740, 6.469, 20.0, 40.0), (0.702, -1.272, 5.895, 20.0, 40.0), (2.496, 2.648, -1.048, 20.0, 40.0), (4.067, -1.475, 7.984, 20.0, 40.0), (-3.717, 1.851, -2.561, 20.0, 40.0), (1.678, -0.624, 5.088, 20.0, 40.0), (1.073, 0.695, 2.146, 20.0, 40.0), (1.842, -0.749, 5.419, 20.0, 40.0), (-3.518, 1.909, -2.578, 20.0, 40.0), (2.229, 1.189, 1.737, 20.0, 40.0), (4.987, 2.893, -0.292, 20.0, 40.0), (-4.809, 1.043, -1.490, 20.0, 40.0), (-0.241, -0.728, 4.334, 20.0, 40.0), (-3.331, 0.590, 0.156, 20.0, 40.0), (-0.455, 2.621, -2.470, 20.0, 40.0), (1.492, 1.223, 1.301, 20.0, 40.0), (3.948, 2.841, -0.709, 20.0, 40.0), (0.732, 0.446, 2.475, 20.0, 40.0), (2.400, 2.390, -0.579, 20.0, 40.0), (-2.718, 1.427, -1.213, 20.0, 40.0), (-1.826, 1.451, -0.815, 20.0, 40.0), (1.125, 0.438, 2.686, 20.0, 40.0), (-4.918, 1.880, -3.219, 20.0, 40.0), (3.068, -0.442, 5.418, 20.0, 40.0), (1.982, 1.201, 1.589, 20.0, 40.0), (0.701, -1.709, 6.768, 20.0, 40.0), (-1.496, 2.564, -2.877, 20.0, 40.0), (-3.812, 0.974, -0.853, 20.0, 40.0), (-3.405, 2.018, -2.739, 20.0, 40.0), (2.211, 2.889, -1.674, 20.0, 40.0), (-2.481, 2.931, -4.103, 20.0, 40.0), (-3.721, 2.765, -4.391, 20.0, 40.0), (-1.768, -1.292, 4.699, 20.0, 40.0), (-4.462, 1.058, -1.347, 20.0, 40.0), (-3.516, -1.942, 5.126, 20.0, 40.0), (0.485, 2.420, -1.597, 20.0, 40.0), (-0.492, 0.242, 2.270, 20.0, 40.0), (4.245, 1.689, 1.744, 20.0, 40.0), (2.234, 0.364, 3.389, 20.0, 40.0), (2.629, 2.224, -0.134, 20.0, 40.0), (-4.375, 1.221, -1.630, 20.0, 40.0), (-0.618, 1.374, -0.057, 20.0, 40.0), (-2.580, -1.604, 4.918, 20.0, 40.0), (0.159, 1.104, 0.871, 20.0, 40.0), (-3.597, 0.975, -0.749, 20.0, 40.0); --- DROP TABLE IF EXISTS test.model; --- create table test.model engine = Memory as select LinearRegressionState(0.1, 5, 2.0)(target, param1, param2) as state from test.defaults; --- -- select toTypeName(state) from test.model; --- -- --- -- DROP TABLE IF EXISTS test.tests; --- -- CREATE TABLE IF NOT EXISTS test.tests --- -- ( --- -- predict1 Float64, --- -- predict2 Float64, --- -- state1 AggregateFunction(LinReg(0.01), Float64, Float64, Float64) --- -- ) ENGINE = Memory; --- -- insert into test.tests select 20.0, 40.0, LinRegState(0.01)(target, param1, param2) from test.defaults; --- -- select evalLinReg(state1, predict1, predict2) from test.tests; --- --- --- --- -- DROP TABLE IF EXISTS test.prediction; --- -- CREATE TABLE IF NOT EXISTS test.prediction --- -- ( --- -- predict1 Float64, --- -- predict2 Float64 --- -- ) ENGINE = Memory; --- --- --- -- insert into test.prediction values (20.0, 40.0); --- --- -- select multiply(param1, param2) from test.defaults; --- --- -- select evalLinReg(LinRegState(0.01)(target, param1, param2), 20.0, 40.0) from test.defaults; - --- select evalMLMethod(state, predict1, predict2) from test.model cross join test.defaults; +DROP TABLE IF EXISTS test.model; +create table test.model engine = Memory as select LinearRegressionState(0.1, 5, 2.0)(target, param1, param2) as state from test.defaults; --- select evalMLMethod(state, predict1, predict2) from test.model cross join test.defaults; - --- select evalMLMethod(state, 0.1, 0.2) from test.model; - --- with (select state from test.model) as model select evalMLMethod(model, predict1, predict2) from test.defaults; - - --- -- select evalLinReg(state, predict1, predict2) from test.model inner join (select * from test.tests) using state; --- -- select evalLinReg(state1, predict1, predict2) from test.tests; --- --- -- select negate(target) from test.defaults; +with (select state from test.model) as model select evalMLMethod(model, predict1, predict2) from test.defaults; From d5753636bdbd8e0dd2116c8842ade201f2fb261d Mon Sep 17 00:00:00 2001 From: Masha Date: Fri, 15 Feb 2019 22:47:56 +0000 Subject: [PATCH 017/709] Logistic Regression and new tests --- .../AggregateFunctionMLMethod.h | 46 +- .../0_stateless/00951_ml_test.reference | 92 +++ .../queries/0_stateless/00951_ml_test.sql | 16 + .../0_stateless/00952_ml_test.good_reference | 370 +++++++++++ .../0_stateless/00952_ml_test.norm_reference | 1 + .../0_stateless/00952_ml_test.reference | 370 +++++++++++ .../queries/0_stateless/00952_ml_test.sql | 25 + .../0_stateless/00953_ml_test.good_reference | 580 ++++++++++++++++++ .../0_stateless/00953_ml_test.reference | 580 ++++++++++++++++++ .../00953_ml_test.rock_auc_reference | 1 + .../queries/0_stateless/00953_ml_test.sql | 25 + 11 files changed, 2091 insertions(+), 15 deletions(-) create mode 100644 dbms/tests/queries/0_stateless/00951_ml_test.reference create mode 100644 dbms/tests/queries/0_stateless/00951_ml_test.sql create mode 100644 dbms/tests/queries/0_stateless/00952_ml_test.good_reference create mode 100644 dbms/tests/queries/0_stateless/00952_ml_test.norm_reference create mode 100644 dbms/tests/queries/0_stateless/00952_ml_test.reference create mode 100644 dbms/tests/queries/0_stateless/00952_ml_test.sql create mode 100644 dbms/tests/queries/0_stateless/00953_ml_test.good_reference create mode 100644 dbms/tests/queries/0_stateless/00953_ml_test.reference create mode 100644 dbms/tests/queries/0_stateless/00953_ml_test.rock_auc_reference create mode 100644 dbms/tests/queries/0_stateless/00953_ml_test.sql diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h index 0dc0999da3f..286e19eee50 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h @@ -178,12 +178,28 @@ public: } void predict_for_all(ColumnVector::Container & container, Block & block, const ColumnNumbers & arguments, const std::vector & weights, Float64 bias) const override { - // TODO - std::ignore = container; - std::ignore = block; - std::ignore = arguments; - std::ignore = weights; - std::ignore = bias; + size_t rows_num = block.rows(); + std::vector results(rows_num, bias); + + for (size_t i = 1; i < arguments.size(); ++i) + { + ColumnPtr cur_col = block.getByPosition(arguments[i]).column; + for (size_t row_num = 0; row_num != rows_num; ++row_num) + { + + const auto &element = (*cur_col)[row_num]; + if (element.getType() != Field::Types::Float64) + throw Exception("Prediction arguments must be values of type Float", + ErrorCodes::BAD_ARGUMENTS); + + results[row_num] += weights[i - 1] * element.get(); + } + } + for (size_t row_num = 0; row_num != rows_num; ++row_num) + { + results[row_num] = 1 / (1 + exp(-results[row_num])); + container.emplace_back(results[row_num]); + } } }; @@ -218,31 +234,31 @@ public: void update(UInt32 batch_size, std::vector & weights, Float64 & bias, const std::vector & batch_gradient) override { /// batch_size is already checked to be greater than 0 - if (hk_.size() == 0) + if (accumulated_gradient.size() == 0) { - hk_.resize(batch_gradient.size(), Float64{0.0}); + accumulated_gradient.resize(batch_gradient.size(), Float64{0.0}); } for (size_t i = 0; i < batch_gradient.size(); ++i) { - hk_[i] = hk_[i] * alpha_ + batch_gradient[i]; + accumulated_gradient[i] = accumulated_gradient[i] * alpha_ + batch_gradient[i]; } for (size_t i = 0; i < weights.size(); ++i) { - weights[i] += hk_[i] / batch_size; + weights[i] += accumulated_gradient[i] / batch_size; } - bias += hk_[weights.size()] / batch_size; + bias += accumulated_gradient[weights.size()] / batch_size; } virtual void merge(const IWeightsUpdater & rhs, Float64 frac, Float64 rhs_frac) override { - const auto & momentum_rhs = dynamic_cast(rhs); - for (size_t i = 0; i < hk_.size(); ++i) + auto & momentum_rhs = static_cast(rhs); + for (size_t i = 0; i < accumulated_gradient.size(); ++i) { - hk_[i] = hk_[i] * frac + momentum_rhs.hk_[i] * rhs_frac; + accumulated_gradient[i] = accumulated_gradient[i] * frac + momentum_rhs.accumulated_gradient[i] * rhs_frac; } } private: Float64 alpha_{0.1}; - std::vector hk_; + std::vector accumulated_gradient; }; class LinearModelData diff --git a/dbms/tests/queries/0_stateless/00951_ml_test.reference b/dbms/tests/queries/0_stateless/00951_ml_test.reference new file mode 100644 index 00000000000..b636d351b84 --- /dev/null +++ b/dbms/tests/queries/0_stateless/00951_ml_test.reference @@ -0,0 +1,92 @@ +0.014756373152892969 +0.9981703893717232 +0.014756373152892969 +0.9981703893717232 +0.014756373152892969 +0.9981703893717232 +0.014756373152892969 +0.9981703893717232 +0.014756373152892969 +0.9981703893717232 +0.014756373152892969 +0.9981703893717232 +0.014756373152892969 +0.9981703893717232 +0.014756373152892969 +0.9981703893717232 +0.014756373152892969 +0.9981703893717232 +0.014756373152892969 +0.9981703893717232 +0.014756373152892969 +0.9981703893717232 +0.014756373152892969 +0.9981703893717232 +0.014756373152892969 +0.9981703893717232 +0.014756373152892969 +0.9981703893717232 +0.014756373152892969 +0.9981703893717232 +0.014756373152892969 +0.9981703893717232 +0.014756373152892969 +0.9981703893717232 +0.014756373152892969 +0.9981703893717232 +0.014756373152892969 +0.9981703893717232 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+0.9981703893717232 +0.014756373152892969 +0.9981703893717232 +0.014756373152892969 +0.9981703893717232 +0.014756373152892969 +0.9981703893717232 diff --git a/dbms/tests/queries/0_stateless/00951_ml_test.sql b/dbms/tests/queries/0_stateless/00951_ml_test.sql new file mode 100644 index 00000000000..ca9c2f99505 --- /dev/null +++ b/dbms/tests/queries/0_stateless/00951_ml_test.sql @@ -0,0 +1,16 @@ +CREATE DATABASE IF NOT EXISTS test; +DROP TABLE IF EXISTS test.defaults; +CREATE TABLE IF NOT EXISTS test.defaults +( + param1 Float64, + param2 Float64, + target Float64, + predict1 Float64, + predict2 Float64 +) ENGINE = Memory; +insert into test.defaults values (1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2) +DROP TABLE IF EXISTS test.model; +create table test.model engine = Memory as select LogisticRegressionState(0.1, 5, 1.0)(target, param1, param2) as state from test.defaults; + + +with (select state from test.model) as model select evalMLMethod(model, predict1, predict2) from test.defaults; diff --git a/dbms/tests/queries/0_stateless/00952_ml_test.good_reference b/dbms/tests/queries/0_stateless/00952_ml_test.good_reference new file mode 100644 index 00000000000..5ad7a9176a4 --- /dev/null +++ b/dbms/tests/queries/0_stateless/00952_ml_test.good_reference @@ -0,0 +1,370 @@ +0.72 +0.72 +0.72 +0.72 +0.72 +0.72 +0.72 +0.72 +0.72 +0.72 +0.72 +0.72 +0.72 +0.89 +0.89 +0.89 +0.89 +0.89 +0.89 +0.89 +0.89 +0.89 +0.89 +0.89 +0.89 +0.95 +0.95 +0.95 +0.95 +0.95 +0.95 +0.95 +0.95 +0.95 +0.95 +0.95 +0.95 +0.79 +0.79 +0.79 +0.79 +0.79 +0.79 +0.79 +0.79 +0.79 +0.79 +0.79 +0.79 +0.79 +0.39 +0.39 +0.39 +0.39 +0.39 +0.39 +0.39 +0.39 +0.39 +0.39 +0.39 +0.39 +0.38 +0.38 +0.38 +0.38 +0.38 +0.38 +0.38 +0.38 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/dev/null +++ b/dbms/tests/queries/0_stateless/00952_ml_test.norm_reference @@ -0,0 +1 @@ +0.00676015 diff --git a/dbms/tests/queries/0_stateless/00952_ml_test.reference b/dbms/tests/queries/0_stateless/00952_ml_test.reference new file mode 100644 index 00000000000..d7d900a7713 --- /dev/null +++ b/dbms/tests/queries/0_stateless/00952_ml_test.reference @@ -0,0 +1,370 @@ +0.6542885368159769 +0.6542885368159769 +0.6542885368159769 +0.6542885368159769 +0.6542885368159769 +0.6542885368159769 +0.6542885368159769 +0.6542885368159769 +0.6542885368159769 +0.6542885368159769 +0.6542885368159769 +0.6542885368159769 +0.6542885368159769 +0.8444267125384497 +0.8444267125384497 +0.8444267125384497 +0.8444267125384497 +0.8444267125384497 +0.8444267125384497 +0.8444267125384497 +0.8444267125384497 +0.8444267125384497 +0.8444267125384497 +0.8444267125384497 +0.8444267125384497 +0.9683751248474649 +0.9683751248474649 +0.9683751248474649 +0.9683751248474649 +0.9683751248474649 +0.9683751248474649 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@@ -0,0 +1,25 @@ +CREATE DATABASE IF NOT EXISTS test; +DROP TABLE IF EXISTS test.defaults; +CREATE TABLE IF NOT EXISTS test.defaults +( + param1 Float64, + param2 Float64, + param3 Float64, + param4 Float64, + param5 Float64, + param6 Float64, + param7 Float64, + target Float64, + predict1 Float64, + predict2 Float64, + predict3 Float64, + predict4 Float64, + predict5 Float64, + predict6 Float64, + predict7 Float64 + +) ENGINE = Memory; +insert into test.defaults values 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+DROP TABLE IF EXISTS test.model; +create table test.model engine = Memory as select LinearRegressionState(0.1, 5, 1.0)(target, param1, param2, param3, param4, param5, param6, param7) as state from test.defaults; +with (select state from test.model) as model select evalMLMethod(model, predict1, predict2, predict3, predict4, predict5, predict6, predict7) from test.defaults; diff --git a/dbms/tests/queries/0_stateless/00953_ml_test.good_reference b/dbms/tests/queries/0_stateless/00953_ml_test.good_reference new file mode 100644 index 00000000000..ff9c61e403b --- /dev/null +++ b/dbms/tests/queries/0_stateless/00953_ml_test.good_reference @@ -0,0 +1,580 @@ +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +1.0 +0.0 +0.0 +0.0 +0.0 +0.0 +0.0 +0.0 +0.0 +0.0 +0.0 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+CREATE TABLE IF NOT EXISTS test.defaults +( + param1 Float64, + param2 Float64, + param3 Float64, + param4 Float64, + param5 Float64, + param6 Float64, + param7 Float64, + target Float64, + predict1 Float64, + predict2 Float64, + predict3 Float64, + predict4 Float64, + predict5 Float64, + predict6 Float64, + predict7 Float64 + +) ENGINE = Memory; +insert into test.defaults values 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+DROP TABLE IF EXISTS test.model; +create table test.model engine = Memory as select LogisticRegressionState(400, 2, 2.0)(target, param1, param2, param3, param4, param5, param6, param7) as state from test.defaults; +with (select state from test.model) as model select evalMLMethod(model, predict1, predict2, predict3, predict4, predict5, predict6, predict7) from test.defaults; From e708983e9bed0efe260fe0ace365e1e9fbe64d73 Mon Sep 17 00:00:00 2001 From: Masha Date: Fri, 15 Feb 2019 23:38:13 +0000 Subject: [PATCH 018/709] Changed Linear Regression and test --- .../AggregateFunctionMLMethod.h | 6 +- .../0_stateless/00953_ml_test.reference | 1160 ++++++++--------- .../00953_ml_test.rock_auc_reference | 2 +- .../queries/0_stateless/00953_ml_test.sql | 2 +- 4 files changed, 585 insertions(+), 585 deletions(-) diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h index 286e19eee50..4394d508846 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h @@ -150,12 +150,12 @@ public: derivative += weights[i] * static_cast &>(*columns[i]).getData()[row_num];; } derivative *= target; - derivative = learning_rate * exp(derivative); + derivative = exp(derivative); - batch_gradient[weights.size()] += target / (derivative + 1);; + batch_gradient[weights.size()] += learning_rate * target / (derivative + 1);; for (size_t i = 0; i < weights.size(); ++i) { - batch_gradient[i] += target / (derivative + 1) * static_cast &>(*columns[i]).getData()[row_num]; + batch_gradient[i] += learning_rate * target / (derivative + 1) * static_cast &>(*columns[i]).getData()[row_num]; } } Float64 predict(const std::vector & predict_feature, const std::vector & weights, Float64 bias) const override diff --git a/dbms/tests/queries/0_stateless/00953_ml_test.reference b/dbms/tests/queries/0_stateless/00953_ml_test.reference index 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test.defaults ) ENGINE = Memory; insert into test.defaults values 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DROP TABLE IF EXISTS test.model; -create table test.model engine = Memory as select LogisticRegressionState(400, 2, 2.0)(target, param1, param2, param3, param4, param5, param6, param7) as state from test.defaults; +create table test.model engine = Memory as select LogisticRegressionState(0.005, 2, 2.0)(target, param1, param2, param3, param4, param5, param6, param7) as state from test.defaults; with (select state from test.model) as model select evalMLMethod(model, predict1, predict2, predict3, predict4, predict5, predict6, predict7) from test.defaults; From f89d0264fc7882c79dd66120fdb200b6fb41abb7 Mon Sep 17 00:00:00 2001 From: Masha Date: Fri, 15 Feb 2019 23:41:50 +0000 Subject: [PATCH 019/709] message with description --- dbms/tests/queries/0_stateless/00953_ml_test.rock_auc_reference | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/dbms/tests/queries/0_stateless/00953_ml_test.rock_auc_reference b/dbms/tests/queries/0_stateless/00953_ml_test.rock_auc_reference index edd49736ac8..a760c5b44b6 100644 --- a/dbms/tests/queries/0_stateless/00953_ml_test.rock_auc_reference +++ b/dbms/tests/queries/0_stateless/00953_ml_test.rock_auc_reference @@ -1 +1 @@ -0.6703296703296704 +0.7692307692307693 From 67b28c224053c2867c25cd1d7582d3776d9bb511 Mon Sep 17 00:00:00 2001 From: Masha Date: Tue, 26 Feb 2019 08:12:16 +0000 Subject: [PATCH 020/709] Nesterov and Adam + tests --- .../AggregateFunctionMLMethod.cpp | 6 + .../AggregateFunctionMLMethod.h | 110 +++++++++++++++++- .../0_stateless/00954_ml_test.reference | 1 + .../queries/0_stateless/00954_ml_test.sql | 17 +++ .../0_stateless/00955_ml_test.reference | 1 + .../queries/0_stateless/00955_ml_test.sql | 17 +++ 6 files changed, 150 insertions(+), 2 deletions(-) create mode 100644 dbms/tests/queries/0_stateless/00954_ml_test.reference create mode 100644 dbms/tests/queries/0_stateless/00954_ml_test.sql create mode 100644 dbms/tests/queries/0_stateless/00955_ml_test.reference create mode 100644 dbms/tests/queries/0_stateless/00955_ml_test.sql diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp index 04d31f918d0..814f60f544c 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp @@ -61,6 +61,12 @@ AggregateFunctionPtr createAggregateFunctionMLMethod( } else if (applyVisitor(FieldVisitorConvertToNumber(), parameters[2]) == Float64{2.0}) { wu = std::make_shared(); + } else if (applyVisitor(FieldVisitorConvertToNumber(), parameters[2]) == Float64{3.0}) + { + wu = std::make_shared(); + } else if (applyVisitor(FieldVisitorConvertToNumber(), parameters[2]) == Float64{4.0}) + { + wu = std::make_shared(); } else { throw Exception("Such weights updater is not implemented yet", ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT); diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h index 4394d508846..d815313a67c 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h @@ -210,6 +210,9 @@ public: virtual void update(UInt32 batch_size, std::vector & weights, Float64 & bias, const std::vector & gradient) = 0; virtual void merge(const IWeightsUpdater &, Float64, Float64) {} + virtual std::vector get_update(UInt32 sz, UInt32) { + return std::vector(sz, 0.0); + } }; class StochasticGradientDescent : public IWeightsUpdater @@ -260,6 +263,100 @@ private: Float64 alpha_{0.1}; std::vector accumulated_gradient; }; +class Nesterov : public IWeightsUpdater +{ +public: + Nesterov() {} + Nesterov (Float64 alpha) : alpha_(alpha) {} + void update(UInt32 batch_size, std::vector & weights, Float64 & bias, const std::vector & batch_gradient) override { + if (accumulated_gradient.size() == 0) + { + accumulated_gradient.resize(batch_gradient.size(), Float64{0.0}); + } + for (size_t i = 0; i < batch_gradient.size(); ++i) + { + accumulated_gradient[i] = accumulated_gradient[i] * alpha_ + batch_gradient[i]; + } + for (size_t i = 0; i < weights.size(); ++i) + { + weights[i] += accumulated_gradient[i] / batch_size; + } + bias += accumulated_gradient[weights.size()] / batch_size; + std::cout<<"BIAS " << bias<<'\n'; + } + virtual void merge(const IWeightsUpdater & rhs, Float64 frac, Float64 rhs_frac) override { + auto & nesterov_rhs = static_cast(rhs); + for (size_t i = 0; i < accumulated_gradient.size(); ++i) + { + accumulated_gradient[i] = accumulated_gradient[i] * frac + nesterov_rhs.accumulated_gradient[i] * rhs_frac; + } + } + virtual std::vector get_update(UInt32 sz, UInt32 batch_size) override { + if (accumulated_gradient.size() == 0) + { + accumulated_gradient.resize(sz, Float64{0.0}); + return accumulated_gradient; + } + std::vector delta(accumulated_gradient.size()); + // std::cout<<"\n\nHK\n\n"; + for (size_t i = 0; i < delta.size(); ++i) + { + delta[i] = accumulated_gradient[i] * alpha_ / batch_size; + } + return delta; + } + +Float64 alpha_{0.1}; +std::vector accumulated_gradient; +}; +class Adam : public IWeightsUpdater +{ +public: + Adam() {} + Adam (Float64 betta1, Float64 betta2) : betta1_(betta1), betta2_(betta2), betta1t_(betta1), betta2t_(betta2) {} + void update(UInt32 cur_batch, std::vector & weights, Float64 & bias, const std::vector & batch_gradient) override { + if (mt_.size() == 0) + { + mt_.resize(batch_gradient.size(), Float64{0.0}); + vt_.resize(batch_gradient.size(), Float64{0.0}); + } + Float64 eps = 0.01; + for (size_t i = 0; i < batch_gradient.size(); ++i) + { + mt_[i] = mt_[i] * betta1_ + (1 - betta1_) * batch_gradient[i]; + vt_[i] = vt_[i] * betta2_ + (1 - betta2_) * batch_gradient[i] * batch_gradient[i]; + if (t < 8) { + mt_[i] = mt_[i] / (1 - betta1t_); + betta1t_ *= betta1_; + } + if (t < 850) { + vt_[i] = vt_[i] / (1 - betta2t_); + betta2t_ *= betta2_; + } + } + for (size_t i = 0; i < weights.size(); ++i) + { + weights[i] += (mt_[i] / (sqrt(vt_[i] + eps))) / cur_batch; + } + bias += (mt_[weights.size()] / (sqrt(vt_[weights.size()] + eps))) / cur_batch; + t += 1; + } + virtual void merge(const IWeightsUpdater & rhs, Float64 frac, Float64 rhs_frac) override { + auto & adam_rhs = static_cast(rhs); + for (size_t i = 0; i < mt_.size(); ++i) + { + mt_[i] = mt_[i] * frac + adam_rhs.mt_[i] * rhs_frac; + vt_[i] = vt_[i] * frac + adam_rhs.vt_[i] * rhs_frac; + } + } +Float64 betta1_{0.2}; +Float64 betta2_{0.3}; +Float64 betta1t_{0.3}; +Float64 betta2t_{0.3}; +UInt32 t = 0; +std::vector mt_; +std::vector vt_; +}; class LinearModelData { @@ -285,8 +382,16 @@ public: { /// first column stores target; features start from (columns + 1) const auto & target = static_cast &>(*columns[0]).getData()[row_num]; - - gradient_computer->compute(weights, bias, learning_rate, target, columns + 1, row_num); + + auto delta = weights_updater->get_update(weights.size() + 1, batch_capacity); + Float64 delta_bias = bias + delta[weights.size()]; + delta.resize(weights.size()); + for (size_t i = 0; i < weights.size(); ++i) { + delta[i] += weights[i]; + } + + gradient_computer->compute(delta, delta_bias, learning_rate, target, columns + 1, row_num); + // gradient_computer->compute(weights, bias, learning_rate, target, columns + 1, row_num); ++batch_size; if (batch_size == batch_capacity) { @@ -369,6 +474,7 @@ private: batch_size = 0; ++iter_num; gradient_computer->reset(); + //TODO ask: для нестерова и адама не очень. Нужно добавить другую функцию } }; diff --git a/dbms/tests/queries/0_stateless/00954_ml_test.reference b/dbms/tests/queries/0_stateless/00954_ml_test.reference new file mode 100644 index 00000000000..8575e00f538 --- /dev/null +++ b/dbms/tests/queries/0_stateless/00954_ml_test.reference @@ -0,0 +1 @@ +-66.98005053600168 diff --git a/dbms/tests/queries/0_stateless/00954_ml_test.sql b/dbms/tests/queries/0_stateless/00954_ml_test.sql new file mode 100644 index 00000000000..b1bce54036f --- /dev/null +++ b/dbms/tests/queries/0_stateless/00954_ml_test.sql @@ -0,0 +1,17 @@ +CREATE DATABASE IF NOT EXISTS test; +DROP TABLE IF EXISTS test.defaults; +CREATE TABLE IF NOT EXISTS test.defaults +( + param1 Float64, + param2 Float64, + target Float64, + predict1 Float64, + predict2 Float64 +) ENGINE = Memory; +insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 40.0), (0.121, -0.615, 4.290, 20.0, 40.0), (-1.099, 2.755, -3.060, 20.0, 40.0), (1.090, 2.945, -2.346, 20.0, 40.0), (0.305, 2.179, -1.205, 20.0, 40.0), (-0.925, 0.702, 1.134, 20.0, 40.0), (3.178, -1.316, 7.221, 20.0, 40.0), (-2.756, -0.473, 2.569, 20.0, 40.0), (3.665, 2.303, 0.226, 20.0, 40.0), (1.662, 1.951, -0.070, 20.0, 40.0), (2.869, 0.593, 3.249, 20.0, 40.0), (0.818, -0.593, 4.594, 20.0, 40.0), (-1.917, 0.916, 0.209, 20.0, 40.0), (2.706, 1.523, 1.307, 20.0, 40.0), (0.219, 2.162, -1.214, 20.0, 40.0), (-4.510, 1.376, -2.007, 20.0, 40.0), (4.284, -0.515, 6.173, 20.0, 40.0), (-1.101, 2.810, -3.170, 20.0, 40.0), (-1.810, -1.117, 4.329, 20.0, 40.0), (0.055, 1.115, 0.797, 20.0, 40.0), (-2.178, 2.904, -3.898, 20.0, 40.0), (-3.494, -1.814, 4.882, 20.0, 40.0), (3.027, 0.476, 3.562, 20.0, 40.0), (-1.434, 1.151, -0.018, 20.0, 40.0), (1.180, 0.992, 1.606, 20.0, 40.0), (0.015, 0.971, 1.067, 20.0, 40.0), (-0.511, -0.875, 4.495, 20.0, 40.0), (0.961, 2.348, -1.216, 20.0, 40.0), (-2.279, 0.038, 1.785, 20.0, 40.0), (-1.568, -0.248, 2.712, 20.0, 40.0), (-0.496, 0.366, 2.020, 20.0, 40.0), (1.177, -1.401, 6.390, 20.0, 40.0), (2.882, -1.442, 7.325, 20.0, 40.0), (-1.066, 1.817, -1.167, 20.0, 40.0), (-2.144, 2.791, -3.655, 20.0, 40.0), (-4.370, 2.228, -3.642, 20.0, 40.0), (3.996, 2.775, -0.553, 20.0, 40.0), (0.289, 2.055, -0.965, 20.0, 40.0), (-0.588, -1.601, 5.908, 20.0, 40.0), (-1.801, 0.417, 1.265, 20.0, 40.0), (4.375, -1.499, 8.186, 20.0, 40.0), (-2.618, 0.038, 1.615, 20.0, 40.0), (3.616, -0.833, 6.475, 20.0, 40.0), (-4.045, -1.558, 4.094, 20.0, 40.0), (-3.962, 0.636, -0.253, 20.0, 40.0), (3.505, 2.625, -0.497, 20.0, 40.0), (3.029, -0.523, 5.560, 20.0, 40.0), (-3.520, -0.474, 2.188, 20.0, 40.0), (2.430, -1.469, 7.154, 20.0, 40.0), (1.547, -1.654, 7.082, 20.0, 40.0), (-1.370, 0.575, 1.165, 20.0, 40.0), (-1.869, -1.555, 5.176, 20.0, 40.0), (3.536, 2.841, -0.913, 20.0, 40.0), (-3.810, 1.220, -1.344, 20.0, 40.0), (-1.971, 1.462, -0.910, 20.0, 40.0), (-0.243, 0.167, 2.545, 20.0, 40.0), (-1.403, 2.645, -2.991, 20.0, 40.0), (0.532, -0.114, 3.494, 20.0, 40.0), (-1.678, 0.975, 0.212, 20.0, 40.0), (-0.656, 2.140, -1.609, 20.0, 40.0), (1.743, 2.631, -1.390, 20.0, 40.0), (2.586, 2.943, -1.593, 20.0, 40.0), (-0.512, 2.969, -3.195, 20.0, 40.0), (2.283, -0.100, 4.342, 20.0, 40.0), (-4.293, 0.872, -0.890, 20.0, 40.0), (3.411, 1.300, 2.106, 20.0, 40.0), (-0.281, 2.951, -3.042, 20.0, 40.0), (-4.442, 0.384, 0.012, 20.0, 40.0), (1.194, 1.746, 0.104, 20.0, 40.0), (-1.152, 1.862, -1.300, 20.0, 40.0), (1.362, -1.341, 6.363, 20.0, 40.0), (-4.488, 2.618, -4.481, 20.0, 40.0), (3.419, -0.564, 5.837, 20.0, 40.0), (-3.392, 0.396, 0.512, 20.0, 40.0), (-1.629, -0.909, 4.003, 20.0, 40.0), (4.447, -1.088, 7.399, 20.0, 40.0), (-1.232, 1.699, -1.014, 20.0, 40.0), (-1.286, -0.609, 3.575, 20.0, 40.0), (2.437, 2.796, -1.374, 20.0, 40.0), (-4.864, 1.989, -3.410, 20.0, 40.0), (-1.716, -1.399, 4.940, 20.0, 40.0), (-3.084, 1.858, -2.259, 20.0, 40.0), (2.828, -0.319, 5.053, 20.0, 40.0), (-1.226, 2.586, -2.786, 20.0, 40.0), (2.456, 0.092, 4.044, 20.0, 40.0), (-0.989, 2.375, -2.245, 20.0, 40.0), (3.268, 0.935, 2.765, 20.0, 40.0), (-4.128, -1.995, 4.927, 20.0, 40.0), (-1.083, 2.197, -1.935, 20.0, 40.0), (-3.471, -1.198, 3.660, 20.0, 40.0), (4.617, -1.136, 7.579, 20.0, 40.0), (2.054, -1.675, 7.378, 20.0, 40.0), (4.106, 2.326, 0.402, 20.0, 40.0), (1.558, 0.310, 3.158, 20.0, 40.0), (0.792, 0.900, 1.596, 20.0, 40.0), (-3.229, 0.300, 0.785, 20.0, 40.0), (3.787, -0.793, 6.479, 20.0, 40.0), (1.786, 2.288, -0.684, 20.0, 40.0), (2.643, 0.223, 3.875, 20.0, 40.0), (-3.592, 2.122, -3.040, 20.0, 40.0), (4.519, -1.760, 8.779, 20.0, 40.0), (3.221, 2.255, 0.101, 20.0, 40.0), (4.151, 1.788, 1.500, 20.0, 40.0), (-1.033, -1.195, 4.874, 20.0, 40.0), (-1.636, -1.037, 4.257, 20.0, 40.0), (-3.548, 1.911, -2.596, 20.0, 40.0), (4.829, -0.293, 6.001, 20.0, 40.0), (-4.684, -1.664, 3.986, 20.0, 40.0), (4.531, -0.503, 6.271, 20.0, 40.0), (-3.503, -1.606, 4.460, 20.0, 40.0), (-2.036, -1.522, 5.027, 20.0, 40.0), (-0.473, -0.617, 3.997, 20.0, 40.0), (-1.554, -1.630, 5.483, 20.0, 40.0), (-3.567, -1.043, 3.302, 20.0, 40.0), (-2.038, 0.579, 0.823, 20.0, 40.0), (-3.040, 0.857, -0.233, 20.0, 40.0), (4.610, 0.562, 4.181, 20.0, 40.0), (-3.323, -1.938, 5.215, 20.0, 40.0), (4.314, 1.720, 1.717, 20.0, 40.0), (-1.220, 0.615, 1.161, 20.0, 40.0), (-2.556, 1.120, -0.519, 20.0, 40.0), (-3.717, -0.108, 1.358, 20.0, 40.0), (4.689, -1.826, 8.996, 20.0, 40.0), (3.452, 0.506, 3.713, 20.0, 40.0), (2.472, 0.612, 3.012, 20.0, 40.0), (3.452, 0.450, 3.826, 20.0, 40.0), (1.207, 2.585, -1.567, 20.0, 40.0), (-4.826, 1.090, -1.593, 20.0, 40.0), (3.116, -1.118, 6.794, 20.0, 40.0), (0.448, 2.732, -2.240, 20.0, 40.0), (-1.096, -0.525, 3.503, 20.0, 40.0), (-4.680, -0.238, 1.137, 20.0, 40.0), (2.552, -1.403, 7.082, 20.0, 40.0), (0.719, 2.997, -2.635, 20.0, 40.0), (0.347, -1.966, 7.105, 20.0, 40.0), (2.958, -0.404, 5.288, 20.0, 40.0), (0.722, -1.950, 7.261, 20.0, 40.0), (-2.851, -0.986, 3.546, 20.0, 40.0), (-4.316, -0.439, 1.721, 20.0, 40.0), (-1.685, -0.201, 2.560, 20.0, 40.0), (1.856, 0.190, 3.549, 20.0, 40.0), (-2.052, 0.206, 1.562, 20.0, 40.0), (-2.504, -0.646, 3.041, 20.0, 40.0), (3.235, 0.882, 2.854, 20.0, 40.0), (-1.366, -1.573, 5.463, 20.0, 40.0), (-3.447, 2.419, -3.562, 20.0, 40.0), (4.155, 2.092, 0.893, 20.0, 40.0), (-0.935, 0.209, 2.116, 20.0, 40.0), (3.117, -1.821, 8.201, 20.0, 40.0), (3.759, 0.577, 3.725, 20.0, 40.0), (-0.938, 2.992, -3.453, 20.0, 40.0), (-0.525, 2.341, -1.945, 20.0, 40.0), (4.540, 2.625, 0.019, 20.0, 40.0), (-2.097, 1.190, -0.429, 20.0, 40.0), (-2.672, 1.983, -2.302, 20.0, 40.0), (-3.038, -1.490, 4.460, 20.0, 40.0), (-0.943, 2.149, -1.770, 20.0, 40.0), (0.739, 1.598, 0.174, 20.0, 40.0), (1.828, 1.853, 0.208, 20.0, 40.0), (4.856, 0.137, 5.153, 20.0, 40.0), (-1.617, 0.468, 1.255, 20.0, 40.0), (-1.972, 2.053, -2.092, 20.0, 40.0), (-4.633, 1.389, -2.094, 20.0, 40.0), (-3.628, -1.156, 3.498, 20.0, 40.0), (3.597, 1.034, 2.731, 20.0, 40.0), (-1.488, -0.002, 2.261, 20.0, 40.0), (0.749, 1.921, -0.468, 20.0, 40.0), (1.304, -1.371, 6.394, 20.0, 40.0), (4.587, 2.936, -0.579, 20.0, 40.0), (-2.241, 1.791, 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(2.969, 0.760, 2.964, 20.0, 40.0), (-4.929, 1.251, -1.967, 20.0, 40.0), (1.916, 2.223, -0.488, 20.0, 40.0), (-0.020, -1.740, 6.469, 20.0, 40.0), (0.702, -1.272, 5.895, 20.0, 40.0), (2.496, 2.648, -1.048, 20.0, 40.0), (4.067, -1.475, 7.984, 20.0, 40.0), (-3.717, 1.851, -2.561, 20.0, 40.0), (1.678, -0.624, 5.088, 20.0, 40.0), (1.073, 0.695, 2.146, 20.0, 40.0), (1.842, -0.749, 5.419, 20.0, 40.0), (-3.518, 1.909, -2.578, 20.0, 40.0), (2.229, 1.189, 1.737, 20.0, 40.0), (4.987, 2.893, -0.292, 20.0, 40.0), (-4.809, 1.043, -1.490, 20.0, 40.0), (-0.241, -0.728, 4.334, 20.0, 40.0), (-3.331, 0.590, 0.156, 20.0, 40.0), (-0.455, 2.621, -2.470, 20.0, 40.0), (1.492, 1.223, 1.301, 20.0, 40.0), (3.948, 2.841, -0.709, 20.0, 40.0), (0.732, 0.446, 2.475, 20.0, 40.0), (2.400, 2.390, -0.579, 20.0, 40.0), (-2.718, 1.427, -1.213, 20.0, 40.0), (-1.826, 1.451, -0.815, 20.0, 40.0), (1.125, 0.438, 2.686, 20.0, 40.0), (-4.918, 1.880, -3.219, 20.0, 40.0), (3.068, -0.442, 5.418, 20.0, 40.0), (1.982, 1.201, 1.589, 20.0, 40.0), (0.701, -1.709, 6.768, 20.0, 40.0), (-1.496, 2.564, -2.877, 20.0, 40.0), (-3.812, 0.974, -0.853, 20.0, 40.0), (-3.405, 2.018, -2.739, 20.0, 40.0), (2.211, 2.889, -1.674, 20.0, 40.0), (-2.481, 2.931, -4.103, 20.0, 40.0), (-3.721, 2.765, -4.391, 20.0, 40.0), (-1.768, -1.292, 4.699, 20.0, 40.0), (-4.462, 1.058, -1.347, 20.0, 40.0), (-3.516, -1.942, 5.126, 20.0, 40.0), (0.485, 2.420, -1.597, 20.0, 40.0), (-0.492, 0.242, 2.270, 20.0, 40.0), (4.245, 1.689, 1.744, 20.0, 40.0), (2.234, 0.364, 3.389, 20.0, 40.0), (2.629, 2.224, -0.134, 20.0, 40.0), (-4.375, 1.221, -1.630, 20.0, 40.0), (-0.618, 1.374, -0.057, 20.0, 40.0), (-2.580, -1.604, 4.918, 20.0, 40.0), (0.159, 1.104, 0.871, 20.0, 40.0), (-3.597, 0.975, -0.749, 20.0, 40.0); + +DROP TABLE IF EXISTS test.model; +create table test.model engine = Memory as select LinearRegressionState(0.1, 5, 3.0)(target, param1, param2) as state from test.defaults; + + +with (select state from test.model) as model select evalMLMethod(model, predict1, predict2) from test.defaults; diff --git a/dbms/tests/queries/0_stateless/00955_ml_test.reference b/dbms/tests/queries/0_stateless/00955_ml_test.reference new file mode 100644 index 00000000000..8d19c2c21f6 --- /dev/null +++ b/dbms/tests/queries/0_stateless/00955_ml_test.reference @@ -0,0 +1 @@ +-70.73127165094067 diff --git a/dbms/tests/queries/0_stateless/00955_ml_test.sql b/dbms/tests/queries/0_stateless/00955_ml_test.sql new file mode 100644 index 00000000000..fb919e5aa57 --- /dev/null +++ b/dbms/tests/queries/0_stateless/00955_ml_test.sql @@ -0,0 +1,17 @@ +CREATE DATABASE IF NOT EXISTS test; +DROP TABLE IF EXISTS test.defaults; +CREATE TABLE IF NOT EXISTS test.defaults +( + param1 Float64, + param2 Float64, + target Float64, + predict1 Float64, + predict2 Float64 +) ENGINE = Memory; +insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 40.0), (0.121, -0.615, 4.290, 20.0, 40.0), (-1.099, 2.755, -3.060, 20.0, 40.0), (1.090, 2.945, -2.346, 20.0, 40.0), (0.305, 2.179, -1.205, 20.0, 40.0), (-0.925, 0.702, 1.134, 20.0, 40.0), (3.178, -1.316, 7.221, 20.0, 40.0), (-2.756, -0.473, 2.569, 20.0, 40.0), (3.665, 2.303, 0.226, 20.0, 40.0), (1.662, 1.951, -0.070, 20.0, 40.0), (2.869, 0.593, 3.249, 20.0, 40.0), (0.818, -0.593, 4.594, 20.0, 40.0), (-1.917, 0.916, 0.209, 20.0, 40.0), (2.706, 1.523, 1.307, 20.0, 40.0), (0.219, 2.162, -1.214, 20.0, 40.0), (-4.510, 1.376, -2.007, 20.0, 40.0), (4.284, -0.515, 6.173, 20.0, 40.0), (-1.101, 2.810, -3.170, 20.0, 40.0), (-1.810, -1.117, 4.329, 20.0, 40.0), (0.055, 1.115, 0.797, 20.0, 40.0), (-2.178, 2.904, -3.898, 20.0, 40.0), (-3.494, -1.814, 4.882, 20.0, 40.0), (3.027, 0.476, 3.562, 20.0, 40.0), (-1.434, 1.151, -0.018, 20.0, 40.0), (1.180, 0.992, 1.606, 20.0, 40.0), (0.015, 0.971, 1.067, 20.0, 40.0), (-0.511, -0.875, 4.495, 20.0, 40.0), (0.961, 2.348, -1.216, 20.0, 40.0), (-2.279, 0.038, 1.785, 20.0, 40.0), (-1.568, -0.248, 2.712, 20.0, 40.0), (-0.496, 0.366, 2.020, 20.0, 40.0), (1.177, -1.401, 6.390, 20.0, 40.0), (2.882, -1.442, 7.325, 20.0, 40.0), (-1.066, 1.817, -1.167, 20.0, 40.0), (-2.144, 2.791, -3.655, 20.0, 40.0), (-4.370, 2.228, -3.642, 20.0, 40.0), (3.996, 2.775, -0.553, 20.0, 40.0), (0.289, 2.055, -0.965, 20.0, 40.0), (-0.588, -1.601, 5.908, 20.0, 40.0), (-1.801, 0.417, 1.265, 20.0, 40.0), (4.375, -1.499, 8.186, 20.0, 40.0), (-2.618, 0.038, 1.615, 20.0, 40.0), (3.616, -0.833, 6.475, 20.0, 40.0), (-4.045, -1.558, 4.094, 20.0, 40.0), (-3.962, 0.636, -0.253, 20.0, 40.0), (3.505, 2.625, -0.497, 20.0, 40.0), (3.029, -0.523, 5.560, 20.0, 40.0), (-3.520, -0.474, 2.188, 20.0, 40.0), (2.430, -1.469, 7.154, 20.0, 40.0), (1.547, -1.654, 7.082, 20.0, 40.0), (-1.370, 0.575, 1.165, 20.0, 40.0), (-1.869, -1.555, 5.176, 20.0, 40.0), (3.536, 2.841, -0.913, 20.0, 40.0), (-3.810, 1.220, -1.344, 20.0, 40.0), (-1.971, 1.462, -0.910, 20.0, 40.0), (-0.243, 0.167, 2.545, 20.0, 40.0), (-1.403, 2.645, -2.991, 20.0, 40.0), (0.532, -0.114, 3.494, 20.0, 40.0), (-1.678, 0.975, 0.212, 20.0, 40.0), (-0.656, 2.140, -1.609, 20.0, 40.0), (1.743, 2.631, -1.390, 20.0, 40.0), (2.586, 2.943, -1.593, 20.0, 40.0), (-0.512, 2.969, -3.195, 20.0, 40.0), (2.283, -0.100, 4.342, 20.0, 40.0), (-4.293, 0.872, -0.890, 20.0, 40.0), (3.411, 1.300, 2.106, 20.0, 40.0), (-0.281, 2.951, -3.042, 20.0, 40.0), (-4.442, 0.384, 0.012, 20.0, 40.0), (1.194, 1.746, 0.104, 20.0, 40.0), (-1.152, 1.862, -1.300, 20.0, 40.0), (1.362, -1.341, 6.363, 20.0, 40.0), (-4.488, 2.618, -4.481, 20.0, 40.0), (3.419, -0.564, 5.837, 20.0, 40.0), (-3.392, 0.396, 0.512, 20.0, 40.0), (-1.629, -0.909, 4.003, 20.0, 40.0), (4.447, -1.088, 7.399, 20.0, 40.0), (-1.232, 1.699, -1.014, 20.0, 40.0), (-1.286, -0.609, 3.575, 20.0, 40.0), (2.437, 2.796, -1.374, 20.0, 40.0), (-4.864, 1.989, -3.410, 20.0, 40.0), (-1.716, -1.399, 4.940, 20.0, 40.0), (-3.084, 1.858, -2.259, 20.0, 40.0), (2.828, -0.319, 5.053, 20.0, 40.0), (-1.226, 2.586, -2.786, 20.0, 40.0), (2.456, 0.092, 4.044, 20.0, 40.0), (-0.989, 2.375, -2.245, 20.0, 40.0), (3.268, 0.935, 2.765, 20.0, 40.0), (-4.128, -1.995, 4.927, 20.0, 40.0), (-1.083, 2.197, -1.935, 20.0, 40.0), (-3.471, -1.198, 3.660, 20.0, 40.0), (4.617, -1.136, 7.579, 20.0, 40.0), (2.054, -1.675, 7.378, 20.0, 40.0), (4.106, 2.326, 0.402, 20.0, 40.0), (1.558, 0.310, 3.158, 20.0, 40.0), (0.792, 0.900, 1.596, 20.0, 40.0), (-3.229, 0.300, 0.785, 20.0, 40.0), (3.787, -0.793, 6.479, 20.0, 40.0), (1.786, 2.288, -0.684, 20.0, 40.0), (2.643, 0.223, 3.875, 20.0, 40.0), (-3.592, 2.122, -3.040, 20.0, 40.0), (4.519, -1.760, 8.779, 20.0, 40.0), (3.221, 2.255, 0.101, 20.0, 40.0), (4.151, 1.788, 1.500, 20.0, 40.0), (-1.033, -1.195, 4.874, 20.0, 40.0), (-1.636, -1.037, 4.257, 20.0, 40.0), (-3.548, 1.911, -2.596, 20.0, 40.0), (4.829, -0.293, 6.001, 20.0, 40.0), (-4.684, -1.664, 3.986, 20.0, 40.0), (4.531, -0.503, 6.271, 20.0, 40.0), (-3.503, -1.606, 4.460, 20.0, 40.0), (-2.036, -1.522, 5.027, 20.0, 40.0), (-0.473, -0.617, 3.997, 20.0, 40.0), (-1.554, -1.630, 5.483, 20.0, 40.0), (-3.567, -1.043, 3.302, 20.0, 40.0), (-2.038, 0.579, 0.823, 20.0, 40.0), (-3.040, 0.857, -0.233, 20.0, 40.0), (4.610, 0.562, 4.181, 20.0, 40.0), (-3.323, -1.938, 5.215, 20.0, 40.0), (4.314, 1.720, 1.717, 20.0, 40.0), (-1.220, 0.615, 1.161, 20.0, 40.0), (-2.556, 1.120, -0.519, 20.0, 40.0), (-3.717, -0.108, 1.358, 20.0, 40.0), (4.689, -1.826, 8.996, 20.0, 40.0), (3.452, 0.506, 3.713, 20.0, 40.0), (2.472, 0.612, 3.012, 20.0, 40.0), (3.452, 0.450, 3.826, 20.0, 40.0), (1.207, 2.585, -1.567, 20.0, 40.0), (-4.826, 1.090, -1.593, 20.0, 40.0), (3.116, -1.118, 6.794, 20.0, 40.0), (0.448, 2.732, -2.240, 20.0, 40.0), (-1.096, -0.525, 3.503, 20.0, 40.0), (-4.680, -0.238, 1.137, 20.0, 40.0), (2.552, -1.403, 7.082, 20.0, 40.0), (0.719, 2.997, -2.635, 20.0, 40.0), (0.347, -1.966, 7.105, 20.0, 40.0), (2.958, -0.404, 5.288, 20.0, 40.0), (0.722, -1.950, 7.261, 20.0, 40.0), (-2.851, -0.986, 3.546, 20.0, 40.0), (-4.316, -0.439, 1.721, 20.0, 40.0), (-1.685, -0.201, 2.560, 20.0, 40.0), (1.856, 0.190, 3.549, 20.0, 40.0), (-2.052, 0.206, 1.562, 20.0, 40.0), (-2.504, -0.646, 3.041, 20.0, 40.0), (3.235, 0.882, 2.854, 20.0, 40.0), (-1.366, -1.573, 5.463, 20.0, 40.0), (-3.447, 2.419, -3.562, 20.0, 40.0), (4.155, 2.092, 0.893, 20.0, 40.0), (-0.935, 0.209, 2.116, 20.0, 40.0), (3.117, -1.821, 8.201, 20.0, 40.0), (3.759, 0.577, 3.725, 20.0, 40.0), (-0.938, 2.992, -3.453, 20.0, 40.0), (-0.525, 2.341, -1.945, 20.0, 40.0), (4.540, 2.625, 0.019, 20.0, 40.0), (-2.097, 1.190, -0.429, 20.0, 40.0), (-2.672, 1.983, -2.302, 20.0, 40.0), (-3.038, -1.490, 4.460, 20.0, 40.0), (-0.943, 2.149, -1.770, 20.0, 40.0), (0.739, 1.598, 0.174, 20.0, 40.0), (1.828, 1.853, 0.208, 20.0, 40.0), (4.856, 0.137, 5.153, 20.0, 40.0), (-1.617, 0.468, 1.255, 20.0, 40.0), (-1.972, 2.053, -2.092, 20.0, 40.0), (-4.633, 1.389, -2.094, 20.0, 40.0), (-3.628, -1.156, 3.498, 20.0, 40.0), (3.597, 1.034, 2.731, 20.0, 40.0), (-1.488, -0.002, 2.261, 20.0, 40.0), (0.749, 1.921, -0.468, 20.0, 40.0), (1.304, -1.371, 6.394, 20.0, 40.0), (4.587, 2.936, -0.579, 20.0, 40.0), (-2.241, 1.791, -1.703, 20.0, 40.0), (-2.945, 1.372, -1.216, 20.0, 40.0), (1.375, 0.395, 2.898, 20.0, 40.0), (-1.281, -0.641, 3.642, 20.0, 40.0), (2.178, 0.895, 2.299, 20.0, 40.0), (3.031, -0.786, 6.087, 20.0, 40.0), (-1.385, -0.375, 3.058, 20.0, 40.0), (4.041, -0.431, 5.882, 20.0, 40.0), (0.480, -0.507, 4.254, 20.0, 40.0), (-3.797, 0.140, 0.822, 20.0, 40.0), (2.355, 2.502, -0.827, 20.0, 40.0), (1.376, -1.583, 6.854, 20.0, 40.0), (0.164, 1.405, 0.273, 20.0, 40.0), (-1.273, 1.471, -0.579, 20.0, 40.0), (0.770, 2.246, -1.107, 20.0, 40.0), (4.552, 2.904, -0.533, 20.0, 40.0), (4.259, -1.772, 8.674, 20.0, 40.0), (-0.309, 1.159, 0.528, 20.0, 40.0), (3.581, 2.700, -0.610, 20.0, 40.0), (-3.202, 0.346, 0.707, 20.0, 40.0), (-1.575, 1.242, -0.271, 20.0, 40.0), (-1.584, -0.493, 3.194, 20.0, 40.0), (-3.778, 0.150, 0.810, 20.0, 40.0), (-4.675, 1.749, -2.835, 20.0, 40.0), (3.567, -0.792, 6.367, 20.0, 40.0), (-0.417, 1.399, -0.006, 20.0, 40.0), (-4.672, 2.007, -3.349, 20.0, 40.0), (-1.034, 0.196, 2.090, 20.0, 40.0), (-3.796, 2.496, -3.890, 20.0, 40.0), (3.532, -0.497, 5.759, 20.0, 40.0), (4.868, -1.359, 8.151, 20.0, 40.0), (-0.769, 0.302, 2.011, 20.0, 40.0), (4.475, 2.612, 0.014, 20.0, 40.0), (-3.532, -0.395, 2.024, 20.0, 40.0), (0.322, 0.675, 1.812, 20.0, 40.0), (-2.028, -1.942, 5.870, 20.0, 40.0), (1.810, -1.244, 6.392, 20.0, 40.0), (-0.783, 1.242, 0.124, 20.0, 40.0), (-4.745, -1.300, 3.227, 20.0, 40.0), (1.902, 1.973, 0.005, 20.0, 40.0), (-3.453, -1.429, 4.132, 20.0, 40.0), (1.559, 0.986, 1.808, 20.0, 40.0), (0.128, 2.754, -2.443, 20.0, 40.0), (2.759, 1.727, 0.926, 20.0, 40.0), (-4.468, 1.690, -2.614, 20.0, 40.0), (-2.368, -1.922, 5.659, 20.0, 40.0), (-2.766, 2.128, -2.640, 20.0, 40.0), (0.967, -1.825, 7.133, 20.0, 40.0), (-2.854, 2.855, -4.136, 20.0, 40.0), (-2.944, 1.875, -2.222, 20.0, 40.0), (-2.632, -0.983, 3.649, 20.0, 40.0), (2.427, 2.239, -0.266, 20.0, 40.0), (-1.726, -0.838, 3.812, 20.0, 40.0), (0.007, -0.903, 4.809, 20.0, 40.0), (-2.013, 1.092, -0.191, 20.0, 40.0), (-0.449, 0.970, 0.836, 20.0, 40.0), (1.396, 0.411, 2.876, 20.0, 40.0), (-1.115, -1.790, 6.023, 20.0, 40.0), (3.748, 1.917, 1.039, 20.0, 40.0), (2.978, 1.043, 2.404, 20.0, 40.0), (-3.969, 2.514, -4.013, 20.0, 40.0), (4.455, -0.050, 5.328, 20.0, 40.0), (-3.065, -0.846, 3.160, 20.0, 40.0), (-1.069, 2.167, -1.869, 20.0, 40.0), (3.016, -1.393, 7.294, 20.0, 40.0), (0.045, -1.928, 6.879, 20.0, 40.0), (-2.555, -0.984, 3.690, 20.0, 40.0), (-1.995, -0.054, 2.111, 20.0, 40.0), (4.600, -0.509, 6.318, 20.0, 40.0), (-1.942, 1.215, -0.402, 20.0, 40.0), (1.262, 2.765, -1.899, 20.0, 40.0), (2.617, -1.106, 6.521, 20.0, 40.0), (1.737, 0.554, 2.761, 20.0, 40.0), (-2.197, 0.632, 0.638, 20.0, 40.0), (4.768, 2.618, 0.147, 20.0, 40.0), (-3.737, -0.939, 3.010, 20.0, 40.0), (-2.623, 0.595, 0.499, 20.0, 40.0), (4.752, -0.340, 6.057, 20.0, 40.0), (2.333, -1.037, 6.240, 20.0, 40.0), (4.234, -1.882, 8.881, 20.0, 40.0), (-3.393, -0.812, 2.927, 20.0, 40.0), (0.885, 1.383, 0.678, 20.0, 40.0), (0.123, 2.937, -2.812, 20.0, 40.0), (2.969, 0.760, 2.964, 20.0, 40.0), (-4.929, 1.251, -1.967, 20.0, 40.0), (1.916, 2.223, -0.488, 20.0, 40.0), (-0.020, -1.740, 6.469, 20.0, 40.0), (0.702, -1.272, 5.895, 20.0, 40.0), (2.496, 2.648, -1.048, 20.0, 40.0), (4.067, -1.475, 7.984, 20.0, 40.0), (-3.717, 1.851, -2.561, 20.0, 40.0), (1.678, -0.624, 5.088, 20.0, 40.0), (1.073, 0.695, 2.146, 20.0, 40.0), (1.842, -0.749, 5.419, 20.0, 40.0), (-3.518, 1.909, -2.578, 20.0, 40.0), (2.229, 1.189, 1.737, 20.0, 40.0), (4.987, 2.893, -0.292, 20.0, 40.0), (-4.809, 1.043, -1.490, 20.0, 40.0), (-0.241, -0.728, 4.334, 20.0, 40.0), (-3.331, 0.590, 0.156, 20.0, 40.0), (-0.455, 2.621, -2.470, 20.0, 40.0), (1.492, 1.223, 1.301, 20.0, 40.0), (3.948, 2.841, -0.709, 20.0, 40.0), (0.732, 0.446, 2.475, 20.0, 40.0), (2.400, 2.390, -0.579, 20.0, 40.0), (-2.718, 1.427, -1.213, 20.0, 40.0), (-1.826, 1.451, -0.815, 20.0, 40.0), (1.125, 0.438, 2.686, 20.0, 40.0), (-4.918, 1.880, -3.219, 20.0, 40.0), (3.068, -0.442, 5.418, 20.0, 40.0), (1.982, 1.201, 1.589, 20.0, 40.0), (0.701, -1.709, 6.768, 20.0, 40.0), (-1.496, 2.564, -2.877, 20.0, 40.0), (-3.812, 0.974, -0.853, 20.0, 40.0), (-3.405, 2.018, -2.739, 20.0, 40.0), (2.211, 2.889, -1.674, 20.0, 40.0), (-2.481, 2.931, -4.103, 20.0, 40.0), (-3.721, 2.765, -4.391, 20.0, 40.0), (-1.768, -1.292, 4.699, 20.0, 40.0), (-4.462, 1.058, -1.347, 20.0, 40.0), (-3.516, -1.942, 5.126, 20.0, 40.0), (0.485, 2.420, -1.597, 20.0, 40.0), (-0.492, 0.242, 2.270, 20.0, 40.0), (4.245, 1.689, 1.744, 20.0, 40.0), (2.234, 0.364, 3.389, 20.0, 40.0), (2.629, 2.224, -0.134, 20.0, 40.0), (-4.375, 1.221, -1.630, 20.0, 40.0), (-0.618, 1.374, -0.057, 20.0, 40.0), (-2.580, -1.604, 4.918, 20.0, 40.0), (0.159, 1.104, 0.871, 20.0, 40.0), (-3.597, 0.975, -0.749, 20.0, 40.0); + +DROP TABLE IF EXISTS test.model; +create table test.model engine = Memory as select LinearRegressionState(0.1, 5, 4.0)(target, param1, param2) as state from test.defaults; + + +with (select state from test.model) as model select evalMLMethod(model, predict1, predict2) from test.defaults; From 3fa972e6b676373acd397eb57823cbc482c88ef8 Mon Sep 17 00:00:00 2001 From: quid Date: Sun, 3 Mar 2019 11:46:36 +0300 Subject: [PATCH 021/709] changes in weights updater --- .../AggregateFunctionMLMethod.cpp | 8 +- .../AggregateFunctionMLMethod.h | 488 ++++++++++++------ .../queries/0_stateless/00950_ml_test.sql | 2 +- .../queries/0_stateless/00954_ml_test.sql | 2 +- .../queries/0_stateless/00955_ml_test.sql | 2 +- 5 files changed, 343 insertions(+), 159 deletions(-) diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp index 814f60f544c..4a8d7a43172 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp @@ -42,7 +42,6 @@ AggregateFunctionPtr createAggregateFunctionMLMethod( } - /// Gradient_Computer for LinearRegression has LinearRegression gradient computer if (std::is_same::value) { gc = std::make_shared(argument_types.size()); @@ -64,11 +63,12 @@ AggregateFunctionPtr createAggregateFunctionMLMethod( } else if (applyVisitor(FieldVisitorConvertToNumber(), parameters[2]) == Float64{3.0}) { wu = std::make_shared(); + } else if (applyVisitor(FieldVisitorConvertToNumber(), parameters[2]) == Float64{4.0}) { - wu = std::make_shared(); - } else - { + /// Adam should be here + wu = std::make_shared(); + } else { throw Exception("Such weights updater is not implemented yet", ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT); } } else diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h index d815313a67c..c295679fab4 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h @@ -29,52 +29,66 @@ namespace ErrorCodes extern const int BAD_ARGUMENTS; } +/** +IGradientComputer class computes gradient according to its loss function +and stores mini-batch +*/ class IGradientComputer { public: - IGradientComputer(UInt32 sz) - : batch_gradient(sz, 0) - {} + IGradientComputer(UInt32 sz) { std::ignore = sz;// : batch_gradient(sz, 0) { + } + virtual ~IGradientComputer() = default; - virtual void compute(const std::vector & weights, Float64 bias, Float64 learning_rate, - Float64 target, const IColumn ** columns, size_t row_num) = 0; + /// Adds to batch_gradient computed gradient in point (weigts, bias) using corresponding loss function + virtual void compute(std::vector * batch_gradient, const std::vector &weights, Float64 bias, + Float64 learning_rate, Float64 target, const IColumn **columns, size_t row_num) = 0; - void reset() - { - batch_gradient.assign(batch_gradient.size(), 0); - } +// void reset() +// { +// batch_gradient.assign(batch_gradient.size(), 0); +// } - void write(WriteBuffer & buf) const - { - writeBinary(batch_gradient, buf); - } +// void write(WriteBuffer &buf) const +// { +// writeBinary(batch_gradient, buf); +// } +// +// void read(ReadBuffer &buf) +// { +// readBinary(batch_gradient, buf); +// } - void read(ReadBuffer & buf) - { - readBinary(batch_gradient, buf); - } +// const std::vector &get() const +// { +// return batch_gradient; +// } - const std::vector & get() const - { - return batch_gradient; - } - virtual Float64 predict(const std::vector & predict_feature, const std::vector & weights, Float64 bias) const = 0; - virtual void predict_for_all(ColumnVector::Container & container, Block & block, const ColumnNumbers & arguments, const std::vector & weights, Float64 bias) const = 0; + virtual Float64 predict(const std::vector &predict_feature, + const std::vector &weights, + Float64 bias) const = 0; -protected: - std::vector batch_gradient; // gradient for bias lies in batch_gradient[batch_gradient.size() - 1] + /// Now we should use predict_for_all function instead of predict + virtual void predict_for_all(ColumnVector::Container &container, + Block &block, const ColumnNumbers &arguments, + const std::vector &weights, + Float64 bias) const = 0; + +//protected: +// std::vector batch_gradient; // gradient for bias lies in batch_gradient[batch_gradient.size() - 1] }; + class LinearRegression : public IGradientComputer { public: LinearRegression(UInt32 sz) - : IGradientComputer(sz) - {} + : IGradientComputer(sz) { + } - void compute(const std::vector & weights, Float64 bias, Float64 learning_rate, - Float64 target, const IColumn ** columns, size_t row_num) override + void compute(std::vector * batch_gradient, const std::vector &weights, Float64 bias, + Float64 learning_rate, Float64 target, const IColumn **columns, size_t row_num) override { Float64 derivative = (target - bias); for (size_t i = 0; i < weights.size(); ++i) @@ -83,20 +97,19 @@ public: } derivative *= (2 * learning_rate); - batch_gradient[weights.size()] += derivative; + (*batch_gradient)[weights.size()] += derivative; for (size_t i = 0; i < weights.size(); ++i) { - batch_gradient[i] += derivative * static_cast &>(*columns[i]).getData()[row_num];; + (*batch_gradient)[i] += + derivative * static_cast &>(*columns[i]).getData()[row_num]; } } - Float64 predict(const std::vector & predict_feature, const std::vector & weights, Float64 bias) const override + + Float64 predict(const std::vector &predict_feature, + const std::vector &weights, Float64 bias) const override { /// не обновляем веса при предикте, т.к. это может замедлить предсказание /// однако можно например обновлять их при каждом мердже не зависимо от того, сколько элементнов в батче -// if (cur_batch) -// { -// update_weights(); -// } Float64 res{0.0}; for (size_t i = 0; i < predict_feature.size(); ++i) @@ -107,7 +120,11 @@ public: return res; } - void predict_for_all(ColumnVector::Container & container, Block & block, const ColumnNumbers & arguments, const std::vector & weights, Float64 bias) const override + + void predict_for_all(ColumnVector::Container &container, + Block &block, + const ColumnNumbers &arguments, + const std::vector &weights, Float64 bias) const override { size_t rows_num = block.rows(); std::vector results(rows_num, bias); @@ -134,6 +151,7 @@ public: } }; + class LogisticRegression : public IGradientComputer { public: @@ -141,31 +159,32 @@ public: : IGradientComputer(sz) {} - void compute(const std::vector & weights, Float64 bias, Float64 learning_rate, - Float64 target, const IColumn ** columns, size_t row_num) override + void compute(std::vector * batch_gradient, const std::vector &weights, Float64 bias, + Float64 learning_rate, Float64 target, const IColumn **columns, size_t row_num) override { Float64 derivative = bias; for (size_t i = 0; i < weights.size(); ++i) { - derivative += weights[i] * static_cast &>(*columns[i]).getData()[row_num];; + derivative += weights[i] * static_cast &>(*columns[i]).getData()[row_num]; } derivative *= target; - derivative = exp(derivative); + derivative = exp(derivative); - batch_gradient[weights.size()] += learning_rate * target / (derivative + 1);; + (*batch_gradient)[weights.size()] += learning_rate * target / (derivative + 1);; for (size_t i = 0; i < weights.size(); ++i) { - batch_gradient[i] += learning_rate * target / (derivative + 1) * static_cast &>(*columns[i]).getData()[row_num]; + (*batch_gradient)[i] += + learning_rate * target * + static_cast &>(*columns[i]).getData()[row_num] + / (derivative + 1); } } - Float64 predict(const std::vector & predict_feature, const std::vector & weights, Float64 bias) const override + + Float64 predict(const std::vector &predict_feature, + const std::vector &weights, Float64 bias) const override { /// не обновляем веса при предикте, т.к. это может замедлить предсказание /// однако можно например обновлять их при каждом мердже не зависимо от того, сколько элементнов в батче -// if (cur_batch) -// { -// update_weights(); -// } Float64 res{0.0}; for (size_t i = 0; i < predict_feature.size(); ++i) @@ -176,7 +195,11 @@ public: res = 1 / (1 + exp(-res)); return res; } - void predict_for_all(ColumnVector::Container & container, Block & block, const ColumnNumbers & arguments, const std::vector & weights, Float64 bias) const override + + void predict_for_all(ColumnVector::Container & container, + Block & block, + const ColumnNumbers & arguments, + const std::vector & weights, Float64 bias) const override { size_t rows_num = block.rows(); std::vector results(rows_num, bias); @@ -186,7 +209,6 @@ public: ColumnPtr cur_col = block.getByPosition(arguments[i]).column; for (size_t row_num = 0; row_num != rows_num; ++row_num) { - const auto &element = (*cur_col)[row_num]; if (element.getType() != Field::Types::Float64) throw Exception("Prediction arguments must be values of type Float", @@ -197,124 +219,226 @@ public: } for (size_t row_num = 0; row_num != rows_num; ++row_num) { - results[row_num] = 1 / (1 + exp(-results[row_num])); - container.emplace_back(results[row_num]); + container.emplace_back(1 / (1 + exp(-results[row_num]))); } } }; + +/** +* IWeightsUpdater class defines the way to update current state +* and uses GradientComputer on each iteration +*/ class IWeightsUpdater { public: virtual ~IWeightsUpdater() = default; - virtual void update(UInt32 batch_size, std::vector & weights, Float64 & bias, const std::vector & gradient) = 0; - virtual void merge(const IWeightsUpdater &, Float64, Float64) {} - virtual std::vector get_update(UInt32 sz, UInt32) { - return std::vector(sz, 0.0); + virtual void add_to_batch(std::vector * batch_gradient, std::shared_ptr gc, + const std::vector & weights, Float64 bias, + Float64 learning_rate, Float64 target, const IColumn **columns, size_t row_num) + { + gc->compute(batch_gradient, weights, bias, learning_rate, target, columns, row_num); } + + virtual void update(UInt32 batch_size, + std::vector & weights, Float64 & bias, + const std::vector & gradient) = 0; + + virtual void merge(const IWeightsUpdater &, Float64, Float64) + {} + + virtual void write(WriteBuffer &) const + {} + + virtual void read(ReadBuffer &) + {} +// virtual std::vector get_update(UInt32 sz, UInt32) +// { +// return std::vector(sz, 0.0); +// } }; + class StochasticGradientDescent : public IWeightsUpdater { public: - void update(UInt32 batch_size, std::vector & weights, Float64 & bias, const std::vector & batch_gradient) override { + void update(UInt32 batch_size, + std::vector & weights, Float64 & bias, + const std::vector & batch_gradient) override + { /// batch_size is already checked to be greater than 0 - for (size_t i = 0; i < weights.size(); ++i) { weights[i] += batch_gradient[i] / batch_size; } bias += batch_gradient[weights.size()] / batch_size; + +// batch_gradient->assign(batch_gradient->size(), Float64{0.0}); } }; + class Momentum : public IWeightsUpdater { public: - Momentum() {} - Momentum (Float64 alpha) : alpha_(alpha) {} - void update(UInt32 batch_size, std::vector & weights, Float64 & bias, const std::vector & batch_gradient) override { - /// batch_size is already checked to be greater than 0 + Momentum() + {} - if (accumulated_gradient.size() == 0) + Momentum(Float64 alpha) : alpha_(alpha) + {} + + void update(UInt32 batch_size, + std::vector & weights, Float64 & bias, + const std::vector & batch_gradient) override + { + /// batch_size is already checked to be greater than 0 + if (accumulated_gradient.empty()) { accumulated_gradient.resize(batch_gradient.size(), Float64{0.0}); } + for (size_t i = 0; i < batch_gradient.size(); ++i) { - accumulated_gradient[i] = accumulated_gradient[i] * alpha_ + batch_gradient[i]; + accumulated_gradient[i] = accumulated_gradient[i] * alpha_ + batch_gradient[i] / batch_size; } for (size_t i = 0; i < weights.size(); ++i) { - weights[i] += accumulated_gradient[i] / batch_size; + weights[i] += accumulated_gradient[i]; } - bias += accumulated_gradient[weights.size()] / batch_size; + bias += accumulated_gradient[weights.size()]; } - virtual void merge(const IWeightsUpdater & rhs, Float64 frac, Float64 rhs_frac) override { - auto & momentum_rhs = static_cast(rhs); + + virtual void merge(const IWeightsUpdater & rhs, Float64 frac, Float64 rhs_frac) override + { + auto &momentum_rhs = static_cast(rhs); for (size_t i = 0; i < accumulated_gradient.size(); ++i) { - accumulated_gradient[i] = accumulated_gradient[i] * frac + momentum_rhs.accumulated_gradient[i] * rhs_frac; + accumulated_gradient[i] = accumulated_gradient[i] * frac + + momentum_rhs.accumulated_gradient[i] * rhs_frac; } } + void write(WriteBuffer &buf) const override + { + writeBinary(accumulated_gradient, buf); + } + + void read(ReadBuffer &buf) override + { + readBinary(accumulated_gradient, buf); + } + private: Float64 alpha_{0.1}; std::vector accumulated_gradient; }; + + class Nesterov : public IWeightsUpdater { public: - Nesterov() {} - Nesterov (Float64 alpha) : alpha_(alpha) {} - void update(UInt32 batch_size, std::vector & weights, Float64 & bias, const std::vector & batch_gradient) override { - if (accumulated_gradient.size() == 0) + Nesterov() + {} + + Nesterov(Float64 alpha) : alpha_(alpha) + {} + + void add_to_batch(std::vector * batch_gradient, std::shared_ptr gc, + const std::vector & weights, Float64 bias, + Float64 learning_rate, Float64 target, const IColumn ** columns, size_t row_num) override + { + if (accumulated_gradient.empty()) + { + accumulated_gradient.resize(batch_gradient->size(), Float64{0.0}); + } + + std::vector shifted_weights(weights.size()); + for (size_t i = 0; i != shifted_weights.size(); ++i) + { + shifted_weights[i] = weights[i] + accumulated_gradient[i] * alpha_; + } + auto shifted_bias = bias + accumulated_gradient[weights.size()] * alpha_; + + gc->compute(batch_gradient, shifted_weights, shifted_bias, learning_rate, target, columns, row_num); + } + + void update(UInt32 batch_size, + std::vector & weights, Float64 & bias, + const std::vector & batch_gradient) override + { + if (accumulated_gradient.empty()) { accumulated_gradient.resize(batch_gradient.size(), Float64{0.0}); } + for (size_t i = 0; i < batch_gradient.size(); ++i) { - accumulated_gradient[i] = accumulated_gradient[i] * alpha_ + batch_gradient[i]; + accumulated_gradient[i] = accumulated_gradient[i] * alpha_ + batch_gradient[i] / batch_size; } for (size_t i = 0; i < weights.size(); ++i) { - weights[i] += accumulated_gradient[i] / batch_size; + weights[i] += accumulated_gradient[i]; } - bias += accumulated_gradient[weights.size()] / batch_size; - std::cout<<"BIAS " << bias<<'\n'; + bias += accumulated_gradient[weights.size()]; } - virtual void merge(const IWeightsUpdater & rhs, Float64 frac, Float64 rhs_frac) override { + + virtual void merge(const IWeightsUpdater & rhs, Float64 frac, Float64 rhs_frac) override + { auto & nesterov_rhs = static_cast(rhs); for (size_t i = 0; i < accumulated_gradient.size(); ++i) { - accumulated_gradient[i] = accumulated_gradient[i] * frac + nesterov_rhs.accumulated_gradient[i] * rhs_frac; + accumulated_gradient[i] = + accumulated_gradient[i] * frac + nesterov_rhs.accumulated_gradient[i] * rhs_frac; } } - virtual std::vector get_update(UInt32 sz, UInt32 batch_size) override { - if (accumulated_gradient.size() == 0) - { - accumulated_gradient.resize(sz, Float64{0.0}); - return accumulated_gradient; - } - std::vector delta(accumulated_gradient.size()); - // std::cout<<"\n\nHK\n\n"; - for (size_t i = 0; i < delta.size(); ++i) - { - delta[i] = accumulated_gradient[i] * alpha_ / batch_size; - } - return delta; - } -Float64 alpha_{0.1}; -std::vector accumulated_gradient; + void write(WriteBuffer &buf) const override + { + writeBinary(accumulated_gradient, buf); + } + + void read(ReadBuffer &buf) override + { + readBinary(accumulated_gradient, buf); + } +// virtual std::vector get_update(UInt32 sz, UInt32 batch_size) override +// { +// if (accumulated_gradient.size() == 0) +// { +// accumulated_gradient.resize(sz, Float64{0.0}); +// return accumulated_gradient; +// } +// std::vector delta(accumulated_gradient.size()); +// // std::cout<<"\n\nHK\n\n"; +// for (size_t i = 0; i < delta.size(); ++i) +// { +// delta[i] = accumulated_gradient[i] * alpha_ / batch_size; +// } +// return delta; +// } + +private: + Float64 alpha_{0.1}; + std::vector accumulated_gradient; }; + + +// TODO: проверить после изменения логики моментума +/* class Adam : public IWeightsUpdater { public: - Adam() {} - Adam (Float64 betta1, Float64 betta2) : betta1_(betta1), betta2_(betta2), betta1t_(betta1), betta2t_(betta2) {} - void update(UInt32 cur_batch, std::vector & weights, Float64 & bias, const std::vector & batch_gradient) override { + Adam() + {} + + Adam(Float64 betta1, Float64 betta2) : betta1_(betta1), betta2_(betta2), betta1t_(betta1), betta2t_(betta2) + {} + + void update(UInt32 cur_batch, + std::vector & weights, Float64 & bias, + std::vector * batch_gradient) override + { if (mt_.size() == 0) { mt_.resize(batch_gradient.size(), Float64{0.0}); @@ -325,11 +449,13 @@ public: { mt_[i] = mt_[i] * betta1_ + (1 - betta1_) * batch_gradient[i]; vt_[i] = vt_[i] * betta2_ + (1 - betta2_) * batch_gradient[i] * batch_gradient[i]; - if (t < 8) { + if (t < 8) + { mt_[i] = mt_[i] / (1 - betta1t_); betta1t_ *= betta1_; } - if (t < 850) { + if (t < 850) + { vt_[i] = vt_[i] / (1 - betta2t_); betta2t_ *= betta2_; } @@ -341,23 +467,33 @@ public: bias += (mt_[weights.size()] / (sqrt(vt_[weights.size()] + eps))) / cur_batch; t += 1; } - virtual void merge(const IWeightsUpdater & rhs, Float64 frac, Float64 rhs_frac) override { - auto & adam_rhs = static_cast(rhs); + + virtual void merge(const IWeightsUpdater &rhs, Float64 frac, Float64 rhs_frac) override + { + auto &adam_rhs = static_cast(rhs); for (size_t i = 0; i < mt_.size(); ++i) { mt_[i] = mt_[i] * frac + adam_rhs.mt_[i] * rhs_frac; vt_[i] = vt_[i] * frac + adam_rhs.vt_[i] * rhs_frac; } } -Float64 betta1_{0.2}; -Float64 betta2_{0.3}; -Float64 betta1t_{0.3}; -Float64 betta2t_{0.3}; -UInt32 t = 0; -std::vector mt_; -std::vector vt_; -}; +private: + Float64 betta1_{0.2}; + Float64 betta2_{0.3}; + Float64 betta1t_{0.3}; + Float64 betta2t_{0.3}; + UInt32 t = 0; + std::vector mt_; + std::vector vt_; +}; + */ + + +/** +* LinearModelData is a class which manages current state of learning +* and is stored as AggregateFunctionState +*/ class LinearModelData { public: @@ -365,33 +501,53 @@ public: {} LinearModelData(Float64 learning_rate, - UInt32 param_num, - UInt32 batch_capacity, - std::shared_ptr gc, - std::shared_ptr wu) - : learning_rate(learning_rate), - batch_capacity(batch_capacity), - gradient_computer(std::move(gc)), - weights_updater(std::move(wu)) + UInt32 param_num, + UInt32 batch_capacity, + std::shared_ptr gc, + std::shared_ptr wu) + : learning_rate(learning_rate), + batch_capacity(batch_capacity), + batch_size(0), + gradient_computer(std::move(gc)), + weights_updater(std::move(wu)) { weights.resize(param_num, Float64{0.0}); - batch_size = 0; + gradient_batch.resize(param_num + 1, Float64{0.0}); } - void add(const IColumn ** columns, size_t row_num) + void add(const IColumn **columns, size_t row_num) { /// first column stores target; features start from (columns + 1) - const auto & target = static_cast &>(*columns[0]).getData()[row_num]; - - auto delta = weights_updater->get_update(weights.size() + 1, batch_capacity); - Float64 delta_bias = bias + delta[weights.size()]; - delta.resize(weights.size()); - for (size_t i = 0; i < weights.size(); ++i) { - delta[i] += weights[i]; - } - - gradient_computer->compute(delta, delta_bias, learning_rate, target, columns + 1, row_num); - // gradient_computer->compute(weights, bias, learning_rate, target, columns + 1, row_num); + const auto &target = static_cast &>(*columns[0]).getData()[row_num]; + +// auto delta = weights_updater->get_update(weights.size() + 1, batch_capacity); +// Float64 delta_bias = bias + delta[weights.size()]; +// delta.resize(weights.size()); +// for (size_t i = 0; i < weights.size(); ++i) +// { +// delta[i] += weights[i]; +// } + +// gradient_computer->compute(delta, delta_bias, learning_rate, target, columns + 1, row_num); +// gradient_computer->compute(weights, bias, learning_rate, target, columns + 1, row_num); + std::cout << "\nBATCH BEFORE\n"; + for (auto i : gradient_batch) + std::cout << i << " "; + std::cout << "\nhello\n"; + + + weights_updater->add_to_batch(&gradient_batch, gradient_computer, + weights, bias, learning_rate, target, columns, row_num); + + + std::cout << "BATCH AFTER\n"; + for (auto i : gradient_batch) + std::cout << i << " "; + std::cout << "\nhello\n\n"; + + if (iter_num == 10) + exit(1); + ++batch_size; if (batch_size == batch_capacity) { @@ -399,7 +555,7 @@ public: } } - void merge(const LinearModelData & rhs) + void merge(const LinearModelData &rhs) { if (iter_num == 0 && rhs.iter_num == 0) return; @@ -421,63 +577,90 @@ public: weights_updater->merge(*rhs.weights_updater, frac, rhs_frac); } - void write(WriteBuffer & buf) const + void write(WriteBuffer &buf) const { writeBinary(bias, buf); writeBinary(weights, buf); writeBinary(iter_num, buf); + writeBinary(gradient_batch, buf); writeBinary(batch_size, buf); - gradient_computer->write(buf); + weights_updater->write(buf); +// gradient_computer->write(buf); } - void read(ReadBuffer & buf) + void read(ReadBuffer &buf) { readBinary(bias, buf); readBinary(weights, buf); readBinary(iter_num, buf); + readBinary(gradient_batch, buf); readBinary(batch_size, buf); - gradient_computer->read(buf); + weights_updater->read(buf); +// gradient_computer->read(buf); } - Float64 predict(const std::vector & predict_feature) const + Float64 predict(const std::vector &predict_feature) const { /// не обновляем веса при предикте, т.к. это может замедлить предсказание - /// однако можно например обновлять их при каждом мердже не зависимо от того, сколько элементнов в батче + /// однако можно например обновлять их при каждом мердже независимо от того, сколько элементнов в батче // if (cur_batch) // { // update_weights(); // } + std::cout << "\n\nWEIGHTS: "; + for (size_t i = 0; i != weights.size(); ++i) { + std::cout << weights[i] << " "; + } + std::cout << "\n\n"; + return gradient_computer->predict(predict_feature, weights, bias); } - void predict_for_all(ColumnVector::Container & container, Block & block, const ColumnNumbers & arguments) const + + void predict_for_all(ColumnVector::Container &container, Block &block, const ColumnNumbers &arguments) const { + std::cout << "\n\nWEIGHTS: "; + for (size_t i = 0; i != weights.size(); ++i) { + std::cout << weights[i] << " "; + } + std::cout << "\n\n"; + gradient_computer->predict_for_all(container, block, arguments, weights, bias); } private: std::vector weights; + Float64 bias{0.0}; + Float64 learning_rate; UInt32 batch_capacity; - Float64 bias{0.0}; + UInt32 iter_num = 0; + std::vector gradient_batch; UInt32 batch_size; + std::shared_ptr gradient_computer; std::shared_ptr weights_updater; + /** + * The function is called when we want to flush current batch and make a step with it + */ void update_state() { if (batch_size == 0) return; - weights_updater->update(batch_size, weights, bias, gradient_computer->get()); +// weights_updater->update(batch_size, weights, bias, gradient_batch); + + // /// use pointer to gradient_batch, because some methods (e.g. simple stochastic descent) require to reset it + weights_updater->update(batch_size, weights, bias, gradient_batch); batch_size = 0; ++iter_num; - gradient_computer->reset(); - //TODO ask: для нестерова и адама не очень. Нужно добавить другую функцию + gradient_batch.assign(gradient_batch.size(), Float64{0.0}); } }; + template < /// Implemented Machine Learning method typename Data, @@ -490,19 +673,19 @@ public: String getName() const override { return Name::name; } explicit AggregateFunctionMLMethod(UInt32 param_num, - std::shared_ptr gradient_computer, - std::shared_ptr weights_updater, - Float64 learning_rate, - UInt32 batch_size, - const DataTypes & argument_types, - const Array & params) + std::shared_ptr gradient_computer, + std::shared_ptr weights_updater, + Float64 learning_rate, + UInt32 batch_size, + const DataTypes & argument_types, + const Array & params) : IAggregateFunctionDataHelper>(argument_types, params), param_num(param_num), learning_rate(learning_rate), batch_size(batch_size), gc(std::move(gradient_computer)), - wu(std::move(weights_updater)) - {} + wu(std::move(weights_updater)) { + } DataTypePtr getReturnType() const override { @@ -538,7 +721,8 @@ public: void predictResultInto(ConstAggregateDataPtr place, IColumn & to, Block & block, const ColumnNumbers & arguments) const { if (arguments.size() != param_num + 1) - throw Exception("Predict got incorrect number of arguments. Got: " + std::to_string(arguments.size()) + ". Required: " + std::to_string(param_num + 1), + throw Exception("Predict got incorrect number of arguments. Got: " + + std::to_string(arguments.size()) + ". Required: " + std::to_string(param_num + 1), ErrorCodes::NUMBER_OF_ARGUMENTS_DOESNT_MATCH); auto &column = dynamic_cast &>(to); diff --git a/dbms/tests/queries/0_stateless/00950_ml_test.sql b/dbms/tests/queries/0_stateless/00950_ml_test.sql index 0a009c29d29..46f64a1f1dd 100644 --- a/dbms/tests/queries/0_stateless/00950_ml_test.sql +++ b/dbms/tests/queries/0_stateless/00950_ml_test.sql @@ -11,7 +11,7 @@ CREATE TABLE IF NOT EXISTS test.defaults insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 40.0), (0.121, -0.615, 4.290, 20.0, 40.0), (-1.099, 2.755, -3.060, 20.0, 40.0), (1.090, 2.945, -2.346, 20.0, 40.0), (0.305, 2.179, -1.205, 20.0, 40.0), (-0.925, 0.702, 1.134, 20.0, 40.0), (3.178, -1.316, 7.221, 20.0, 40.0), (-2.756, -0.473, 2.569, 20.0, 40.0), (3.665, 2.303, 0.226, 20.0, 40.0), (1.662, 1.951, -0.070, 20.0, 40.0), (2.869, 0.593, 3.249, 20.0, 40.0), (0.818, -0.593, 4.594, 20.0, 40.0), (-1.917, 0.916, 0.209, 20.0, 40.0), (2.706, 1.523, 1.307, 20.0, 40.0), (0.219, 2.162, -1.214, 20.0, 40.0), (-4.510, 1.376, -2.007, 20.0, 40.0), (4.284, -0.515, 6.173, 20.0, 40.0), (-1.101, 2.810, -3.170, 20.0, 40.0), (-1.810, -1.117, 4.329, 20.0, 40.0), (0.055, 1.115, 0.797, 20.0, 40.0), (-2.178, 2.904, -3.898, 20.0, 40.0), (-3.494, -1.814, 4.882, 20.0, 40.0), (3.027, 0.476, 3.562, 20.0, 40.0), (-1.434, 1.151, -0.018, 20.0, 40.0), (1.180, 0.992, 1.606, 20.0, 40.0), (0.015, 0.971, 1.067, 20.0, 40.0), (-0.511, -0.875, 4.495, 20.0, 40.0), (0.961, 2.348, -1.216, 20.0, 40.0), (-2.279, 0.038, 1.785, 20.0, 40.0), (-1.568, -0.248, 2.712, 20.0, 40.0), (-0.496, 0.366, 2.020, 20.0, 40.0), (1.177, -1.401, 6.390, 20.0, 40.0), (2.882, -1.442, 7.325, 20.0, 40.0), (-1.066, 1.817, -1.167, 20.0, 40.0), (-2.144, 2.791, -3.655, 20.0, 40.0), (-4.370, 2.228, -3.642, 20.0, 40.0), (3.996, 2.775, -0.553, 20.0, 40.0), (0.289, 2.055, -0.965, 20.0, 40.0), (-0.588, -1.601, 5.908, 20.0, 40.0), (-1.801, 0.417, 1.265, 20.0, 40.0), (4.375, -1.499, 8.186, 20.0, 40.0), (-2.618, 0.038, 1.615, 20.0, 40.0), (3.616, -0.833, 6.475, 20.0, 40.0), (-4.045, -1.558, 4.094, 20.0, 40.0), (-3.962, 0.636, -0.253, 20.0, 40.0), (3.505, 2.625, -0.497, 20.0, 40.0), (3.029, -0.523, 5.560, 20.0, 40.0), (-3.520, -0.474, 2.188, 20.0, 40.0), (2.430, -1.469, 7.154, 20.0, 40.0), (1.547, -1.654, 7.082, 20.0, 40.0), (-1.370, 0.575, 1.165, 20.0, 40.0), (-1.869, -1.555, 5.176, 20.0, 40.0), (3.536, 2.841, -0.913, 20.0, 40.0), (-3.810, 1.220, -1.344, 20.0, 40.0), (-1.971, 1.462, -0.910, 20.0, 40.0), (-0.243, 0.167, 2.545, 20.0, 40.0), (-1.403, 2.645, -2.991, 20.0, 40.0), (0.532, -0.114, 3.494, 20.0, 40.0), (-1.678, 0.975, 0.212, 20.0, 40.0), (-0.656, 2.140, -1.609, 20.0, 40.0), (1.743, 2.631, -1.390, 20.0, 40.0), (2.586, 2.943, -1.593, 20.0, 40.0), (-0.512, 2.969, -3.195, 20.0, 40.0), (2.283, -0.100, 4.342, 20.0, 40.0), (-4.293, 0.872, -0.890, 20.0, 40.0), (3.411, 1.300, 2.106, 20.0, 40.0), (-0.281, 2.951, -3.042, 20.0, 40.0), (-4.442, 0.384, 0.012, 20.0, 40.0), (1.194, 1.746, 0.104, 20.0, 40.0), (-1.152, 1.862, -1.300, 20.0, 40.0), (1.362, -1.341, 6.363, 20.0, 40.0), (-4.488, 2.618, -4.481, 20.0, 40.0), (3.419, -0.564, 5.837, 20.0, 40.0), (-3.392, 0.396, 0.512, 20.0, 40.0), (-1.629, -0.909, 4.003, 20.0, 40.0), (4.447, -1.088, 7.399, 20.0, 40.0), (-1.232, 1.699, -1.014, 20.0, 40.0), (-1.286, -0.609, 3.575, 20.0, 40.0), (2.437, 2.796, -1.374, 20.0, 40.0), (-4.864, 1.989, -3.410, 20.0, 40.0), (-1.716, -1.399, 4.940, 20.0, 40.0), (-3.084, 1.858, -2.259, 20.0, 40.0), (2.828, -0.319, 5.053, 20.0, 40.0), (-1.226, 2.586, -2.786, 20.0, 40.0), (2.456, 0.092, 4.044, 20.0, 40.0), (-0.989, 2.375, -2.245, 20.0, 40.0), (3.268, 0.935, 2.765, 20.0, 40.0), (-4.128, -1.995, 4.927, 20.0, 40.0), (-1.083, 2.197, -1.935, 20.0, 40.0), (-3.471, -1.198, 3.660, 20.0, 40.0), (4.617, -1.136, 7.579, 20.0, 40.0), (2.054, -1.675, 7.378, 20.0, 40.0), (4.106, 2.326, 0.402, 20.0, 40.0), (1.558, 0.310, 3.158, 20.0, 40.0), (0.792, 0.900, 1.596, 20.0, 40.0), (-3.229, 0.300, 0.785, 20.0, 40.0), (3.787, -0.793, 6.479, 20.0, 40.0), (1.786, 2.288, -0.684, 20.0, 40.0), (2.643, 0.223, 3.875, 20.0, 40.0), (-3.592, 2.122, -3.040, 20.0, 40.0), (4.519, -1.760, 8.779, 20.0, 40.0), (3.221, 2.255, 0.101, 20.0, 40.0), (4.151, 1.788, 1.500, 20.0, 40.0), (-1.033, -1.195, 4.874, 20.0, 40.0), (-1.636, -1.037, 4.257, 20.0, 40.0), (-3.548, 1.911, -2.596, 20.0, 40.0), (4.829, -0.293, 6.001, 20.0, 40.0), (-4.684, -1.664, 3.986, 20.0, 40.0), (4.531, -0.503, 6.271, 20.0, 40.0), (-3.503, -1.606, 4.460, 20.0, 40.0), (-2.036, -1.522, 5.027, 20.0, 40.0), (-0.473, -0.617, 3.997, 20.0, 40.0), (-1.554, -1.630, 5.483, 20.0, 40.0), (-3.567, -1.043, 3.302, 20.0, 40.0), (-2.038, 0.579, 0.823, 20.0, 40.0), (-3.040, 0.857, -0.233, 20.0, 40.0), (4.610, 0.562, 4.181, 20.0, 40.0), (-3.323, -1.938, 5.215, 20.0, 40.0), (4.314, 1.720, 1.717, 20.0, 40.0), (-1.220, 0.615, 1.161, 20.0, 40.0), (-2.556, 1.120, -0.519, 20.0, 40.0), (-3.717, -0.108, 1.358, 20.0, 40.0), (4.689, -1.826, 8.996, 20.0, 40.0), (3.452, 0.506, 3.713, 20.0, 40.0), (2.472, 0.612, 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-1.300, 3.227, 20.0, 40.0), (1.902, 1.973, 0.005, 20.0, 40.0), (-3.453, -1.429, 4.132, 20.0, 40.0), (1.559, 0.986, 1.808, 20.0, 40.0), (0.128, 2.754, -2.443, 20.0, 40.0), (2.759, 1.727, 0.926, 20.0, 40.0), (-4.468, 1.690, -2.614, 20.0, 40.0), (-2.368, -1.922, 5.659, 20.0, 40.0), (-2.766, 2.128, -2.640, 20.0, 40.0), (0.967, -1.825, 7.133, 20.0, 40.0), (-2.854, 2.855, -4.136, 20.0, 40.0), (-2.944, 1.875, -2.222, 20.0, 40.0), (-2.632, -0.983, 3.649, 20.0, 40.0), (2.427, 2.239, -0.266, 20.0, 40.0), (-1.726, -0.838, 3.812, 20.0, 40.0), (0.007, -0.903, 4.809, 20.0, 40.0), (-2.013, 1.092, -0.191, 20.0, 40.0), (-0.449, 0.970, 0.836, 20.0, 40.0), (1.396, 0.411, 2.876, 20.0, 40.0), (-1.115, -1.790, 6.023, 20.0, 40.0), (3.748, 1.917, 1.039, 20.0, 40.0), (2.978, 1.043, 2.404, 20.0, 40.0), (-3.969, 2.514, -4.013, 20.0, 40.0), (4.455, -0.050, 5.328, 20.0, 40.0), (-3.065, -0.846, 3.160, 20.0, 40.0), (-1.069, 2.167, -1.869, 20.0, 40.0), (3.016, -1.393, 7.294, 20.0, 40.0), (0.045, -1.928, 6.879, 20.0, 40.0), (-2.555, -0.984, 3.690, 20.0, 40.0), (-1.995, -0.054, 2.111, 20.0, 40.0), (4.600, -0.509, 6.318, 20.0, 40.0), (-1.942, 1.215, -0.402, 20.0, 40.0), (1.262, 2.765, -1.899, 20.0, 40.0), (2.617, -1.106, 6.521, 20.0, 40.0), (1.737, 0.554, 2.761, 20.0, 40.0), (-2.197, 0.632, 0.638, 20.0, 40.0), (4.768, 2.618, 0.147, 20.0, 40.0), (-3.737, -0.939, 3.010, 20.0, 40.0), (-2.623, 0.595, 0.499, 20.0, 40.0), (4.752, -0.340, 6.057, 20.0, 40.0), (2.333, -1.037, 6.240, 20.0, 40.0), (4.234, -1.882, 8.881, 20.0, 40.0), (-3.393, -0.812, 2.927, 20.0, 40.0), (0.885, 1.383, 0.678, 20.0, 40.0), (0.123, 2.937, -2.812, 20.0, 40.0), (2.969, 0.760, 2.964, 20.0, 40.0), (-4.929, 1.251, -1.967, 20.0, 40.0), (1.916, 2.223, -0.488, 20.0, 40.0), (-0.020, -1.740, 6.469, 20.0, 40.0), (0.702, -1.272, 5.895, 20.0, 40.0), (2.496, 2.648, -1.048, 20.0, 40.0), (4.067, -1.475, 7.984, 20.0, 40.0), (-3.717, 1.851, -2.561, 20.0, 40.0), (1.678, -0.624, 5.088, 20.0, 40.0), (1.073, 0.695, 2.146, 20.0, 40.0), (1.842, -0.749, 5.419, 20.0, 40.0), (-3.518, 1.909, -2.578, 20.0, 40.0), (2.229, 1.189, 1.737, 20.0, 40.0), (4.987, 2.893, -0.292, 20.0, 40.0), (-4.809, 1.043, -1.490, 20.0, 40.0), (-0.241, -0.728, 4.334, 20.0, 40.0), (-3.331, 0.590, 0.156, 20.0, 40.0), (-0.455, 2.621, -2.470, 20.0, 40.0), (1.492, 1.223, 1.301, 20.0, 40.0), (3.948, 2.841, -0.709, 20.0, 40.0), (0.732, 0.446, 2.475, 20.0, 40.0), (2.400, 2.390, -0.579, 20.0, 40.0), (-2.718, 1.427, -1.213, 20.0, 40.0), (-1.826, 1.451, -0.815, 20.0, 40.0), (1.125, 0.438, 2.686, 20.0, 40.0), (-4.918, 1.880, -3.219, 20.0, 40.0), (3.068, -0.442, 5.418, 20.0, 40.0), (1.982, 1.201, 1.589, 20.0, 40.0), (0.701, -1.709, 6.768, 20.0, 40.0), (-1.496, 2.564, -2.877, 20.0, 40.0), (-3.812, 0.974, -0.853, 20.0, 40.0), (-3.405, 2.018, -2.739, 20.0, 40.0), (2.211, 2.889, -1.674, 20.0, 40.0), (-2.481, 2.931, -4.103, 20.0, 40.0), (-3.721, 2.765, -4.391, 20.0, 40.0), (-1.768, -1.292, 4.699, 20.0, 40.0), (-4.462, 1.058, -1.347, 20.0, 40.0), (-3.516, -1.942, 5.126, 20.0, 40.0), (0.485, 2.420, -1.597, 20.0, 40.0), (-0.492, 0.242, 2.270, 20.0, 40.0), (4.245, 1.689, 1.744, 20.0, 40.0), (2.234, 0.364, 3.389, 20.0, 40.0), (2.629, 2.224, -0.134, 20.0, 40.0), (-4.375, 1.221, -1.630, 20.0, 40.0), (-0.618, 1.374, -0.057, 20.0, 40.0), (-2.580, -1.604, 4.918, 20.0, 40.0), (0.159, 1.104, 0.871, 20.0, 40.0), (-3.597, 0.975, -0.749, 20.0, 40.0); DROP TABLE IF EXISTS test.model; -create table test.model engine = Memory as select LinearRegressionState(0.1, 5, 2.0)(target, param1, param2) as state from test.defaults; +create table test.model engine = Memory as select LinearRegressionState(0.01, 5, 1.0)(target, param1, param2) as state from test.defaults; with (select state from test.model) as model select evalMLMethod(model, predict1, predict2) from test.defaults; diff --git a/dbms/tests/queries/0_stateless/00954_ml_test.sql b/dbms/tests/queries/0_stateless/00954_ml_test.sql index b1bce54036f..2df84c00d3f 100644 --- a/dbms/tests/queries/0_stateless/00954_ml_test.sql +++ b/dbms/tests/queries/0_stateless/00954_ml_test.sql @@ -11,7 +11,7 @@ CREATE TABLE IF NOT EXISTS test.defaults insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 40.0), (0.121, -0.615, 4.290, 20.0, 40.0), (-1.099, 2.755, -3.060, 20.0, 40.0), (1.090, 2.945, -2.346, 20.0, 40.0), (0.305, 2.179, -1.205, 20.0, 40.0), (-0.925, 0.702, 1.134, 20.0, 40.0), (3.178, -1.316, 7.221, 20.0, 40.0), (-2.756, -0.473, 2.569, 20.0, 40.0), (3.665, 2.303, 0.226, 20.0, 40.0), (1.662, 1.951, -0.070, 20.0, 40.0), (2.869, 0.593, 3.249, 20.0, 40.0), (0.818, -0.593, 4.594, 20.0, 40.0), (-1.917, 0.916, 0.209, 20.0, 40.0), (2.706, 1.523, 1.307, 20.0, 40.0), (0.219, 2.162, -1.214, 20.0, 40.0), (-4.510, 1.376, -2.007, 20.0, 40.0), (4.284, -0.515, 6.173, 20.0, 40.0), (-1.101, 2.810, -3.170, 20.0, 40.0), (-1.810, -1.117, 4.329, 20.0, 40.0), (0.055, 1.115, 0.797, 20.0, 40.0), (-2.178, 2.904, -3.898, 20.0, 40.0), (-3.494, -1.814, 4.882, 20.0, 40.0), (3.027, 0.476, 3.562, 20.0, 40.0), (-1.434, 1.151, -0.018, 20.0, 40.0), (1.180, 0.992, 1.606, 20.0, 40.0), (0.015, 0.971, 1.067, 20.0, 40.0), (-0.511, -0.875, 4.495, 20.0, 40.0), (0.961, 2.348, -1.216, 20.0, 40.0), (-2.279, 0.038, 1.785, 20.0, 40.0), (-1.568, -0.248, 2.712, 20.0, 40.0), (-0.496, 0.366, 2.020, 20.0, 40.0), (1.177, -1.401, 6.390, 20.0, 40.0), (2.882, -1.442, 7.325, 20.0, 40.0), (-1.066, 1.817, -1.167, 20.0, 40.0), (-2.144, 2.791, -3.655, 20.0, 40.0), (-4.370, 2.228, -3.642, 20.0, 40.0), (3.996, 2.775, -0.553, 20.0, 40.0), (0.289, 2.055, -0.965, 20.0, 40.0), (-0.588, -1.601, 5.908, 20.0, 40.0), (-1.801, 0.417, 1.265, 20.0, 40.0), (4.375, -1.499, 8.186, 20.0, 40.0), (-2.618, 0.038, 1.615, 20.0, 40.0), (3.616, -0.833, 6.475, 20.0, 40.0), (-4.045, -1.558, 4.094, 20.0, 40.0), (-3.962, 0.636, -0.253, 20.0, 40.0), (3.505, 2.625, -0.497, 20.0, 40.0), (3.029, -0.523, 5.560, 20.0, 40.0), (-3.520, -0.474, 2.188, 20.0, 40.0), (2.430, -1.469, 7.154, 20.0, 40.0), (1.547, -1.654, 7.082, 20.0, 40.0), (-1.370, 0.575, 1.165, 20.0, 40.0), (-1.869, -1.555, 5.176, 20.0, 40.0), (3.536, 2.841, -0.913, 20.0, 40.0), (-3.810, 1.220, -1.344, 20.0, 40.0), (-1.971, 1.462, -0.910, 20.0, 40.0), (-0.243, 0.167, 2.545, 20.0, 40.0), (-1.403, 2.645, -2.991, 20.0, 40.0), (0.532, -0.114, 3.494, 20.0, 40.0), (-1.678, 0.975, 0.212, 20.0, 40.0), (-0.656, 2.140, -1.609, 20.0, 40.0), (1.743, 2.631, -1.390, 20.0, 40.0), (2.586, 2.943, -1.593, 20.0, 40.0), (-0.512, 2.969, -3.195, 20.0, 40.0), (2.283, -0.100, 4.342, 20.0, 40.0), (-4.293, 0.872, -0.890, 20.0, 40.0), (3.411, 1.300, 2.106, 20.0, 40.0), (-0.281, 2.951, -3.042, 20.0, 40.0), (-4.442, 0.384, 0.012, 20.0, 40.0), (1.194, 1.746, 0.104, 20.0, 40.0), (-1.152, 1.862, -1.300, 20.0, 40.0), (1.362, -1.341, 6.363, 20.0, 40.0), (-4.488, 2.618, -4.481, 20.0, 40.0), (3.419, -0.564, 5.837, 20.0, 40.0), (-3.392, 0.396, 0.512, 20.0, 40.0), (-1.629, -0.909, 4.003, 20.0, 40.0), (4.447, -1.088, 7.399, 20.0, 40.0), (-1.232, 1.699, -1.014, 20.0, 40.0), (-1.286, -0.609, 3.575, 20.0, 40.0), (2.437, 2.796, -1.374, 20.0, 40.0), (-4.864, 1.989, -3.410, 20.0, 40.0), (-1.716, -1.399, 4.940, 20.0, 40.0), (-3.084, 1.858, -2.259, 20.0, 40.0), (2.828, -0.319, 5.053, 20.0, 40.0), (-1.226, 2.586, -2.786, 20.0, 40.0), (2.456, 0.092, 4.044, 20.0, 40.0), (-0.989, 2.375, -2.245, 20.0, 40.0), (3.268, 0.935, 2.765, 20.0, 40.0), (-4.128, -1.995, 4.927, 20.0, 40.0), (-1.083, 2.197, -1.935, 20.0, 40.0), (-3.471, -1.198, 3.660, 20.0, 40.0), (4.617, -1.136, 7.579, 20.0, 40.0), (2.054, -1.675, 7.378, 20.0, 40.0), (4.106, 2.326, 0.402, 20.0, 40.0), (1.558, 0.310, 3.158, 20.0, 40.0), (0.792, 0.900, 1.596, 20.0, 40.0), (-3.229, 0.300, 0.785, 20.0, 40.0), (3.787, -0.793, 6.479, 20.0, 40.0), (1.786, 2.288, -0.684, 20.0, 40.0), (2.643, 0.223, 3.875, 20.0, 40.0), (-3.592, 2.122, -3.040, 20.0, 40.0), (4.519, -1.760, 8.779, 20.0, 40.0), (3.221, 2.255, 0.101, 20.0, 40.0), (4.151, 1.788, 1.500, 20.0, 40.0), (-1.033, -1.195, 4.874, 20.0, 40.0), (-1.636, -1.037, 4.257, 20.0, 40.0), (-3.548, 1.911, -2.596, 20.0, 40.0), (4.829, -0.293, 6.001, 20.0, 40.0), (-4.684, -1.664, 3.986, 20.0, 40.0), (4.531, -0.503, 6.271, 20.0, 40.0), (-3.503, -1.606, 4.460, 20.0, 40.0), (-2.036, -1.522, 5.027, 20.0, 40.0), (-0.473, -0.617, 3.997, 20.0, 40.0), (-1.554, -1.630, 5.483, 20.0, 40.0), (-3.567, -1.043, 3.302, 20.0, 40.0), (-2.038, 0.579, 0.823, 20.0, 40.0), (-3.040, 0.857, -0.233, 20.0, 40.0), (4.610, 0.562, 4.181, 20.0, 40.0), (-3.323, -1.938, 5.215, 20.0, 40.0), (4.314, 1.720, 1.717, 20.0, 40.0), (-1.220, 0.615, 1.161, 20.0, 40.0), (-2.556, 1.120, -0.519, 20.0, 40.0), (-3.717, -0.108, 1.358, 20.0, 40.0), (4.689, -1.826, 8.996, 20.0, 40.0), (3.452, 0.506, 3.713, 20.0, 40.0), (2.472, 0.612, 3.012, 20.0, 40.0), (3.452, 0.450, 3.826, 20.0, 40.0), (1.207, 2.585, -1.567, 20.0, 40.0), (-4.826, 1.090, -1.593, 20.0, 40.0), (3.116, -1.118, 6.794, 20.0, 40.0), (0.448, 2.732, -2.240, 20.0, 40.0), (-1.096, -0.525, 3.503, 20.0, 40.0), (-4.680, -0.238, 1.137, 20.0, 40.0), (2.552, -1.403, 7.082, 20.0, 40.0), (0.719, 2.997, -2.635, 20.0, 40.0), (0.347, -1.966, 7.105, 20.0, 40.0), (2.958, -0.404, 5.288, 20.0, 40.0), (0.722, -1.950, 7.261, 20.0, 40.0), (-2.851, -0.986, 3.546, 20.0, 40.0), (-4.316, -0.439, 1.721, 20.0, 40.0), (-1.685, -0.201, 2.560, 20.0, 40.0), (1.856, 0.190, 3.549, 20.0, 40.0), (-2.052, 0.206, 1.562, 20.0, 40.0), (-2.504, -0.646, 3.041, 20.0, 40.0), (3.235, 0.882, 2.854, 20.0, 40.0), (-1.366, -1.573, 5.463, 20.0, 40.0), (-3.447, 2.419, -3.562, 20.0, 40.0), (4.155, 2.092, 0.893, 20.0, 40.0), (-0.935, 0.209, 2.116, 20.0, 40.0), (3.117, -1.821, 8.201, 20.0, 40.0), (3.759, 0.577, 3.725, 20.0, 40.0), (-0.938, 2.992, -3.453, 20.0, 40.0), (-0.525, 2.341, -1.945, 20.0, 40.0), (4.540, 2.625, 0.019, 20.0, 40.0), (-2.097, 1.190, -0.429, 20.0, 40.0), (-2.672, 1.983, -2.302, 20.0, 40.0), (-3.038, -1.490, 4.460, 20.0, 40.0), (-0.943, 2.149, -1.770, 20.0, 40.0), (0.739, 1.598, 0.174, 20.0, 40.0), (1.828, 1.853, 0.208, 20.0, 40.0), (4.856, 0.137, 5.153, 20.0, 40.0), (-1.617, 0.468, 1.255, 20.0, 40.0), (-1.972, 2.053, -2.092, 20.0, 40.0), (-4.633, 1.389, -2.094, 20.0, 40.0), (-3.628, -1.156, 3.498, 20.0, 40.0), (3.597, 1.034, 2.731, 20.0, 40.0), (-1.488, -0.002, 2.261, 20.0, 40.0), (0.749, 1.921, -0.468, 20.0, 40.0), (1.304, -1.371, 6.394, 20.0, 40.0), (4.587, 2.936, -0.579, 20.0, 40.0), (-2.241, 1.791, -1.703, 20.0, 40.0), (-2.945, 1.372, -1.216, 20.0, 40.0), (1.375, 0.395, 2.898, 20.0, 40.0), (-1.281, -0.641, 3.642, 20.0, 40.0), (2.178, 0.895, 2.299, 20.0, 40.0), (3.031, -0.786, 6.087, 20.0, 40.0), (-1.385, -0.375, 3.058, 20.0, 40.0), (4.041, -0.431, 5.882, 20.0, 40.0), (0.480, -0.507, 4.254, 20.0, 40.0), (-3.797, 0.140, 0.822, 20.0, 40.0), (2.355, 2.502, -0.827, 20.0, 40.0), (1.376, -1.583, 6.854, 20.0, 40.0), (0.164, 1.405, 0.273, 20.0, 40.0), (-1.273, 1.471, -0.579, 20.0, 40.0), (0.770, 2.246, -1.107, 20.0, 40.0), (4.552, 2.904, -0.533, 20.0, 40.0), (4.259, -1.772, 8.674, 20.0, 40.0), (-0.309, 1.159, 0.528, 20.0, 40.0), (3.581, 2.700, -0.610, 20.0, 40.0), (-3.202, 0.346, 0.707, 20.0, 40.0), (-1.575, 1.242, -0.271, 20.0, 40.0), (-1.584, -0.493, 3.194, 20.0, 40.0), (-3.778, 0.150, 0.810, 20.0, 40.0), (-4.675, 1.749, -2.835, 20.0, 40.0), (3.567, -0.792, 6.367, 20.0, 40.0), (-0.417, 1.399, -0.006, 20.0, 40.0), (-4.672, 2.007, -3.349, 20.0, 40.0), (-1.034, 0.196, 2.090, 20.0, 40.0), (-3.796, 2.496, -3.890, 20.0, 40.0), (3.532, -0.497, 5.759, 20.0, 40.0), (4.868, -1.359, 8.151, 20.0, 40.0), (-0.769, 0.302, 2.011, 20.0, 40.0), (4.475, 2.612, 0.014, 20.0, 40.0), (-3.532, -0.395, 2.024, 20.0, 40.0), (0.322, 0.675, 1.812, 20.0, 40.0), (-2.028, -1.942, 5.870, 20.0, 40.0), (1.810, -1.244, 6.392, 20.0, 40.0), (-0.783, 1.242, 0.124, 20.0, 40.0), (-4.745, -1.300, 3.227, 20.0, 40.0), (1.902, 1.973, 0.005, 20.0, 40.0), (-3.453, -1.429, 4.132, 20.0, 40.0), (1.559, 0.986, 1.808, 20.0, 40.0), (0.128, 2.754, -2.443, 20.0, 40.0), (2.759, 1.727, 0.926, 20.0, 40.0), (-4.468, 1.690, -2.614, 20.0, 40.0), (-2.368, -1.922, 5.659, 20.0, 40.0), (-2.766, 2.128, -2.640, 20.0, 40.0), (0.967, -1.825, 7.133, 20.0, 40.0), (-2.854, 2.855, -4.136, 20.0, 40.0), (-2.944, 1.875, -2.222, 20.0, 40.0), (-2.632, -0.983, 3.649, 20.0, 40.0), (2.427, 2.239, -0.266, 20.0, 40.0), (-1.726, -0.838, 3.812, 20.0, 40.0), (0.007, -0.903, 4.809, 20.0, 40.0), (-2.013, 1.092, -0.191, 20.0, 40.0), (-0.449, 0.970, 0.836, 20.0, 40.0), (1.396, 0.411, 2.876, 20.0, 40.0), (-1.115, -1.790, 6.023, 20.0, 40.0), (3.748, 1.917, 1.039, 20.0, 40.0), (2.978, 1.043, 2.404, 20.0, 40.0), (-3.969, 2.514, -4.013, 20.0, 40.0), (4.455, -0.050, 5.328, 20.0, 40.0), (-3.065, -0.846, 3.160, 20.0, 40.0), (-1.069, 2.167, -1.869, 20.0, 40.0), (3.016, -1.393, 7.294, 20.0, 40.0), (0.045, -1.928, 6.879, 20.0, 40.0), (-2.555, -0.984, 3.690, 20.0, 40.0), (-1.995, -0.054, 2.111, 20.0, 40.0), (4.600, -0.509, 6.318, 20.0, 40.0), (-1.942, 1.215, -0.402, 20.0, 40.0), (1.262, 2.765, -1.899, 20.0, 40.0), (2.617, -1.106, 6.521, 20.0, 40.0), (1.737, 0.554, 2.761, 20.0, 40.0), (-2.197, 0.632, 0.638, 20.0, 40.0), (4.768, 2.618, 0.147, 20.0, 40.0), (-3.737, -0.939, 3.010, 20.0, 40.0), (-2.623, 0.595, 0.499, 20.0, 40.0), (4.752, -0.340, 6.057, 20.0, 40.0), (2.333, -1.037, 6.240, 20.0, 40.0), (4.234, -1.882, 8.881, 20.0, 40.0), (-3.393, -0.812, 2.927, 20.0, 40.0), (0.885, 1.383, 0.678, 20.0, 40.0), (0.123, 2.937, -2.812, 20.0, 40.0), (2.969, 0.760, 2.964, 20.0, 40.0), (-4.929, 1.251, -1.967, 20.0, 40.0), (1.916, 2.223, -0.488, 20.0, 40.0), (-0.020, -1.740, 6.469, 20.0, 40.0), (0.702, -1.272, 5.895, 20.0, 40.0), (2.496, 2.648, -1.048, 20.0, 40.0), (4.067, -1.475, 7.984, 20.0, 40.0), (-3.717, 1.851, -2.561, 20.0, 40.0), (1.678, -0.624, 5.088, 20.0, 40.0), (1.073, 0.695, 2.146, 20.0, 40.0), (1.842, -0.749, 5.419, 20.0, 40.0), (-3.518, 1.909, -2.578, 20.0, 40.0), (2.229, 1.189, 1.737, 20.0, 40.0), (4.987, 2.893, -0.292, 20.0, 40.0), (-4.809, 1.043, -1.490, 20.0, 40.0), (-0.241, -0.728, 4.334, 20.0, 40.0), (-3.331, 0.590, 0.156, 20.0, 40.0), (-0.455, 2.621, -2.470, 20.0, 40.0), (1.492, 1.223, 1.301, 20.0, 40.0), (3.948, 2.841, -0.709, 20.0, 40.0), (0.732, 0.446, 2.475, 20.0, 40.0), (2.400, 2.390, -0.579, 20.0, 40.0), (-2.718, 1.427, -1.213, 20.0, 40.0), (-1.826, 1.451, -0.815, 20.0, 40.0), (1.125, 0.438, 2.686, 20.0, 40.0), (-4.918, 1.880, -3.219, 20.0, 40.0), (3.068, -0.442, 5.418, 20.0, 40.0), (1.982, 1.201, 1.589, 20.0, 40.0), (0.701, -1.709, 6.768, 20.0, 40.0), (-1.496, 2.564, -2.877, 20.0, 40.0), (-3.812, 0.974, -0.853, 20.0, 40.0), (-3.405, 2.018, -2.739, 20.0, 40.0), (2.211, 2.889, -1.674, 20.0, 40.0), (-2.481, 2.931, -4.103, 20.0, 40.0), (-3.721, 2.765, -4.391, 20.0, 40.0), (-1.768, -1.292, 4.699, 20.0, 40.0), (-4.462, 1.058, -1.347, 20.0, 40.0), (-3.516, -1.942, 5.126, 20.0, 40.0), (0.485, 2.420, -1.597, 20.0, 40.0), (-0.492, 0.242, 2.270, 20.0, 40.0), (4.245, 1.689, 1.744, 20.0, 40.0), (2.234, 0.364, 3.389, 20.0, 40.0), (2.629, 2.224, -0.134, 20.0, 40.0), (-4.375, 1.221, -1.630, 20.0, 40.0), (-0.618, 1.374, -0.057, 20.0, 40.0), (-2.580, -1.604, 4.918, 20.0, 40.0), (0.159, 1.104, 0.871, 20.0, 40.0), (-3.597, 0.975, -0.749, 20.0, 40.0); DROP TABLE IF EXISTS test.model; -create table test.model engine = Memory as select LinearRegressionState(0.1, 5, 3.0)(target, param1, param2) as state from test.defaults; +create table test.model engine = Memory as select LinearRegressionState(0.1, 5, 1.0)(target, param1, param2) as state from test.defaults; with (select state from test.model) as model select evalMLMethod(model, predict1, predict2) from test.defaults; diff --git a/dbms/tests/queries/0_stateless/00955_ml_test.sql b/dbms/tests/queries/0_stateless/00955_ml_test.sql index fb919e5aa57..2df84c00d3f 100644 --- a/dbms/tests/queries/0_stateless/00955_ml_test.sql +++ b/dbms/tests/queries/0_stateless/00955_ml_test.sql @@ -11,7 +11,7 @@ CREATE TABLE IF NOT EXISTS test.defaults insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 40.0), (0.121, -0.615, 4.290, 20.0, 40.0), (-1.099, 2.755, -3.060, 20.0, 40.0), (1.090, 2.945, -2.346, 20.0, 40.0), (0.305, 2.179, -1.205, 20.0, 40.0), (-0.925, 0.702, 1.134, 20.0, 40.0), (3.178, -1.316, 7.221, 20.0, 40.0), (-2.756, -0.473, 2.569, 20.0, 40.0), (3.665, 2.303, 0.226, 20.0, 40.0), (1.662, 1.951, -0.070, 20.0, 40.0), (2.869, 0.593, 3.249, 20.0, 40.0), (0.818, -0.593, 4.594, 20.0, 40.0), (-1.917, 0.916, 0.209, 20.0, 40.0), (2.706, 1.523, 1.307, 20.0, 40.0), (0.219, 2.162, -1.214, 20.0, 40.0), (-4.510, 1.376, -2.007, 20.0, 40.0), (4.284, -0.515, 6.173, 20.0, 40.0), (-1.101, 2.810, -3.170, 20.0, 40.0), (-1.810, -1.117, 4.329, 20.0, 40.0), (0.055, 1.115, 0.797, 20.0, 40.0), (-2.178, 2.904, -3.898, 20.0, 40.0), (-3.494, -1.814, 4.882, 20.0, 40.0), (3.027, 0.476, 3.562, 20.0, 40.0), (-1.434, 1.151, -0.018, 20.0, 40.0), (1.180, 0.992, 1.606, 20.0, 40.0), (0.015, 0.971, 1.067, 20.0, 40.0), (-0.511, -0.875, 4.495, 20.0, 40.0), (0.961, 2.348, -1.216, 20.0, 40.0), (-2.279, 0.038, 1.785, 20.0, 40.0), (-1.568, -0.248, 2.712, 20.0, 40.0), (-0.496, 0.366, 2.020, 20.0, 40.0), (1.177, -1.401, 6.390, 20.0, 40.0), (2.882, -1.442, 7.325, 20.0, 40.0), (-1.066, 1.817, -1.167, 20.0, 40.0), (-2.144, 2.791, -3.655, 20.0, 40.0), (-4.370, 2.228, -3.642, 20.0, 40.0), (3.996, 2.775, -0.553, 20.0, 40.0), (0.289, 2.055, -0.965, 20.0, 40.0), (-0.588, -1.601, 5.908, 20.0, 40.0), (-1.801, 0.417, 1.265, 20.0, 40.0), (4.375, -1.499, 8.186, 20.0, 40.0), (-2.618, 0.038, 1.615, 20.0, 40.0), (3.616, -0.833, 6.475, 20.0, 40.0), (-4.045, -1.558, 4.094, 20.0, 40.0), (-3.962, 0.636, -0.253, 20.0, 40.0), (3.505, 2.625, -0.497, 20.0, 40.0), (3.029, -0.523, 5.560, 20.0, 40.0), (-3.520, -0.474, 2.188, 20.0, 40.0), (2.430, -1.469, 7.154, 20.0, 40.0), (1.547, -1.654, 7.082, 20.0, 40.0), (-1.370, 0.575, 1.165, 20.0, 40.0), (-1.869, -1.555, 5.176, 20.0, 40.0), (3.536, 2.841, -0.913, 20.0, 40.0), (-3.810, 1.220, -1.344, 20.0, 40.0), (-1.971, 1.462, -0.910, 20.0, 40.0), (-0.243, 0.167, 2.545, 20.0, 40.0), (-1.403, 2.645, -2.991, 20.0, 40.0), (0.532, -0.114, 3.494, 20.0, 40.0), (-1.678, 0.975, 0.212, 20.0, 40.0), (-0.656, 2.140, -1.609, 20.0, 40.0), (1.743, 2.631, -1.390, 20.0, 40.0), (2.586, 2.943, -1.593, 20.0, 40.0), (-0.512, 2.969, -3.195, 20.0, 40.0), (2.283, -0.100, 4.342, 20.0, 40.0), (-4.293, 0.872, -0.890, 20.0, 40.0), (3.411, 1.300, 2.106, 20.0, 40.0), (-0.281, 2.951, -3.042, 20.0, 40.0), (-4.442, 0.384, 0.012, 20.0, 40.0), (1.194, 1.746, 0.104, 20.0, 40.0), (-1.152, 1.862, -1.300, 20.0, 40.0), (1.362, -1.341, 6.363, 20.0, 40.0), (-4.488, 2.618, -4.481, 20.0, 40.0), (3.419, -0.564, 5.837, 20.0, 40.0), (-3.392, 0.396, 0.512, 20.0, 40.0), (-1.629, -0.909, 4.003, 20.0, 40.0), (4.447, -1.088, 7.399, 20.0, 40.0), (-1.232, 1.699, -1.014, 20.0, 40.0), (-1.286, -0.609, 3.575, 20.0, 40.0), (2.437, 2.796, -1.374, 20.0, 40.0), (-4.864, 1.989, -3.410, 20.0, 40.0), (-1.716, -1.399, 4.940, 20.0, 40.0), (-3.084, 1.858, -2.259, 20.0, 40.0), (2.828, -0.319, 5.053, 20.0, 40.0), (-1.226, 2.586, -2.786, 20.0, 40.0), (2.456, 0.092, 4.044, 20.0, 40.0), (-0.989, 2.375, -2.245, 20.0, 40.0), (3.268, 0.935, 2.765, 20.0, 40.0), (-4.128, -1.995, 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(-3.040, 0.857, -0.233, 20.0, 40.0), (4.610, 0.562, 4.181, 20.0, 40.0), (-3.323, -1.938, 5.215, 20.0, 40.0), (4.314, 1.720, 1.717, 20.0, 40.0), (-1.220, 0.615, 1.161, 20.0, 40.0), (-2.556, 1.120, -0.519, 20.0, 40.0), (-3.717, -0.108, 1.358, 20.0, 40.0), (4.689, -1.826, 8.996, 20.0, 40.0), (3.452, 0.506, 3.713, 20.0, 40.0), (2.472, 0.612, 3.012, 20.0, 40.0), (3.452, 0.450, 3.826, 20.0, 40.0), (1.207, 2.585, -1.567, 20.0, 40.0), (-4.826, 1.090, -1.593, 20.0, 40.0), (3.116, -1.118, 6.794, 20.0, 40.0), (0.448, 2.732, -2.240, 20.0, 40.0), (-1.096, -0.525, 3.503, 20.0, 40.0), (-4.680, -0.238, 1.137, 20.0, 40.0), (2.552, -1.403, 7.082, 20.0, 40.0), (0.719, 2.997, -2.635, 20.0, 40.0), (0.347, -1.966, 7.105, 20.0, 40.0), (2.958, -0.404, 5.288, 20.0, 40.0), (0.722, -1.950, 7.261, 20.0, 40.0), (-2.851, -0.986, 3.546, 20.0, 40.0), (-4.316, -0.439, 1.721, 20.0, 40.0), (-1.685, -0.201, 2.560, 20.0, 40.0), (1.856, 0.190, 3.549, 20.0, 40.0), (-2.052, 0.206, 1.562, 20.0, 40.0), (-2.504, -0.646, 3.041, 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1.372, -1.216, 20.0, 40.0), (1.375, 0.395, 2.898, 20.0, 40.0), (-1.281, -0.641, 3.642, 20.0, 40.0), (2.178, 0.895, 2.299, 20.0, 40.0), (3.031, -0.786, 6.087, 20.0, 40.0), (-1.385, -0.375, 3.058, 20.0, 40.0), (4.041, -0.431, 5.882, 20.0, 40.0), (0.480, -0.507, 4.254, 20.0, 40.0), (-3.797, 0.140, 0.822, 20.0, 40.0), (2.355, 2.502, -0.827, 20.0, 40.0), (1.376, -1.583, 6.854, 20.0, 40.0), (0.164, 1.405, 0.273, 20.0, 40.0), (-1.273, 1.471, -0.579, 20.0, 40.0), (0.770, 2.246, -1.107, 20.0, 40.0), (4.552, 2.904, -0.533, 20.0, 40.0), (4.259, -1.772, 8.674, 20.0, 40.0), (-0.309, 1.159, 0.528, 20.0, 40.0), (3.581, 2.700, -0.610, 20.0, 40.0), (-3.202, 0.346, 0.707, 20.0, 40.0), (-1.575, 1.242, -0.271, 20.0, 40.0), (-1.584, -0.493, 3.194, 20.0, 40.0), (-3.778, 0.150, 0.810, 20.0, 40.0), (-4.675, 1.749, -2.835, 20.0, 40.0), (3.567, -0.792, 6.367, 20.0, 40.0), (-0.417, 1.399, -0.006, 20.0, 40.0), (-4.672, 2.007, -3.349, 20.0, 40.0), (-1.034, 0.196, 2.090, 20.0, 40.0), (-3.796, 2.496, -3.890, 20.0, 40.0), (3.532, -0.497, 5.759, 20.0, 40.0), (4.868, -1.359, 8.151, 20.0, 40.0), (-0.769, 0.302, 2.011, 20.0, 40.0), (4.475, 2.612, 0.014, 20.0, 40.0), (-3.532, -0.395, 2.024, 20.0, 40.0), (0.322, 0.675, 1.812, 20.0, 40.0), (-2.028, -1.942, 5.870, 20.0, 40.0), (1.810, -1.244, 6.392, 20.0, 40.0), (-0.783, 1.242, 0.124, 20.0, 40.0), (-4.745, -1.300, 3.227, 20.0, 40.0), (1.902, 1.973, 0.005, 20.0, 40.0), (-3.453, -1.429, 4.132, 20.0, 40.0), (1.559, 0.986, 1.808, 20.0, 40.0), (0.128, 2.754, -2.443, 20.0, 40.0), (2.759, 1.727, 0.926, 20.0, 40.0), (-4.468, 1.690, -2.614, 20.0, 40.0), (-2.368, -1.922, 5.659, 20.0, 40.0), (-2.766, 2.128, -2.640, 20.0, 40.0), (0.967, -1.825, 7.133, 20.0, 40.0), (-2.854, 2.855, -4.136, 20.0, 40.0), (-2.944, 1.875, -2.222, 20.0, 40.0), (-2.632, -0.983, 3.649, 20.0, 40.0), (2.427, 2.239, -0.266, 20.0, 40.0), (-1.726, -0.838, 3.812, 20.0, 40.0), (0.007, -0.903, 4.809, 20.0, 40.0), (-2.013, 1.092, -0.191, 20.0, 40.0), (-0.449, 0.970, 0.836, 20.0, 40.0), (1.396, 0.411, 2.876, 20.0, 40.0), (-1.115, -1.790, 6.023, 20.0, 40.0), (3.748, 1.917, 1.039, 20.0, 40.0), (2.978, 1.043, 2.404, 20.0, 40.0), (-3.969, 2.514, -4.013, 20.0, 40.0), (4.455, -0.050, 5.328, 20.0, 40.0), (-3.065, -0.846, 3.160, 20.0, 40.0), (-1.069, 2.167, -1.869, 20.0, 40.0), (3.016, -1.393, 7.294, 20.0, 40.0), (0.045, -1.928, 6.879, 20.0, 40.0), (-2.555, -0.984, 3.690, 20.0, 40.0), (-1.995, -0.054, 2.111, 20.0, 40.0), (4.600, -0.509, 6.318, 20.0, 40.0), (-1.942, 1.215, -0.402, 20.0, 40.0), (1.262, 2.765, -1.899, 20.0, 40.0), (2.617, -1.106, 6.521, 20.0, 40.0), (1.737, 0.554, 2.761, 20.0, 40.0), (-2.197, 0.632, 0.638, 20.0, 40.0), (4.768, 2.618, 0.147, 20.0, 40.0), (-3.737, -0.939, 3.010, 20.0, 40.0), (-2.623, 0.595, 0.499, 20.0, 40.0), (4.752, -0.340, 6.057, 20.0, 40.0), (2.333, -1.037, 6.240, 20.0, 40.0), (4.234, -1.882, 8.881, 20.0, 40.0), (-3.393, -0.812, 2.927, 20.0, 40.0), (0.885, 1.383, 0.678, 20.0, 40.0), (0.123, 2.937, -2.812, 20.0, 40.0), (2.969, 0.760, 2.964, 20.0, 40.0), (-4.929, 1.251, -1.967, 20.0, 40.0), (1.916, 2.223, -0.488, 20.0, 40.0), (-0.020, -1.740, 6.469, 20.0, 40.0), (0.702, -1.272, 5.895, 20.0, 40.0), (2.496, 2.648, -1.048, 20.0, 40.0), (4.067, -1.475, 7.984, 20.0, 40.0), (-3.717, 1.851, -2.561, 20.0, 40.0), (1.678, -0.624, 5.088, 20.0, 40.0), (1.073, 0.695, 2.146, 20.0, 40.0), (1.842, -0.749, 5.419, 20.0, 40.0), (-3.518, 1.909, -2.578, 20.0, 40.0), (2.229, 1.189, 1.737, 20.0, 40.0), (4.987, 2.893, -0.292, 20.0, 40.0), (-4.809, 1.043, -1.490, 20.0, 40.0), (-0.241, -0.728, 4.334, 20.0, 40.0), (-3.331, 0.590, 0.156, 20.0, 40.0), (-0.455, 2.621, -2.470, 20.0, 40.0), (1.492, 1.223, 1.301, 20.0, 40.0), (3.948, 2.841, -0.709, 20.0, 40.0), (0.732, 0.446, 2.475, 20.0, 40.0), (2.400, 2.390, -0.579, 20.0, 40.0), (-2.718, 1.427, -1.213, 20.0, 40.0), (-1.826, 1.451, -0.815, 20.0, 40.0), (1.125, 0.438, 2.686, 20.0, 40.0), (-4.918, 1.880, -3.219, 20.0, 40.0), (3.068, -0.442, 5.418, 20.0, 40.0), (1.982, 1.201, 1.589, 20.0, 40.0), (0.701, -1.709, 6.768, 20.0, 40.0), (-1.496, 2.564, -2.877, 20.0, 40.0), (-3.812, 0.974, -0.853, 20.0, 40.0), (-3.405, 2.018, -2.739, 20.0, 40.0), (2.211, 2.889, -1.674, 20.0, 40.0), (-2.481, 2.931, -4.103, 20.0, 40.0), (-3.721, 2.765, -4.391, 20.0, 40.0), (-1.768, -1.292, 4.699, 20.0, 40.0), (-4.462, 1.058, -1.347, 20.0, 40.0), (-3.516, -1.942, 5.126, 20.0, 40.0), (0.485, 2.420, -1.597, 20.0, 40.0), (-0.492, 0.242, 2.270, 20.0, 40.0), (4.245, 1.689, 1.744, 20.0, 40.0), (2.234, 0.364, 3.389, 20.0, 40.0), (2.629, 2.224, -0.134, 20.0, 40.0), (-4.375, 1.221, -1.630, 20.0, 40.0), (-0.618, 1.374, -0.057, 20.0, 40.0), (-2.580, -1.604, 4.918, 20.0, 40.0), (0.159, 1.104, 0.871, 20.0, 40.0), (-3.597, 0.975, -0.749, 20.0, 40.0); DROP TABLE IF EXISTS test.model; -create table test.model engine = Memory as select LinearRegressionState(0.1, 5, 4.0)(target, param1, param2) as state from test.defaults; +create table test.model engine = Memory as select LinearRegressionState(0.1, 5, 1.0)(target, param1, param2) as state from test.defaults; with (select state from test.model) as model select evalMLMethod(model, predict1, predict2) from test.defaults; From 6371b4021dadd2f5940356fa5e21b449f56c3848 Mon Sep 17 00:00:00 2001 From: Alexander Kozhikhov Date: Sun, 3 Mar 2019 13:21:12 +0300 Subject: [PATCH 022/709] changes in gradient_computer class --- .../AggregateFunctionMLMethod.cpp | 4 +- .../AggregateFunctionMLMethod.h | 111 ++---------------- .../queries/0_stateless/00950_ml_test.sql | 2 +- .../queries/0_stateless/00951_ml_test.sql | 2 +- .../queries/0_stateless/00954_ml_test.sql | 2 +- 5 files changed, 17 insertions(+), 104 deletions(-) diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp index 4a8d7a43172..bd3aa51c2e2 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp @@ -44,10 +44,10 @@ AggregateFunctionPtr createAggregateFunctionMLMethod( if (std::is_same::value) { - gc = std::make_shared(argument_types.size()); + gc = std::make_shared(); } else if (std::is_same::value) { - gc = std::make_shared(argument_types.size()); + gc = std::make_shared(); } else { throw Exception("Such gradient computer is not implemented yet", ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT); diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h index c295679fab4..2fd4c7cc3f2 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h @@ -36,8 +36,8 @@ and stores mini-batch class IGradientComputer { public: - IGradientComputer(UInt32 sz) { std::ignore = sz;// : batch_gradient(sz, 0) { - } + IGradientComputer() + {} virtual ~IGradientComputer() = default; @@ -45,26 +45,6 @@ public: virtual void compute(std::vector * batch_gradient, const std::vector &weights, Float64 bias, Float64 learning_rate, Float64 target, const IColumn **columns, size_t row_num) = 0; -// void reset() -// { -// batch_gradient.assign(batch_gradient.size(), 0); -// } - -// void write(WriteBuffer &buf) const -// { -// writeBinary(batch_gradient, buf); -// } -// -// void read(ReadBuffer &buf) -// { -// readBinary(batch_gradient, buf); -// } - -// const std::vector &get() const -// { -// return batch_gradient; -// } - virtual Float64 predict(const std::vector &predict_feature, const std::vector &weights, Float64 bias) const = 0; @@ -74,18 +54,14 @@ public: Block &block, const ColumnNumbers &arguments, const std::vector &weights, Float64 bias) const = 0; - -//protected: -// std::vector batch_gradient; // gradient for bias lies in batch_gradient[batch_gradient.size() - 1] }; class LinearRegression : public IGradientComputer { public: - LinearRegression(UInt32 sz) - : IGradientComputer(sz) { - } + LinearRegression() + {} void compute(std::vector * batch_gradient, const std::vector &weights, Float64 bias, Float64 learning_rate, Float64 target, const IColumn **columns, size_t row_num) override @@ -155,8 +131,7 @@ public: class LogisticRegression : public IGradientComputer { public: - LogisticRegression(UInt32 sz) - : IGradientComputer(sz) + LogisticRegression() {} void compute(std::vector * batch_gradient, const std::vector &weights, Float64 bias, @@ -253,10 +228,6 @@ public: virtual void read(ReadBuffer &) {} -// virtual std::vector get_update(UInt32 sz, UInt32) -// { -// return std::vector(sz, 0.0); -// } }; @@ -273,8 +244,6 @@ public: weights[i] += batch_gradient[i] / batch_size; } bias += batch_gradient[weights.size()] / batch_size; - -// batch_gradient->assign(batch_gradient->size(), Float64{0.0}); } }; @@ -402,21 +371,6 @@ public: { readBinary(accumulated_gradient, buf); } -// virtual std::vector get_update(UInt32 sz, UInt32 batch_size) override -// { -// if (accumulated_gradient.size() == 0) -// { -// accumulated_gradient.resize(sz, Float64{0.0}); -// return accumulated_gradient; -// } -// std::vector delta(accumulated_gradient.size()); -// // std::cout<<"\n\nHK\n\n"; -// for (size_t i = 0; i < delta.size(); ++i) -// { -// delta[i] = accumulated_gradient[i] * alpha_ / batch_size; -// } -// return delta; -// } private: Float64 alpha_{0.1}; @@ -505,11 +459,11 @@ public: UInt32 batch_capacity, std::shared_ptr gc, std::shared_ptr wu) - : learning_rate(learning_rate), - batch_capacity(batch_capacity), - batch_size(0), - gradient_computer(std::move(gc)), - weights_updater(std::move(wu)) + : learning_rate(learning_rate), + batch_capacity(batch_capacity), + batch_size(0), + gradient_computer(std::move(gc)), + weights_updater(std::move(wu)) { weights.resize(param_num, Float64{0.0}); gradient_batch.resize(param_num + 1, Float64{0.0}); @@ -520,33 +474,9 @@ public: /// first column stores target; features start from (columns + 1) const auto &target = static_cast &>(*columns[0]).getData()[row_num]; -// auto delta = weights_updater->get_update(weights.size() + 1, batch_capacity); -// Float64 delta_bias = bias + delta[weights.size()]; -// delta.resize(weights.size()); -// for (size_t i = 0; i < weights.size(); ++i) -// { -// delta[i] += weights[i]; -// } - -// gradient_computer->compute(delta, delta_bias, learning_rate, target, columns + 1, row_num); -// gradient_computer->compute(weights, bias, learning_rate, target, columns + 1, row_num); - std::cout << "\nBATCH BEFORE\n"; - for (auto i : gradient_batch) - std::cout << i << " "; - std::cout << "\nhello\n"; - - + /// Here we have columns + 1 as first column corresponds to target value, and others - to features weights_updater->add_to_batch(&gradient_batch, gradient_computer, - weights, bias, learning_rate, target, columns, row_num); - - - std::cout << "BATCH AFTER\n"; - for (auto i : gradient_batch) - std::cout << i << " "; - std::cout << "\nhello\n\n"; - - if (iter_num == 10) - exit(1); + weights, bias, learning_rate, target, columns + 1, row_num); ++batch_size; if (batch_size == batch_capacity) @@ -585,7 +515,6 @@ public: writeBinary(gradient_batch, buf); writeBinary(batch_size, buf); weights_updater->write(buf); -// gradient_computer->write(buf); } void read(ReadBuffer &buf) @@ -596,7 +525,6 @@ public: readBinary(gradient_batch, buf); readBinary(batch_size, buf); weights_updater->read(buf); -// gradient_computer->read(buf); } Float64 predict(const std::vector &predict_feature) const @@ -608,23 +536,11 @@ public: // update_weights(); // } - std::cout << "\n\nWEIGHTS: "; - for (size_t i = 0; i != weights.size(); ++i) { - std::cout << weights[i] << " "; - } - std::cout << "\n\n"; - return gradient_computer->predict(predict_feature, weights, bias); } void predict_for_all(ColumnVector::Container &container, Block &block, const ColumnNumbers &arguments) const { - std::cout << "\n\nWEIGHTS: "; - for (size_t i = 0; i != weights.size(); ++i) { - std::cout << weights[i] << " "; - } - std::cout << "\n\n"; - gradient_computer->predict_for_all(container, block, arguments, weights, bias); } @@ -650,9 +566,6 @@ private: if (batch_size == 0) return; -// weights_updater->update(batch_size, weights, bias, gradient_batch); - - // /// use pointer to gradient_batch, because some methods (e.g. simple stochastic descent) require to reset it weights_updater->update(batch_size, weights, bias, gradient_batch); batch_size = 0; ++iter_num; diff --git a/dbms/tests/queries/0_stateless/00950_ml_test.sql b/dbms/tests/queries/0_stateless/00950_ml_test.sql index 46f64a1f1dd..0a009c29d29 100644 --- a/dbms/tests/queries/0_stateless/00950_ml_test.sql +++ b/dbms/tests/queries/0_stateless/00950_ml_test.sql @@ -11,7 +11,7 @@ CREATE TABLE IF NOT EXISTS test.defaults insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 40.0), (0.121, -0.615, 4.290, 20.0, 40.0), (-1.099, 2.755, -3.060, 20.0, 40.0), (1.090, 2.945, -2.346, 20.0, 40.0), (0.305, 2.179, -1.205, 20.0, 40.0), (-0.925, 0.702, 1.134, 20.0, 40.0), (3.178, -1.316, 7.221, 20.0, 40.0), (-2.756, -0.473, 2.569, 20.0, 40.0), (3.665, 2.303, 0.226, 20.0, 40.0), (1.662, 1.951, -0.070, 20.0, 40.0), (2.869, 0.593, 3.249, 20.0, 40.0), (0.818, -0.593, 4.594, 20.0, 40.0), (-1.917, 0.916, 0.209, 20.0, 40.0), (2.706, 1.523, 1.307, 20.0, 40.0), (0.219, 2.162, -1.214, 20.0, 40.0), (-4.510, 1.376, -2.007, 20.0, 40.0), (4.284, -0.515, 6.173, 20.0, 40.0), (-1.101, 2.810, -3.170, 20.0, 40.0), (-1.810, -1.117, 4.329, 20.0, 40.0), (0.055, 1.115, 0.797, 20.0, 40.0), (-2.178, 2.904, -3.898, 20.0, 40.0), (-3.494, -1.814, 4.882, 20.0, 40.0), (3.027, 0.476, 3.562, 20.0, 40.0), (-1.434, 1.151, -0.018, 20.0, 40.0), (1.180, 0.992, 1.606, 20.0, 40.0), (0.015, 0.971, 1.067, 20.0, 40.0), (-0.511, -0.875, 4.495, 20.0, 40.0), (0.961, 2.348, -1.216, 20.0, 40.0), (-2.279, 0.038, 1.785, 20.0, 40.0), (-1.568, -0.248, 2.712, 20.0, 40.0), (-0.496, 0.366, 2.020, 20.0, 40.0), (1.177, -1.401, 6.390, 20.0, 40.0), (2.882, -1.442, 7.325, 20.0, 40.0), (-1.066, 1.817, -1.167, 20.0, 40.0), (-2.144, 2.791, -3.655, 20.0, 40.0), (-4.370, 2.228, -3.642, 20.0, 40.0), (3.996, 2.775, -0.553, 20.0, 40.0), (0.289, 2.055, -0.965, 20.0, 40.0), (-0.588, -1.601, 5.908, 20.0, 40.0), (-1.801, 0.417, 1.265, 20.0, 40.0), (4.375, -1.499, 8.186, 20.0, 40.0), (-2.618, 0.038, 1.615, 20.0, 40.0), (3.616, -0.833, 6.475, 20.0, 40.0), (-4.045, -1.558, 4.094, 20.0, 40.0), (-3.962, 0.636, -0.253, 20.0, 40.0), (3.505, 2.625, -0.497, 20.0, 40.0), (3.029, -0.523, 5.560, 20.0, 40.0), (-3.520, -0.474, 2.188, 20.0, 40.0), (2.430, -1.469, 7.154, 20.0, 40.0), (1.547, -1.654, 7.082, 20.0, 40.0), (-1.370, 0.575, 1.165, 20.0, 40.0), (-1.869, -1.555, 5.176, 20.0, 40.0), (3.536, 2.841, -0.913, 20.0, 40.0), (-3.810, 1.220, -1.344, 20.0, 40.0), (-1.971, 1.462, -0.910, 20.0, 40.0), (-0.243, 0.167, 2.545, 20.0, 40.0), (-1.403, 2.645, -2.991, 20.0, 40.0), (0.532, -0.114, 3.494, 20.0, 40.0), (-1.678, 0.975, 0.212, 20.0, 40.0), (-0.656, 2.140, -1.609, 20.0, 40.0), (1.743, 2.631, -1.390, 20.0, 40.0), (2.586, 2.943, -1.593, 20.0, 40.0), (-0.512, 2.969, -3.195, 20.0, 40.0), (2.283, -0.100, 4.342, 20.0, 40.0), (-4.293, 0.872, -0.890, 20.0, 40.0), (3.411, 1.300, 2.106, 20.0, 40.0), (-0.281, 2.951, -3.042, 20.0, 40.0), (-4.442, 0.384, 0.012, 20.0, 40.0), (1.194, 1.746, 0.104, 20.0, 40.0), (-1.152, 1.862, -1.300, 20.0, 40.0), (1.362, -1.341, 6.363, 20.0, 40.0), (-4.488, 2.618, -4.481, 20.0, 40.0), (3.419, -0.564, 5.837, 20.0, 40.0), (-3.392, 0.396, 0.512, 20.0, 40.0), (-1.629, -0.909, 4.003, 20.0, 40.0), (4.447, -1.088, 7.399, 20.0, 40.0), (-1.232, 1.699, -1.014, 20.0, 40.0), (-1.286, -0.609, 3.575, 20.0, 40.0), (2.437, 2.796, -1.374, 20.0, 40.0), (-4.864, 1.989, -3.410, 20.0, 40.0), (-1.716, -1.399, 4.940, 20.0, 40.0), (-3.084, 1.858, -2.259, 20.0, 40.0), (2.828, -0.319, 5.053, 20.0, 40.0), (-1.226, 2.586, -2.786, 20.0, 40.0), (2.456, 0.092, 4.044, 20.0, 40.0), (-0.989, 2.375, -2.245, 20.0, 40.0), (3.268, 0.935, 2.765, 20.0, 40.0), (-4.128, -1.995, 4.927, 20.0, 40.0), (-1.083, 2.197, -1.935, 20.0, 40.0), (-3.471, -1.198, 3.660, 20.0, 40.0), (4.617, -1.136, 7.579, 20.0, 40.0), (2.054, -1.675, 7.378, 20.0, 40.0), (4.106, 2.326, 0.402, 20.0, 40.0), (1.558, 0.310, 3.158, 20.0, 40.0), (0.792, 0.900, 1.596, 20.0, 40.0), (-3.229, 0.300, 0.785, 20.0, 40.0), (3.787, -0.793, 6.479, 20.0, 40.0), (1.786, 2.288, -0.684, 20.0, 40.0), (2.643, 0.223, 3.875, 20.0, 40.0), (-3.592, 2.122, -3.040, 20.0, 40.0), (4.519, -1.760, 8.779, 20.0, 40.0), (3.221, 2.255, 0.101, 20.0, 40.0), (4.151, 1.788, 1.500, 20.0, 40.0), (-1.033, -1.195, 4.874, 20.0, 40.0), (-1.636, -1.037, 4.257, 20.0, 40.0), (-3.548, 1.911, -2.596, 20.0, 40.0), (4.829, -0.293, 6.001, 20.0, 40.0), (-4.684, -1.664, 3.986, 20.0, 40.0), (4.531, -0.503, 6.271, 20.0, 40.0), (-3.503, -1.606, 4.460, 20.0, 40.0), (-2.036, -1.522, 5.027, 20.0, 40.0), (-0.473, -0.617, 3.997, 20.0, 40.0), (-1.554, -1.630, 5.483, 20.0, 40.0), (-3.567, -1.043, 3.302, 20.0, 40.0), (-2.038, 0.579, 0.823, 20.0, 40.0), (-3.040, 0.857, -0.233, 20.0, 40.0), (4.610, 0.562, 4.181, 20.0, 40.0), (-3.323, -1.938, 5.215, 20.0, 40.0), (4.314, 1.720, 1.717, 20.0, 40.0), (-1.220, 0.615, 1.161, 20.0, 40.0), (-2.556, 1.120, -0.519, 20.0, 40.0), (-3.717, -0.108, 1.358, 20.0, 40.0), (4.689, -1.826, 8.996, 20.0, 40.0), (3.452, 0.506, 3.713, 20.0, 40.0), (2.472, 0.612, 3.012, 20.0, 40.0), (3.452, 0.450, 3.826, 20.0, 40.0), (1.207, 2.585, -1.567, 20.0, 40.0), (-4.826, 1.090, -1.593, 20.0, 40.0), (3.116, -1.118, 6.794, 20.0, 40.0), (0.448, 2.732, -2.240, 20.0, 40.0), (-1.096, -0.525, 3.503, 20.0, 40.0), (-4.680, -0.238, 1.137, 20.0, 40.0), (2.552, -1.403, 7.082, 20.0, 40.0), (0.719, 2.997, -2.635, 20.0, 40.0), (0.347, -1.966, 7.105, 20.0, 40.0), (2.958, -0.404, 5.288, 20.0, 40.0), (0.722, -1.950, 7.261, 20.0, 40.0), (-2.851, -0.986, 3.546, 20.0, 40.0), (-4.316, -0.439, 1.721, 20.0, 40.0), (-1.685, -0.201, 2.560, 20.0, 40.0), (1.856, 0.190, 3.549, 20.0, 40.0), (-2.052, 0.206, 1.562, 20.0, 40.0), (-2.504, -0.646, 3.041, 20.0, 40.0), (3.235, 0.882, 2.854, 20.0, 40.0), (-1.366, -1.573, 5.463, 20.0, 40.0), (-3.447, 2.419, -3.562, 20.0, 40.0), (4.155, 2.092, 0.893, 20.0, 40.0), (-0.935, 0.209, 2.116, 20.0, 40.0), (3.117, -1.821, 8.201, 20.0, 40.0), (3.759, 0.577, 3.725, 20.0, 40.0), (-0.938, 2.992, -3.453, 20.0, 40.0), (-0.525, 2.341, -1.945, 20.0, 40.0), (4.540, 2.625, 0.019, 20.0, 40.0), (-2.097, 1.190, -0.429, 20.0, 40.0), (-2.672, 1.983, -2.302, 20.0, 40.0), (-3.038, -1.490, 4.460, 20.0, 40.0), (-0.943, 2.149, -1.770, 20.0, 40.0), (0.739, 1.598, 0.174, 20.0, 40.0), (1.828, 1.853, 0.208, 20.0, 40.0), (4.856, 0.137, 5.153, 20.0, 40.0), (-1.617, 0.468, 1.255, 20.0, 40.0), (-1.972, 2.053, -2.092, 20.0, 40.0), (-4.633, 1.389, -2.094, 20.0, 40.0), (-3.628, -1.156, 3.498, 20.0, 40.0), (3.597, 1.034, 2.731, 20.0, 40.0), (-1.488, -0.002, 2.261, 20.0, 40.0), (0.749, 1.921, -0.468, 20.0, 40.0), (1.304, -1.371, 6.394, 20.0, 40.0), (4.587, 2.936, -0.579, 20.0, 40.0), (-2.241, 1.791, -1.703, 20.0, 40.0), (-2.945, 1.372, -1.216, 20.0, 40.0), (1.375, 0.395, 2.898, 20.0, 40.0), (-1.281, -0.641, 3.642, 20.0, 40.0), (2.178, 0.895, 2.299, 20.0, 40.0), (3.031, -0.786, 6.087, 20.0, 40.0), (-1.385, -0.375, 3.058, 20.0, 40.0), (4.041, -0.431, 5.882, 20.0, 40.0), (0.480, -0.507, 4.254, 20.0, 40.0), (-3.797, 0.140, 0.822, 20.0, 40.0), (2.355, 2.502, -0.827, 20.0, 40.0), (1.376, -1.583, 6.854, 20.0, 40.0), (0.164, 1.405, 0.273, 20.0, 40.0), (-1.273, 1.471, -0.579, 20.0, 40.0), (0.770, 2.246, -1.107, 20.0, 40.0), (4.552, 2.904, -0.533, 20.0, 40.0), (4.259, -1.772, 8.674, 20.0, 40.0), (-0.309, 1.159, 0.528, 20.0, 40.0), (3.581, 2.700, -0.610, 20.0, 40.0), (-3.202, 0.346, 0.707, 20.0, 40.0), (-1.575, 1.242, -0.271, 20.0, 40.0), (-1.584, -0.493, 3.194, 20.0, 40.0), (-3.778, 0.150, 0.810, 20.0, 40.0), (-4.675, 1.749, -2.835, 20.0, 40.0), (3.567, -0.792, 6.367, 20.0, 40.0), (-0.417, 1.399, -0.006, 20.0, 40.0), (-4.672, 2.007, -3.349, 20.0, 40.0), (-1.034, 0.196, 2.090, 20.0, 40.0), (-3.796, 2.496, -3.890, 20.0, 40.0), (3.532, -0.497, 5.759, 20.0, 40.0), (4.868, -1.359, 8.151, 20.0, 40.0), (-0.769, 0.302, 2.011, 20.0, 40.0), (4.475, 2.612, 0.014, 20.0, 40.0), (-3.532, -0.395, 2.024, 20.0, 40.0), (0.322, 0.675, 1.812, 20.0, 40.0), (-2.028, -1.942, 5.870, 20.0, 40.0), (1.810, -1.244, 6.392, 20.0, 40.0), (-0.783, 1.242, 0.124, 20.0, 40.0), (-4.745, -1.300, 3.227, 20.0, 40.0), (1.902, 1.973, 0.005, 20.0, 40.0), (-3.453, -1.429, 4.132, 20.0, 40.0), (1.559, 0.986, 1.808, 20.0, 40.0), (0.128, 2.754, -2.443, 20.0, 40.0), (2.759, 1.727, 0.926, 20.0, 40.0), (-4.468, 1.690, -2.614, 20.0, 40.0), (-2.368, -1.922, 5.659, 20.0, 40.0), (-2.766, 2.128, -2.640, 20.0, 40.0), (0.967, -1.825, 7.133, 20.0, 40.0), (-2.854, 2.855, -4.136, 20.0, 40.0), (-2.944, 1.875, -2.222, 20.0, 40.0), (-2.632, -0.983, 3.649, 20.0, 40.0), (2.427, 2.239, -0.266, 20.0, 40.0), (-1.726, -0.838, 3.812, 20.0, 40.0), (0.007, -0.903, 4.809, 20.0, 40.0), (-2.013, 1.092, -0.191, 20.0, 40.0), (-0.449, 0.970, 0.836, 20.0, 40.0), (1.396, 0.411, 2.876, 20.0, 40.0), (-1.115, -1.790, 6.023, 20.0, 40.0), (3.748, 1.917, 1.039, 20.0, 40.0), (2.978, 1.043, 2.404, 20.0, 40.0), (-3.969, 2.514, -4.013, 20.0, 40.0), (4.455, -0.050, 5.328, 20.0, 40.0), (-3.065, -0.846, 3.160, 20.0, 40.0), (-1.069, 2.167, -1.869, 20.0, 40.0), (3.016, -1.393, 7.294, 20.0, 40.0), (0.045, -1.928, 6.879, 20.0, 40.0), (-2.555, -0.984, 3.690, 20.0, 40.0), (-1.995, -0.054, 2.111, 20.0, 40.0), (4.600, -0.509, 6.318, 20.0, 40.0), (-1.942, 1.215, -0.402, 20.0, 40.0), (1.262, 2.765, -1.899, 20.0, 40.0), (2.617, -1.106, 6.521, 20.0, 40.0), (1.737, 0.554, 2.761, 20.0, 40.0), (-2.197, 0.632, 0.638, 20.0, 40.0), (4.768, 2.618, 0.147, 20.0, 40.0), (-3.737, -0.939, 3.010, 20.0, 40.0), (-2.623, 0.595, 0.499, 20.0, 40.0), (4.752, -0.340, 6.057, 20.0, 40.0), (2.333, -1.037, 6.240, 20.0, 40.0), (4.234, -1.882, 8.881, 20.0, 40.0), (-3.393, -0.812, 2.927, 20.0, 40.0), (0.885, 1.383, 0.678, 20.0, 40.0), (0.123, 2.937, -2.812, 20.0, 40.0), (2.969, 0.760, 2.964, 20.0, 40.0), (-4.929, 1.251, -1.967, 20.0, 40.0), (1.916, 2.223, -0.488, 20.0, 40.0), (-0.020, -1.740, 6.469, 20.0, 40.0), (0.702, -1.272, 5.895, 20.0, 40.0), (2.496, 2.648, -1.048, 20.0, 40.0), (4.067, -1.475, 7.984, 20.0, 40.0), (-3.717, 1.851, -2.561, 20.0, 40.0), (1.678, -0.624, 5.088, 20.0, 40.0), (1.073, 0.695, 2.146, 20.0, 40.0), (1.842, -0.749, 5.419, 20.0, 40.0), (-3.518, 1.909, -2.578, 20.0, 40.0), (2.229, 1.189, 1.737, 20.0, 40.0), (4.987, 2.893, -0.292, 20.0, 40.0), (-4.809, 1.043, -1.490, 20.0, 40.0), (-0.241, -0.728, 4.334, 20.0, 40.0), (-3.331, 0.590, 0.156, 20.0, 40.0), (-0.455, 2.621, -2.470, 20.0, 40.0), (1.492, 1.223, 1.301, 20.0, 40.0), (3.948, 2.841, -0.709, 20.0, 40.0), (0.732, 0.446, 2.475, 20.0, 40.0), (2.400, 2.390, -0.579, 20.0, 40.0), (-2.718, 1.427, -1.213, 20.0, 40.0), (-1.826, 1.451, -0.815, 20.0, 40.0), (1.125, 0.438, 2.686, 20.0, 40.0), (-4.918, 1.880, -3.219, 20.0, 40.0), (3.068, -0.442, 5.418, 20.0, 40.0), (1.982, 1.201, 1.589, 20.0, 40.0), (0.701, -1.709, 6.768, 20.0, 40.0), (-1.496, 2.564, -2.877, 20.0, 40.0), (-3.812, 0.974, -0.853, 20.0, 40.0), (-3.405, 2.018, -2.739, 20.0, 40.0), (2.211, 2.889, -1.674, 20.0, 40.0), (-2.481, 2.931, -4.103, 20.0, 40.0), (-3.721, 2.765, -4.391, 20.0, 40.0), (-1.768, -1.292, 4.699, 20.0, 40.0), (-4.462, 1.058, -1.347, 20.0, 40.0), (-3.516, -1.942, 5.126, 20.0, 40.0), (0.485, 2.420, -1.597, 20.0, 40.0), (-0.492, 0.242, 2.270, 20.0, 40.0), (4.245, 1.689, 1.744, 20.0, 40.0), (2.234, 0.364, 3.389, 20.0, 40.0), (2.629, 2.224, -0.134, 20.0, 40.0), (-4.375, 1.221, -1.630, 20.0, 40.0), (-0.618, 1.374, -0.057, 20.0, 40.0), (-2.580, -1.604, 4.918, 20.0, 40.0), (0.159, 1.104, 0.871, 20.0, 40.0), (-3.597, 0.975, -0.749, 20.0, 40.0); DROP TABLE IF EXISTS test.model; -create table test.model engine = Memory as select LinearRegressionState(0.01, 5, 1.0)(target, param1, param2) as state from test.defaults; +create table test.model engine = Memory as select LinearRegressionState(0.1, 5, 2.0)(target, param1, param2) as state from test.defaults; with (select state from test.model) as model select evalMLMethod(model, predict1, predict2) from test.defaults; diff --git a/dbms/tests/queries/0_stateless/00951_ml_test.sql b/dbms/tests/queries/0_stateless/00951_ml_test.sql index ca9c2f99505..3bce8cc3085 100644 --- a/dbms/tests/queries/0_stateless/00951_ml_test.sql +++ b/dbms/tests/queries/0_stateless/00951_ml_test.sql @@ -8,7 +8,7 @@ CREATE TABLE IF NOT EXISTS test.defaults predict1 Float64, predict2 Float64 ) ENGINE = Memory; -insert into test.defaults values (1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2),(1,2,1,-1,-2),(-1,-2,0,1,2) +insert into test.defaults values (1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2) DROP TABLE IF EXISTS test.model; create table test.model engine = Memory as select LogisticRegressionState(0.1, 5, 1.0)(target, param1, param2) as state from test.defaults; diff --git a/dbms/tests/queries/0_stateless/00954_ml_test.sql b/dbms/tests/queries/0_stateless/00954_ml_test.sql index 2df84c00d3f..932924672d6 100644 --- a/dbms/tests/queries/0_stateless/00954_ml_test.sql +++ b/dbms/tests/queries/0_stateless/00954_ml_test.sql @@ -11,7 +11,7 @@ CREATE TABLE IF NOT EXISTS test.defaults insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 40.0), (0.121, -0.615, 4.290, 20.0, 40.0), (-1.099, 2.755, -3.060, 20.0, 40.0), (1.090, 2.945, -2.346, 20.0, 40.0), (0.305, 2.179, -1.205, 20.0, 40.0), (-0.925, 0.702, 1.134, 20.0, 40.0), (3.178, -1.316, 7.221, 20.0, 40.0), (-2.756, -0.473, 2.569, 20.0, 40.0), (3.665, 2.303, 0.226, 20.0, 40.0), (1.662, 1.951, -0.070, 20.0, 40.0), (2.869, 0.593, 3.249, 20.0, 40.0), (0.818, -0.593, 4.594, 20.0, 40.0), (-1.917, 0.916, 0.209, 20.0, 40.0), (2.706, 1.523, 1.307, 20.0, 40.0), (0.219, 2.162, -1.214, 20.0, 40.0), (-4.510, 1.376, -2.007, 20.0, 40.0), (4.284, -0.515, 6.173, 20.0, 40.0), (-1.101, 2.810, -3.170, 20.0, 40.0), (-1.810, -1.117, 4.329, 20.0, 40.0), (0.055, 1.115, 0.797, 20.0, 40.0), (-2.178, 2.904, -3.898, 20.0, 40.0), (-3.494, -1.814, 4.882, 20.0, 40.0), (3.027, 0.476, 3.562, 20.0, 40.0), (-1.434, 1.151, -0.018, 20.0, 40.0), (1.180, 0.992, 1.606, 20.0, 40.0), (0.015, 0.971, 1.067, 20.0, 40.0), (-0.511, -0.875, 4.495, 20.0, 40.0), (0.961, 2.348, -1.216, 20.0, 40.0), (-2.279, 0.038, 1.785, 20.0, 40.0), (-1.568, -0.248, 2.712, 20.0, 40.0), (-0.496, 0.366, 2.020, 20.0, 40.0), (1.177, -1.401, 6.390, 20.0, 40.0), (2.882, -1.442, 7.325, 20.0, 40.0), (-1.066, 1.817, -1.167, 20.0, 40.0), (-2.144, 2.791, -3.655, 20.0, 40.0), (-4.370, 2.228, -3.642, 20.0, 40.0), (3.996, 2.775, -0.553, 20.0, 40.0), (0.289, 2.055, -0.965, 20.0, 40.0), (-0.588, -1.601, 5.908, 20.0, 40.0), (-1.801, 0.417, 1.265, 20.0, 40.0), (4.375, -1.499, 8.186, 20.0, 40.0), (-2.618, 0.038, 1.615, 20.0, 40.0), (3.616, -0.833, 6.475, 20.0, 40.0), (-4.045, -1.558, 4.094, 20.0, 40.0), (-3.962, 0.636, -0.253, 20.0, 40.0), (3.505, 2.625, -0.497, 20.0, 40.0), (3.029, -0.523, 5.560, 20.0, 40.0), (-3.520, -0.474, 2.188, 20.0, 40.0), (2.430, -1.469, 7.154, 20.0, 40.0), (1.547, -1.654, 7.082, 20.0, 40.0), (-1.370, 0.575, 1.165, 20.0, 40.0), (-1.869, -1.555, 5.176, 20.0, 40.0), (3.536, 2.841, -0.913, 20.0, 40.0), (-3.810, 1.220, -1.344, 20.0, 40.0), (-1.971, 1.462, -0.910, 20.0, 40.0), (-0.243, 0.167, 2.545, 20.0, 40.0), (-1.403, 2.645, -2.991, 20.0, 40.0), (0.532, -0.114, 3.494, 20.0, 40.0), (-1.678, 0.975, 0.212, 20.0, 40.0), (-0.656, 2.140, -1.609, 20.0, 40.0), (1.743, 2.631, -1.390, 20.0, 40.0), (2.586, 2.943, -1.593, 20.0, 40.0), (-0.512, 2.969, -3.195, 20.0, 40.0), (2.283, -0.100, 4.342, 20.0, 40.0), (-4.293, 0.872, -0.890, 20.0, 40.0), (3.411, 1.300, 2.106, 20.0, 40.0), (-0.281, 2.951, -3.042, 20.0, 40.0), (-4.442, 0.384, 0.012, 20.0, 40.0), (1.194, 1.746, 0.104, 20.0, 40.0), (-1.152, 1.862, -1.300, 20.0, 40.0), (1.362, -1.341, 6.363, 20.0, 40.0), (-4.488, 2.618, -4.481, 20.0, 40.0), (3.419, -0.564, 5.837, 20.0, 40.0), (-3.392, 0.396, 0.512, 20.0, 40.0), (-1.629, -0.909, 4.003, 20.0, 40.0), (4.447, -1.088, 7.399, 20.0, 40.0), (-1.232, 1.699, -1.014, 20.0, 40.0), (-1.286, -0.609, 3.575, 20.0, 40.0), (2.437, 2.796, -1.374, 20.0, 40.0), (-4.864, 1.989, -3.410, 20.0, 40.0), (-1.716, -1.399, 4.940, 20.0, 40.0), (-3.084, 1.858, -2.259, 20.0, 40.0), (2.828, -0.319, 5.053, 20.0, 40.0), (-1.226, 2.586, -2.786, 20.0, 40.0), (2.456, 0.092, 4.044, 20.0, 40.0), (-0.989, 2.375, -2.245, 20.0, 40.0), (3.268, 0.935, 2.765, 20.0, 40.0), (-4.128, -1.995, 4.927, 20.0, 40.0), (-1.083, 2.197, -1.935, 20.0, 40.0), (-3.471, -1.198, 3.660, 20.0, 40.0), (4.617, -1.136, 7.579, 20.0, 40.0), (2.054, -1.675, 7.378, 20.0, 40.0), (4.106, 2.326, 0.402, 20.0, 40.0), (1.558, 0.310, 3.158, 20.0, 40.0), (0.792, 0.900, 1.596, 20.0, 40.0), (-3.229, 0.300, 0.785, 20.0, 40.0), (3.787, -0.793, 6.479, 20.0, 40.0), (1.786, 2.288, -0.684, 20.0, 40.0), (2.643, 0.223, 3.875, 20.0, 40.0), (-3.592, 2.122, -3.040, 20.0, 40.0), (4.519, -1.760, 8.779, 20.0, 40.0), (3.221, 2.255, 0.101, 20.0, 40.0), (4.151, 1.788, 1.500, 20.0, 40.0), (-1.033, -1.195, 4.874, 20.0, 40.0), (-1.636, -1.037, 4.257, 20.0, 40.0), (-3.548, 1.911, -2.596, 20.0, 40.0), (4.829, -0.293, 6.001, 20.0, 40.0), (-4.684, -1.664, 3.986, 20.0, 40.0), (4.531, -0.503, 6.271, 20.0, 40.0), (-3.503, -1.606, 4.460, 20.0, 40.0), (-2.036, -1.522, 5.027, 20.0, 40.0), (-0.473, -0.617, 3.997, 20.0, 40.0), (-1.554, -1.630, 5.483, 20.0, 40.0), (-3.567, -1.043, 3.302, 20.0, 40.0), (-2.038, 0.579, 0.823, 20.0, 40.0), (-3.040, 0.857, -0.233, 20.0, 40.0), (4.610, 0.562, 4.181, 20.0, 40.0), (-3.323, -1.938, 5.215, 20.0, 40.0), (4.314, 1.720, 1.717, 20.0, 40.0), (-1.220, 0.615, 1.161, 20.0, 40.0), (-2.556, 1.120, -0.519, 20.0, 40.0), (-3.717, -0.108, 1.358, 20.0, 40.0), (4.689, -1.826, 8.996, 20.0, 40.0), (3.452, 0.506, 3.713, 20.0, 40.0), (2.472, 0.612, 3.012, 20.0, 40.0), (3.452, 0.450, 3.826, 20.0, 40.0), (1.207, 2.585, -1.567, 20.0, 40.0), (-4.826, 1.090, -1.593, 20.0, 40.0), (3.116, -1.118, 6.794, 20.0, 40.0), (0.448, 2.732, -2.240, 20.0, 40.0), (-1.096, -0.525, 3.503, 20.0, 40.0), (-4.680, -0.238, 1.137, 20.0, 40.0), (2.552, -1.403, 7.082, 20.0, 40.0), (0.719, 2.997, -2.635, 20.0, 40.0), (0.347, -1.966, 7.105, 20.0, 40.0), (2.958, -0.404, 5.288, 20.0, 40.0), (0.722, -1.950, 7.261, 20.0, 40.0), (-2.851, -0.986, 3.546, 20.0, 40.0), (-4.316, -0.439, 1.721, 20.0, 40.0), (-1.685, -0.201, 2.560, 20.0, 40.0), (1.856, 0.190, 3.549, 20.0, 40.0), (-2.052, 0.206, 1.562, 20.0, 40.0), (-2.504, -0.646, 3.041, 20.0, 40.0), (3.235, 0.882, 2.854, 20.0, 40.0), (-1.366, -1.573, 5.463, 20.0, 40.0), (-3.447, 2.419, -3.562, 20.0, 40.0), (4.155, 2.092, 0.893, 20.0, 40.0), (-0.935, 0.209, 2.116, 20.0, 40.0), (3.117, -1.821, 8.201, 20.0, 40.0), (3.759, 0.577, 3.725, 20.0, 40.0), (-0.938, 2.992, -3.453, 20.0, 40.0), (-0.525, 2.341, -1.945, 20.0, 40.0), (4.540, 2.625, 0.019, 20.0, 40.0), (-2.097, 1.190, -0.429, 20.0, 40.0), (-2.672, 1.983, -2.302, 20.0, 40.0), (-3.038, -1.490, 4.460, 20.0, 40.0), (-0.943, 2.149, -1.770, 20.0, 40.0), (0.739, 1.598, 0.174, 20.0, 40.0), (1.828, 1.853, 0.208, 20.0, 40.0), (4.856, 0.137, 5.153, 20.0, 40.0), (-1.617, 0.468, 1.255, 20.0, 40.0), (-1.972, 2.053, -2.092, 20.0, 40.0), (-4.633, 1.389, -2.094, 20.0, 40.0), (-3.628, -1.156, 3.498, 20.0, 40.0), (3.597, 1.034, 2.731, 20.0, 40.0), (-1.488, -0.002, 2.261, 20.0, 40.0), (0.749, 1.921, -0.468, 20.0, 40.0), (1.304, -1.371, 6.394, 20.0, 40.0), (4.587, 2.936, -0.579, 20.0, 40.0), (-2.241, 1.791, -1.703, 20.0, 40.0), (-2.945, 1.372, -1.216, 20.0, 40.0), (1.375, 0.395, 2.898, 20.0, 40.0), (-1.281, -0.641, 3.642, 20.0, 40.0), (2.178, 0.895, 2.299, 20.0, 40.0), (3.031, -0.786, 6.087, 20.0, 40.0), (-1.385, -0.375, 3.058, 20.0, 40.0), (4.041, -0.431, 5.882, 20.0, 40.0), (0.480, -0.507, 4.254, 20.0, 40.0), (-3.797, 0.140, 0.822, 20.0, 40.0), (2.355, 2.502, -0.827, 20.0, 40.0), (1.376, -1.583, 6.854, 20.0, 40.0), (0.164, 1.405, 0.273, 20.0, 40.0), (-1.273, 1.471, -0.579, 20.0, 40.0), (0.770, 2.246, -1.107, 20.0, 40.0), (4.552, 2.904, -0.533, 20.0, 40.0), (4.259, -1.772, 8.674, 20.0, 40.0), (-0.309, 1.159, 0.528, 20.0, 40.0), (3.581, 2.700, -0.610, 20.0, 40.0), (-3.202, 0.346, 0.707, 20.0, 40.0), (-1.575, 1.242, -0.271, 20.0, 40.0), (-1.584, -0.493, 3.194, 20.0, 40.0), (-3.778, 0.150, 0.810, 20.0, 40.0), (-4.675, 1.749, -2.835, 20.0, 40.0), (3.567, -0.792, 6.367, 20.0, 40.0), (-0.417, 1.399, -0.006, 20.0, 40.0), (-4.672, 2.007, -3.349, 20.0, 40.0), (-1.034, 0.196, 2.090, 20.0, 40.0), (-3.796, 2.496, -3.890, 20.0, 40.0), (3.532, -0.497, 5.759, 20.0, 40.0), (4.868, -1.359, 8.151, 20.0, 40.0), (-0.769, 0.302, 2.011, 20.0, 40.0), (4.475, 2.612, 0.014, 20.0, 40.0), (-3.532, -0.395, 2.024, 20.0, 40.0), (0.322, 0.675, 1.812, 20.0, 40.0), (-2.028, -1.942, 5.870, 20.0, 40.0), (1.810, -1.244, 6.392, 20.0, 40.0), (-0.783, 1.242, 0.124, 20.0, 40.0), (-4.745, -1.300, 3.227, 20.0, 40.0), (1.902, 1.973, 0.005, 20.0, 40.0), (-3.453, -1.429, 4.132, 20.0, 40.0), (1.559, 0.986, 1.808, 20.0, 40.0), (0.128, 2.754, -2.443, 20.0, 40.0), (2.759, 1.727, 0.926, 20.0, 40.0), (-4.468, 1.690, -2.614, 20.0, 40.0), (-2.368, -1.922, 5.659, 20.0, 40.0), (-2.766, 2.128, -2.640, 20.0, 40.0), (0.967, -1.825, 7.133, 20.0, 40.0), (-2.854, 2.855, -4.136, 20.0, 40.0), (-2.944, 1.875, -2.222, 20.0, 40.0), (-2.632, -0.983, 3.649, 20.0, 40.0), (2.427, 2.239, -0.266, 20.0, 40.0), (-1.726, -0.838, 3.812, 20.0, 40.0), (0.007, -0.903, 4.809, 20.0, 40.0), (-2.013, 1.092, -0.191, 20.0, 40.0), (-0.449, 0.970, 0.836, 20.0, 40.0), (1.396, 0.411, 2.876, 20.0, 40.0), (-1.115, -1.790, 6.023, 20.0, 40.0), (3.748, 1.917, 1.039, 20.0, 40.0), (2.978, 1.043, 2.404, 20.0, 40.0), (-3.969, 2.514, -4.013, 20.0, 40.0), (4.455, -0.050, 5.328, 20.0, 40.0), (-3.065, -0.846, 3.160, 20.0, 40.0), (-1.069, 2.167, -1.869, 20.0, 40.0), (3.016, -1.393, 7.294, 20.0, 40.0), (0.045, -1.928, 6.879, 20.0, 40.0), (-2.555, -0.984, 3.690, 20.0, 40.0), (-1.995, -0.054, 2.111, 20.0, 40.0), (4.600, -0.509, 6.318, 20.0, 40.0), (-1.942, 1.215, -0.402, 20.0, 40.0), (1.262, 2.765, -1.899, 20.0, 40.0), (2.617, -1.106, 6.521, 20.0, 40.0), (1.737, 0.554, 2.761, 20.0, 40.0), (-2.197, 0.632, 0.638, 20.0, 40.0), (4.768, 2.618, 0.147, 20.0, 40.0), (-3.737, -0.939, 3.010, 20.0, 40.0), (-2.623, 0.595, 0.499, 20.0, 40.0), (4.752, -0.340, 6.057, 20.0, 40.0), (2.333, -1.037, 6.240, 20.0, 40.0), (4.234, -1.882, 8.881, 20.0, 40.0), (-3.393, -0.812, 2.927, 20.0, 40.0), (0.885, 1.383, 0.678, 20.0, 40.0), (0.123, 2.937, -2.812, 20.0, 40.0), (2.969, 0.760, 2.964, 20.0, 40.0), (-4.929, 1.251, -1.967, 20.0, 40.0), (1.916, 2.223, -0.488, 20.0, 40.0), (-0.020, -1.740, 6.469, 20.0, 40.0), (0.702, -1.272, 5.895, 20.0, 40.0), (2.496, 2.648, -1.048, 20.0, 40.0), (4.067, -1.475, 7.984, 20.0, 40.0), (-3.717, 1.851, -2.561, 20.0, 40.0), (1.678, -0.624, 5.088, 20.0, 40.0), (1.073, 0.695, 2.146, 20.0, 40.0), (1.842, -0.749, 5.419, 20.0, 40.0), (-3.518, 1.909, -2.578, 20.0, 40.0), (2.229, 1.189, 1.737, 20.0, 40.0), (4.987, 2.893, -0.292, 20.0, 40.0), (-4.809, 1.043, -1.490, 20.0, 40.0), (-0.241, -0.728, 4.334, 20.0, 40.0), (-3.331, 0.590, 0.156, 20.0, 40.0), (-0.455, 2.621, -2.470, 20.0, 40.0), (1.492, 1.223, 1.301, 20.0, 40.0), (3.948, 2.841, -0.709, 20.0, 40.0), (0.732, 0.446, 2.475, 20.0, 40.0), (2.400, 2.390, -0.579, 20.0, 40.0), (-2.718, 1.427, -1.213, 20.0, 40.0), (-1.826, 1.451, -0.815, 20.0, 40.0), (1.125, 0.438, 2.686, 20.0, 40.0), (-4.918, 1.880, -3.219, 20.0, 40.0), (3.068, -0.442, 5.418, 20.0, 40.0), (1.982, 1.201, 1.589, 20.0, 40.0), (0.701, -1.709, 6.768, 20.0, 40.0), (-1.496, 2.564, -2.877, 20.0, 40.0), (-3.812, 0.974, -0.853, 20.0, 40.0), (-3.405, 2.018, -2.739, 20.0, 40.0), (2.211, 2.889, -1.674, 20.0, 40.0), (-2.481, 2.931, -4.103, 20.0, 40.0), (-3.721, 2.765, -4.391, 20.0, 40.0), (-1.768, -1.292, 4.699, 20.0, 40.0), (-4.462, 1.058, -1.347, 20.0, 40.0), (-3.516, -1.942, 5.126, 20.0, 40.0), (0.485, 2.420, -1.597, 20.0, 40.0), (-0.492, 0.242, 2.270, 20.0, 40.0), (4.245, 1.689, 1.744, 20.0, 40.0), (2.234, 0.364, 3.389, 20.0, 40.0), (2.629, 2.224, -0.134, 20.0, 40.0), (-4.375, 1.221, -1.630, 20.0, 40.0), (-0.618, 1.374, -0.057, 20.0, 40.0), (-2.580, -1.604, 4.918, 20.0, 40.0), (0.159, 1.104, 0.871, 20.0, 40.0), (-3.597, 0.975, -0.749, 20.0, 40.0); DROP TABLE IF EXISTS test.model; -create table test.model engine = Memory as select LinearRegressionState(0.1, 5, 1.0)(target, param1, param2) as state from test.defaults; +create table test.model engine = Memory as select LinearRegressionState(0.01, 1, 2.0)(target, param1, param2) as state from test.defaults; with (select state from test.model) as model select evalMLMethod(model, predict1, predict2) from test.defaults; From 521e897a92bff165c0f2a79e3517dff107fd10cc Mon Sep 17 00:00:00 2001 From: ivan-kush Date: Sat, 9 Mar 2019 21:24:11 +0300 Subject: [PATCH 023/709] init --- dbms/src/Storages/StorageMergeTree.cpp | 26 +++++++++++++++++++++++--- 1 file changed, 23 insertions(+), 3 deletions(-) diff --git a/dbms/src/Storages/StorageMergeTree.cpp b/dbms/src/Storages/StorageMergeTree.cpp index ba3fe04dd89..10b9b9d51b6 100644 --- a/dbms/src/Storages/StorageMergeTree.cpp +++ b/dbms/src/Storages/StorageMergeTree.cpp @@ -3,6 +3,8 @@ #include #include #include +#include +#include #include #include @@ -224,11 +226,29 @@ void StorageMergeTree::alter( auto parts = data.getDataParts({MergeTreeDataPartState::PreCommitted, MergeTreeDataPartState::Committed, MergeTreeDataPartState::Outdated}); auto columns_for_parts = new_columns.getAllPhysical(); std::vector transactions; - for (const MergeTreeData::DataPartPtr & part : parts) + + ThreadPool thread_pool(2 * getNumberOfPhysicalCPUCores()); + size_t i = 0; + transactions.resize(parts.size()); + for (const auto & part : parts) { - if (auto transaction = data.alterDataPart(part, columns_for_parts, new_indices.indices, false)) - transactions.push_back(std::move(transaction)); + thread_pool.schedule( + [this, i, &transactions, &part, columns_for_parts, new_indices = new_indices.indices] { + if (auto transaction = this->data.alterDataPart(part, columns_for_parts, new_indices, false)) + transactions[i] = (std::move(transaction)); + } + ); + + ++i; } + thread_pool.wait(); + transactions.erase( + std::remove_if(transactions.begin(), transactions.end(), + [](const MergeTreeData::AlterDataPartTransactionPtr& transaction) { + return transaction == nullptr; + } + ) + ); auto table_hard_lock = lockStructureForAlter(context.getCurrentQueryId()); From c3182d4ae690e5f51e3a1e6de3f6c14cea3f0bd4 Mon Sep 17 00:00:00 2001 From: ivan-kush Date: Sun, 10 Mar 2019 22:47:26 +0300 Subject: [PATCH 024/709] fix erase --- dbms/src/Storages/StorageMergeTree.cpp | 62 +++++++++++++++----------- dbms/src/Storages/StorageMergeTree.h | 3 ++ 2 files changed, 38 insertions(+), 27 deletions(-) diff --git a/dbms/src/Storages/StorageMergeTree.cpp b/dbms/src/Storages/StorageMergeTree.cpp index 10b9b9d51b6..a1fa2426249 100644 --- a/dbms/src/Storages/StorageMergeTree.cpp +++ b/dbms/src/Storages/StorageMergeTree.cpp @@ -193,6 +193,38 @@ void StorageMergeTree::rename(const String & new_path_to_db, const String & /*ne } +std::vector StorageMergeTree::prepare_alter_transactions( + const ColumnsDescription& new_columns, const IndicesDescription& new_indices, const size_t thread_pool_size) +{ + ThreadPool thread_pool(thread_pool_size); + + auto parts = data.getDataParts({MergeTreeDataPartState::PreCommitted, MergeTreeDataPartState::Committed, MergeTreeDataPartState::Outdated}); + std::vector transactions(parts.size()); + const auto& columns_for_parts = new_columns.getAllPhysical(); + size_t i = 0; + for (const auto & part : parts) + { + thread_pool.schedule( + [this, i, &transactions, &part, columns_for_parts, new_indices = new_indices.indices] + { + if (auto transaction = this->data.alterDataPart(part, columns_for_parts, new_indices, false)) + transactions[i] = (std::move(transaction)); + } + ); + + ++i; + } + thread_pool.wait(); + auto erase_pos = std::remove_if(transactions.begin(), transactions.end(), + [](const MergeTreeData::AlterDataPartTransactionPtr& transaction) { + return transaction == nullptr; + } + ); + transactions.erase(erase_pos, transactions.end()); + + return transactions; +} + void StorageMergeTree::alter( const AlterCommands & params, const String & current_database_name, @@ -223,32 +255,8 @@ void StorageMergeTree::alter( ASTPtr new_primary_key_ast = data.primary_key_ast; params.apply(new_columns, new_indices, new_order_by_ast, new_primary_key_ast); - auto parts = data.getDataParts({MergeTreeDataPartState::PreCommitted, MergeTreeDataPartState::Committed, MergeTreeDataPartState::Outdated}); - auto columns_for_parts = new_columns.getAllPhysical(); - std::vector transactions; - - ThreadPool thread_pool(2 * getNumberOfPhysicalCPUCores()); - size_t i = 0; - transactions.resize(parts.size()); - for (const auto & part : parts) - { - thread_pool.schedule( - [this, i, &transactions, &part, columns_for_parts, new_indices = new_indices.indices] { - if (auto transaction = this->data.alterDataPart(part, columns_for_parts, new_indices, false)) - transactions[i] = (std::move(transaction)); - } - ); - - ++i; - } - thread_pool.wait(); - transactions.erase( - std::remove_if(transactions.begin(), transactions.end(), - [](const MergeTreeData::AlterDataPartTransactionPtr& transaction) { - return transaction == nullptr; - } - ) - ); + std::vector transactions = prepare_alter_transactions(new_columns, new_indices, + 2 * getNumberOfPhysicalCPUCores()); auto table_hard_lock = lockStructureForAlter(context.getCurrentQueryId()); @@ -269,7 +277,7 @@ void StorageMergeTree::alter( data.setPrimaryKeyIndicesAndColumns(new_order_by_ast, new_primary_key_ast, new_columns, new_indices); for (auto & transaction : transactions) - transaction->commit(); + transaction->commit(); /// Columns sizes could be changed data.recalculateColumnSizes(); diff --git a/dbms/src/Storages/StorageMergeTree.h b/dbms/src/Storages/StorageMergeTree.h index d17b496bd97..36b6cb9fc36 100644 --- a/dbms/src/Storages/StorageMergeTree.h +++ b/dbms/src/Storages/StorageMergeTree.h @@ -132,6 +132,9 @@ private: BackgroundProcessingPool::TaskHandle background_task_handle; + std::vector prepare_alter_transactions( + const ColumnsDescription& new_columns, const IndicesDescription& new_indices, const size_t thread_pool_size); + void loadMutations(); /** Determines what parts should be merged and merges it. From 6acb39032ff072bc3771f0d7293456964fcbe5ca Mon Sep 17 00:00:00 2001 From: ivan-kush Date: Mon, 11 Mar 2019 23:17:50 +0300 Subject: [PATCH 025/709] format --- dbms/src/Storages/StorageMergeTree.cpp | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/dbms/src/Storages/StorageMergeTree.cpp b/dbms/src/Storages/StorageMergeTree.cpp index a1fa2426249..363718badf0 100644 --- a/dbms/src/Storages/StorageMergeTree.cpp +++ b/dbms/src/Storages/StorageMergeTree.cpp @@ -200,7 +200,9 @@ std::vector StorageMergeTree::prepar auto parts = data.getDataParts({MergeTreeDataPartState::PreCommitted, MergeTreeDataPartState::Committed, MergeTreeDataPartState::Outdated}); std::vector transactions(parts.size()); + const auto& columns_for_parts = new_columns.getAllPhysical(); + size_t i = 0; for (const auto & part : parts) { @@ -215,6 +217,7 @@ std::vector StorageMergeTree::prepar ++i; } thread_pool.wait(); + auto erase_pos = std::remove_if(transactions.begin(), transactions.end(), [](const MergeTreeData::AlterDataPartTransactionPtr& transaction) { return transaction == nullptr; @@ -255,8 +258,7 @@ void StorageMergeTree::alter( ASTPtr new_primary_key_ast = data.primary_key_ast; params.apply(new_columns, new_indices, new_order_by_ast, new_primary_key_ast); - std::vector transactions = prepare_alter_transactions(new_columns, new_indices, - 2 * getNumberOfPhysicalCPUCores()); + auto transactions = prepare_alter_transactions(new_columns, new_indices, 2 * getNumberOfPhysicalCPUCores()); auto table_hard_lock = lockStructureForAlter(context.getCurrentQueryId()); From 3f01882310f0755abd61d8d459eac942fe136ab5 Mon Sep 17 00:00:00 2001 From: ivan-kush Date: Tue, 12 Mar 2019 08:56:02 +0300 Subject: [PATCH 026/709] format2 --- dbms/src/Storages/StorageMergeTree.cpp | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/dbms/src/Storages/StorageMergeTree.cpp b/dbms/src/Storages/StorageMergeTree.cpp index 363718badf0..a7a618873a8 100644 --- a/dbms/src/Storages/StorageMergeTree.cpp +++ b/dbms/src/Storages/StorageMergeTree.cpp @@ -219,7 +219,8 @@ std::vector StorageMergeTree::prepar thread_pool.wait(); auto erase_pos = std::remove_if(transactions.begin(), transactions.end(), - [](const MergeTreeData::AlterDataPartTransactionPtr& transaction) { + [](const MergeTreeData::AlterDataPartTransactionPtr& transaction) + { return transaction == nullptr; } ); From 6daee801fafd2f45360408a735233818aa4594b2 Mon Sep 17 00:00:00 2001 From: alexey-milovidov Date: Tue, 12 Mar 2019 16:24:03 +0300 Subject: [PATCH 027/709] Update StorageMergeTree.cpp --- dbms/src/Storages/StorageMergeTree.cpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/dbms/src/Storages/StorageMergeTree.cpp b/dbms/src/Storages/StorageMergeTree.cpp index a7a618873a8..ab176cae64d 100644 --- a/dbms/src/Storages/StorageMergeTree.cpp +++ b/dbms/src/Storages/StorageMergeTree.cpp @@ -280,7 +280,7 @@ void StorageMergeTree::alter( data.setPrimaryKeyIndicesAndColumns(new_order_by_ast, new_primary_key_ast, new_columns, new_indices); for (auto & transaction : transactions) - transaction->commit(); + transaction->commit(); /// Columns sizes could be changed data.recalculateColumnSizes(); From 72f785bd1db0788b3ae4e1e4b272c54db66665fc Mon Sep 17 00:00:00 2001 From: alexey-milovidov Date: Tue, 12 Mar 2019 16:24:56 +0300 Subject: [PATCH 028/709] Update StorageMergeTree.cpp --- dbms/src/Storages/StorageMergeTree.cpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/dbms/src/Storages/StorageMergeTree.cpp b/dbms/src/Storages/StorageMergeTree.cpp index ab176cae64d..dbfa02b2869 100644 --- a/dbms/src/Storages/StorageMergeTree.cpp +++ b/dbms/src/Storages/StorageMergeTree.cpp @@ -194,7 +194,7 @@ void StorageMergeTree::rename(const String & new_path_to_db, const String & /*ne std::vector StorageMergeTree::prepare_alter_transactions( - const ColumnsDescription& new_columns, const IndicesDescription& new_indices, const size_t thread_pool_size) + const ColumnsDescription & new_columns, const IndicesDescription & new_indices, const size_t thread_pool_size) { ThreadPool thread_pool(thread_pool_size); From fc3cb57881e85cbc96643ab71237bbd6d9591fad Mon Sep 17 00:00:00 2001 From: alexey-milovidov Date: Tue, 12 Mar 2019 16:26:26 +0300 Subject: [PATCH 029/709] Update StorageMergeTree.cpp --- dbms/src/Storages/StorageMergeTree.cpp | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/dbms/src/Storages/StorageMergeTree.cpp b/dbms/src/Storages/StorageMergeTree.cpp index dbfa02b2869..90a50ce80f8 100644 --- a/dbms/src/Storages/StorageMergeTree.cpp +++ b/dbms/src/Storages/StorageMergeTree.cpp @@ -193,7 +193,7 @@ void StorageMergeTree::rename(const String & new_path_to_db, const String & /*ne } -std::vector StorageMergeTree::prepare_alter_transactions( +std::vector StorageMergeTree::prepareAlterTransactions( const ColumnsDescription & new_columns, const IndicesDescription & new_indices, const size_t thread_pool_size) { ThreadPool thread_pool(thread_pool_size); @@ -201,7 +201,7 @@ std::vector StorageMergeTree::prepar auto parts = data.getDataParts({MergeTreeDataPartState::PreCommitted, MergeTreeDataPartState::Committed, MergeTreeDataPartState::Outdated}); std::vector transactions(parts.size()); - const auto& columns_for_parts = new_columns.getAllPhysical(); + const auto & columns_for_parts = new_columns.getAllPhysical(); size_t i = 0; for (const auto & part : parts) @@ -210,7 +210,7 @@ std::vector StorageMergeTree::prepar [this, i, &transactions, &part, columns_for_parts, new_indices = new_indices.indices] { if (auto transaction = this->data.alterDataPart(part, columns_for_parts, new_indices, false)) - transactions[i] = (std::move(transaction)); + transactions[i] = std::move(transaction); } ); @@ -219,7 +219,7 @@ std::vector StorageMergeTree::prepar thread_pool.wait(); auto erase_pos = std::remove_if(transactions.begin(), transactions.end(), - [](const MergeTreeData::AlterDataPartTransactionPtr& transaction) + [](const MergeTreeData::AlterDataPartTransactionPtr & transaction) { return transaction == nullptr; } @@ -259,7 +259,7 @@ void StorageMergeTree::alter( ASTPtr new_primary_key_ast = data.primary_key_ast; params.apply(new_columns, new_indices, new_order_by_ast, new_primary_key_ast); - auto transactions = prepare_alter_transactions(new_columns, new_indices, 2 * getNumberOfPhysicalCPUCores()); + auto transactions = prepareAlterTransactions(new_columns, new_indices, 2 * getNumberOfPhysicalCPUCores()); auto table_hard_lock = lockStructureForAlter(context.getCurrentQueryId()); From 24d0315f1e7cbf7218c612e338b2acc2ab8c9426 Mon Sep 17 00:00:00 2001 From: alexey-milovidov Date: Tue, 12 Mar 2019 16:26:48 +0300 Subject: [PATCH 030/709] Update StorageMergeTree.h --- dbms/src/Storages/StorageMergeTree.h | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/dbms/src/Storages/StorageMergeTree.h b/dbms/src/Storages/StorageMergeTree.h index 36b6cb9fc36..7e0da497465 100644 --- a/dbms/src/Storages/StorageMergeTree.h +++ b/dbms/src/Storages/StorageMergeTree.h @@ -132,8 +132,8 @@ private: BackgroundProcessingPool::TaskHandle background_task_handle; - std::vector prepare_alter_transactions( - const ColumnsDescription& new_columns, const IndicesDescription& new_indices, const size_t thread_pool_size); + std::vector prepareAlterTransactions( + const ColumnsDescription & new_columns, const IndicesDescription & new_indices, const size_t thread_pool_size); void loadMutations(); From bfd53e3cccb0f8ebfce9b66e09c3860f2c574d30 Mon Sep 17 00:00:00 2001 From: Yuriy Date: Sat, 16 Mar 2019 05:08:21 +0300 Subject: [PATCH 031/709] draft --- dbms/programs/server/CMakeLists.txt | 1 + dbms/programs/server/MySQLHandler.cpp | 279 ++++++++++++++++ dbms/programs/server/MySQLHandler.h | 58 ++++ dbms/programs/server/MySQLHandlerFactory.h | 33 ++ dbms/programs/server/Server.cpp | 16 + dbms/src/Core/MySQLProtocol.cpp | 50 +++ dbms/src/Core/MySQLProtocol.h | 366 +++++++++++++++++++++ 7 files changed, 803 insertions(+) create mode 100644 dbms/programs/server/MySQLHandler.cpp create mode 100644 dbms/programs/server/MySQLHandler.h create mode 100644 dbms/programs/server/MySQLHandlerFactory.h create mode 100644 dbms/src/Core/MySQLProtocol.cpp create mode 100644 dbms/src/Core/MySQLProtocol.h diff --git a/dbms/programs/server/CMakeLists.txt b/dbms/programs/server/CMakeLists.txt index 5cb08018065..5b00f5574c8 100644 --- a/dbms/programs/server/CMakeLists.txt +++ b/dbms/programs/server/CMakeLists.txt @@ -8,6 +8,7 @@ set(CLICKHOUSE_SERVER_SOURCES ${CMAKE_CURRENT_SOURCE_DIR}/RootRequestHandler.cpp ${CMAKE_CURRENT_SOURCE_DIR}/Server.cpp ${CMAKE_CURRENT_SOURCE_DIR}/TCPHandler.cpp + ${CMAKE_CURRENT_SOURCE_DIR}/MySQLHandler.cpp ) set(CLICKHOUSE_SERVER_LINK PRIVATE clickhouse_dictionaries clickhouse_common_io PUBLIC daemon PRIVATE clickhouse_storages_system clickhouse_functions clickhouse_aggregate_functions clickhouse_table_functions ${Poco_Net_LIBRARY}) diff --git a/dbms/programs/server/MySQLHandler.cpp b/dbms/programs/server/MySQLHandler.cpp new file mode 100644 index 00000000000..ad250c8ce7e --- /dev/null +++ b/dbms/programs/server/MySQLHandler.cpp @@ -0,0 +1,279 @@ +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include "MySQLHandler.h" +#include + + +namespace DB +{ +using namespace MySQLProtocol; + +uint32_t MySQLHandler::last_connection_id = 0; + +String MySQLHandler::readPayload() +{ + WriteBufferFromOwnString buf; + + size_t payload_length = 0; + uint8_t packet_sequence_id; + + // packets which are larger than or equal to 16MB are splitted + do { + LOG_TRACE(log, "Reading from buffer"); + + in->readStrict(reinterpret_cast(&payload_length), 3); + + if (payload_length > MAX_PACKET_LENGTH) { + throw ProtocolError(Poco::format("Received packet with payload length greater than 2^24 - 1: %z.", payload_length), 0); + } + + in->readStrict(reinterpret_cast(&packet_sequence_id), 1); + + if (packet_sequence_id != sequence_id) { + throw ProtocolError(Poco::format("Received packet with wrong sequence-id: %d. Expected: %d.", packet_sequence_id, sequence_id), 0); + } + sequence_id++; + + LOG_TRACE(log, "Received packet. Sequence-id: " << static_cast(packet_sequence_id) << ", payload length: " << payload_length); + + copyData(*in, static_cast(buf), payload_length); + } + while (payload_length == MAX_PACKET_LENGTH); + + return buf.str(); +} + +/// Converts packet to text. Useful for debugging, since packets often consist of non-printing characters. +static String packetToText(std::string_view payload) { + String result; + for (auto c : payload) { + result += ' '; + result += std::to_string(static_cast(c)); + } + return result; +} + +void MySQLHandler::writePayload(std::string_view payload) +{ + size_t pos = 0; + do + { + size_t payload_length = std::min(payload.length() - pos, MAX_PACKET_LENGTH); + + LOG_TRACE(log, "Writing packet of size " << payload_length << " with sequence-id " << static_cast(sequence_id)); + LOG_TRACE(log, packetToText(payload)); + + out->write(reinterpret_cast(&payload_length), 3); + out->write(reinterpret_cast(&sequence_id), 1); + out->write(payload.data() + pos, payload_length); + + pos += payload_length; + sequence_id++; + } + while (pos < payload.length()); + out->next(); + + LOG_TRACE(log, "Packet was sent."); +} + +void MySQLHandler::run() { + sequence_id = 0; + connection_context = server.context(); + + in = std::make_shared(socket()); + out = std::make_shared(socket()); + + try + { + Handshake handshake(connection_id, VERSION_FULL); + auto payload = handshake.getPayload(); + writePayload(payload); + + LOG_TRACE(log, "sent handshake"); + + HandshakeResponse handshake_response; + payload = readPayload(); + handshake_response.readPayload(payload); + + LOG_DEBUG(log, "capability_flags: " << handshake_response.capability_flags + << "max_packet_size: %s" + << handshake_response.max_packet_size + << "character_set: %s" + << handshake_response.character_set + << "user: %s" + << handshake_response.username + << "auth_response length: %s" + << handshake_response.auth_response.length() + << "auth_response: %s" + << handshake_response.auth_response + << "database: %s" + << handshake_response.database + << "auth_plugin_name: %s" + << handshake_response.auth_plugin_name); + + capabilities = handshake_response.capability_flags; + if (!(capabilities & CLIENT_PROTOCOL_41)) { + LOG_ERROR(log, "Clients without CLIENT_PROTOCOL_41 capability are not supported."); + return; + } + + try { + connection_context.setUser(handshake_response.username, "", socket().address(), ""); + connection_context.setCurrentDatabase(handshake_response.database); + connection_context.setCurrentQueryId(""); + } + catch (const Exception & exc) { + log->log(exc); + writePayload(ERR_Packet(exc.code(), "00000", exc.message()).getPayload()); + return; // TODO Authentication method change + } + OK_Packet ok_packet(0, handshake_response.capability_flags, 0, 0, 0, 0, ""); + payload = ok_packet.getPayload(); + writePayload(payload); + LOG_INFO(log, "sent OK_Packet"); + + while (true) { + sequence_id = 0; + payload = readPayload(); + int command = payload[0]; + LOG_DEBUG(log, "Received command: " << std::to_string(command) << ". Connection id: " << connection_id << "."); + try { + switch (command) { + case COM_QUIT: + return; + case COM_INIT_DB: + comInitDB(payload); + break; + case COM_QUERY: + comQuery(payload); + break; + case COM_FIELD_LIST: + comFieldList(payload); + break; + case COM_PING: + comPing(); + break; + default: + throw Exception(Poco::format("Command %d is not implemented.", command), ErrorCodes::NOT_IMPLEMENTED); + } + } + catch (const NetException & exc) { + log->log(exc); + throw; + } + catch (const Exception & exc) { + log->log(exc); + writePayload(ERR_Packet(exc.code(), "00000", exc.message()).getPayload()); + } + } + } + catch (Poco::Exception& exc) + { + log->log(exc); + } + +} + +void MySQLHandler::comInitDB(const String & payload) +{ + String database = payload.substr(1); + LOG_DEBUG(log, "Setting current database to " << database); + connection_context.setCurrentDatabase(database); + writePayload(OK_Packet(0, capabilities, 0, 0, 0, 1, "").getPayload()); +} + +void MySQLHandler::comFieldList(const String & payload) { + ComFieldList packet; + packet.readPayload(payload); + StoragePtr tablePtr = connection_context.getTable(connection_context.getCurrentDatabase(), packet.table); + for (const NameAndTypePair & column: tablePtr->getColumns().getAll()) + { + ColumnDefinition column_definition( + "schema", packet.table, packet.table, column.name, column.name, CharacterSet::UTF8, 100, ColumnType::MYSQL_TYPE_STRING, 0, 0 + ); + writePayload(column_definition.getPayload()); + } + writePayload(OK_Packet(0xfe, capabilities, 0, 0, 0, 0, "").getPayload()); +} + +void MySQLHandler::comPing() { + writePayload(OK_Packet(0x0, capabilities, 0, 0, 0, 0, "").getPayload()); +} + +void MySQLHandler::comQuery(const String & payload) { + BlockIO res = executeQuery(payload.substr(1), connection_context); + FormatSettings format_settings; + if (res.in) { + LOG_TRACE(log, "Executing query with output."); + + Block header = res.in->getHeader(); + writePayload(writeLenenc(header.columns())); + + for (const ColumnWithTypeAndName & column : header.getColumnsWithTypeAndName()) + { + writePayload(ColumnDefinition( + "", /// database. Apparently, addition of these fields to ColumnWithTypeAndName and changes in interpreters are needed. + "", /// table name. + "", /// physical table name + column.name, /// virtual column name + "", /// physical column name + CharacterSet::UTF8, + /// maximum column length which can be used for text outputting. Since query execution hasn't started, it is unknown. + std::numeric_limits::max(), + ColumnType::MYSQL_TYPE_STRING, /// TODO + 0, + 0 + ).getPayload()); + + LOG_TRACE(log, "sent " << column.name << " column definition"); + } + + LOG_TRACE(log, "Sent columns definitions."); + + while (Block block = res.in->read()) + { + size_t rows = block.rows(); + size_t columns = block.columns(); + + for (size_t i = 0; i < rows; i++) { + String row_payload; + for (size_t j = 0; j < columns; j++) { + ColumnWithTypeAndName & column = block.getByPosition(j); + column.column = column.column->convertToFullColumnIfConst(); + + String column_value; + WriteBufferFromString ostr(column_value); + + LOG_TRACE(log, "sending value of type " << column.type->getName() << " of column " << column.column->getName()); + + column.type->serializeAsText(*column.column.get(), i, ostr, format_settings); + ostr.finish(); + + writeLenencStr(row_payload, column_value); + } + writePayload(row_payload); + } + } + + LOG_TRACE(log, "Sent rows."); + } + + if (capabilities & CLIENT_DEPRECATE_EOF) { + writePayload(OK_Packet(0xfe, capabilities, 0, 0, 0, 0, "").getPayload()); + } else { + writePayload(EOF_Packet(0, 0).getPayload()); + } +} + +} diff --git a/dbms/programs/server/MySQLHandler.h b/dbms/programs/server/MySQLHandler.h new file mode 100644 index 00000000000..85b6ed78e81 --- /dev/null +++ b/dbms/programs/server/MySQLHandler.h @@ -0,0 +1,58 @@ +#pragma once + +#include +#include +#include "IServer.h" + + +namespace DB +{ + +/// Handler for MySQL wire protocol connections. Allows to connect to ClickHouse using MySQL client. +class MySQLHandler : public Poco::Net::TCPServerConnection { +public: + MySQLHandler(IServer &server_, const Poco::Net::StreamSocket &socket_) + : Poco::Net::TCPServerConnection(socket_) + , server(server_) + , log(&Poco::Logger::get("MySQLHandler")) + , connection_context(server.context()) + , connection_id(last_connection_id++) + { + } + + void run() final; + + /** Reads one packet, incrementing sequence-id, and returns its payload. + * Currently, whole payload is loaded into memory. + */ + String readPayload(); + + /// Writes packet payload, incrementing sequence-id. + void writePayload(std::string_view payload); + + void comQuery(const String & payload); + + void comFieldList(const String & payload); + + void comPing(); + + void comInitDB(const String & payload); +private: + IServer & server; + Poco::Logger * log; + Context connection_context; + + std::shared_ptr in; + std::shared_ptr out; + + /// Packet sequence id + unsigned char sequence_id = 0; + + uint32_t connection_id = 0; + + uint32_t capabilities; + + static uint32_t last_connection_id; +}; + +} diff --git a/dbms/programs/server/MySQLHandlerFactory.h b/dbms/programs/server/MySQLHandlerFactory.h new file mode 100644 index 00000000000..5f081915778 --- /dev/null +++ b/dbms/programs/server/MySQLHandlerFactory.h @@ -0,0 +1,33 @@ +#pragma once + +#include +#include +#include "IServer.h" +#include "MySQLHandler.h" + +namespace Poco { class Logger; } + +namespace DB +{ + + class MySQLHandlerFactory : public Poco::Net::TCPServerConnectionFactory + { + private: + IServer & server; + Poco::Logger * log; + + public: + explicit MySQLHandlerFactory(IServer & server_) + : server(server_) + , log(&Logger::get("MySQLHandlerFactory")) + { + } + + Poco::Net::TCPServerConnection * createConnection(const Poco::Net::StreamSocket & socket) override + { + LOG_TRACE(log, "MySQL connection. Address: " << socket.peerAddress().toString()); + return new MySQLHandler(server, socket); + } + }; + +} diff --git a/dbms/programs/server/Server.cpp b/dbms/programs/server/Server.cpp index 2b10c9e3c98..5c7959f3092 100644 --- a/dbms/programs/server/Server.cpp +++ b/dbms/programs/server/Server.cpp @@ -49,6 +49,7 @@ #include #include "TCPHandlerFactory.h" #include "Common/config_version.h" +#include "MySQLHandlerFactory.h" #if defined(__linux__) #include @@ -725,6 +726,21 @@ int Server::main(const std::vector & /*args*/) ErrorCodes::SUPPORT_IS_DISABLED}; #endif } + + if (config().has("mysql_port")) + { + Poco::Net::ServerSocket socket; + auto address = socket_bind_listen(socket, listen_host, config().getInt("mysql_port"), /* secure = */ true); + socket.setReceiveTimeout(Poco::Timespan()); + socket.setSendTimeout(settings.send_timeout); + servers.emplace_back(std::make_unique( + new MySQLHandlerFactory(*this), + server_pool, + socket, + new Poco::Net::TCPServerParams)); + + LOG_INFO(log, "Listening mysql: " + address.toString()); + } } catch (const Poco::Net::NetException & e) { diff --git a/dbms/src/Core/MySQLProtocol.cpp b/dbms/src/Core/MySQLProtocol.cpp new file mode 100644 index 00000000000..baa6784fd64 --- /dev/null +++ b/dbms/src/Core/MySQLProtocol.cpp @@ -0,0 +1,50 @@ +#include +#include +#include + +/// Implementation of MySQL wire protocol + +namespace DB { +namespace MySQLProtocol { + +uint64_t readLenenc(std::istringstream &ss) { + char c; + uint64_t buf = 0; + ss.get(c); + auto cc = static_cast(c); + if (cc < 0xfc) { + return cc; + } else if (cc < 0xfd) { + ss.read(reinterpret_cast(&buf), 2); + } else if (cc < 0xfe) { + ss.read(reinterpret_cast(&buf), 3); + } else { + ss.read(reinterpret_cast(&buf), 8); + } + return buf; +} + +std::string writeLenenc(uint64_t x) { + std::string result; + if (x < 251) { + result.append(1, static_cast(x)); + } else if (x < (1 << 16)) { + result.append(1, 0xfc); + result.append(reinterpret_cast(&x), 2); + } else if (x < (1 << 24)) { + result.append(1, 0xfd); + result.append(reinterpret_cast(&x), 3); + } else { + result.append(1, 0xfe); + result.append(reinterpret_cast(&x), 8); + } + return result; +} + +void writeLenencStr(std::string &payload, const std::string &s) { + payload.append(writeLenenc(s.length())); + payload.append(s); +} + +} +} diff --git a/dbms/src/Core/MySQLProtocol.h b/dbms/src/Core/MySQLProtocol.h new file mode 100644 index 00000000000..9157a32e96d --- /dev/null +++ b/dbms/src/Core/MySQLProtocol.h @@ -0,0 +1,366 @@ +#pragma once + +#include +#include +#include + +/// Implementation of MySQL wire protocol + +namespace DB { +namespace MySQLProtocol { + +const size_t MAX_PACKET_LENGTH = (1 << 24) - 1; // 16 mb +const size_t SCRAMBLE_LENGTH = 20; +const size_t AUTH_PLUGIN_DATA_PART_1_LENGTH = 8; +const size_t MYSQL_ERRMSG_SIZE = 512; + +namespace Authentication { + const std::string Native41 = "mysql_native_password"; +} + +enum CharacterSet { + UTF8 = 33 +}; + +enum StatusFlags { + SERVER_SESSION_STATE_CHANGED = 0x4000 +}; + +enum Capability { + CLIENT_CONNECT_WITH_DB = 0x00000008, + CLIENT_PROTOCOL_41 = 0x00000200, + CLIENT_TRANSACTIONS = 0x00002000, // TODO + CLIENT_SESSION_TRACK = 0x00800000, // TODO + CLIENT_SECURE_CONNECTION = 0x00008000, + CLIENT_PLUGIN_AUTH_LENENC_CLIENT_DATA = 0x00200000, + CLIENT_PLUGIN_AUTH = 0x00080000, + CLIENT_DEPRECATE_EOF = 0x01000000, +}; + +enum Command { + COM_SLEEP = 0x0, + COM_QUIT = 0x1, + COM_INIT_DB = 0x2, + COM_QUERY = 0x3, + COM_FIELD_LIST = 0x4, + COM_CREATE_DB = 0x5, + COM_DROP_DB = 0x6, + COM_REFRESH = 0x7, + COM_SHUTDOWN = 0x8, + COM_STATISTICS = 0x9, + COM_PROCESS_INFO = 0xa, + COM_CONNECT = 0xb, + COM_PROCESS_KILL = 0xc, + COM_DEBUG = 0xd, + COM_PING = 0xe, + COM_TIME = 0xf, + COM_DELAYED_INSERT = 0x10, + COM_CHANGE_USER = 0x11, + COM_RESET_CONNECTION = 0x1f, + COM_DAEMON = 0x1d +}; + +enum ColumnType { + MYSQL_TYPE_DECIMAL = 0x00, + MYSQL_TYPE_TINY = 0x01, + MYSQL_TYPE_SHORT = 0x02, + MYSQL_TYPE_LONG = 0x03, + MYSQL_TYPE_FLOAT = 0x04, + MYSQL_TYPE_DOUBLE = 0x05, + MYSQL_TYPE_NULL = 0x06, + MYSQL_TYPE_TIMESTAMP = 0x07, + MYSQL_TYPE_LONGLONG = 0x08, + MYSQL_TYPE_INT24 = 0x09, + MYSQL_TYPE_DATE = 0x0a, + MYSQL_TYPE_TIME = 0x0b, + MYSQL_TYPE_DATETIME = 0x0c, + MYSQL_TYPE_YEAR = 0x0d, + MYSQL_TYPE_VARCHAR = 0x0f, + MYSQL_TYPE_BIT = 0x10, + MYSQL_TYPE_NEWDECIMAL = 0xf6, + MYSQL_TYPE_ENUM = 0xf7, + MYSQL_TYPE_SET = 0xf8, + MYSQL_TYPE_TINY_BLOB = 0xf9, + MYSQL_TYPE_MEDIUM_BLOB = 0xfa, + MYSQL_TYPE_LONG_BLOB = 0xfb, + MYSQL_TYPE_BLOB = 0xfc, + MYSQL_TYPE_VAR_STRING = 0xfd, + MYSQL_TYPE_STRING = 0xfe, + MYSQL_TYPE_GEOMETRY = 0xff +}; + +uint64_t readLenenc(std::istringstream &ss); + +std::string writeLenenc(uint64_t x); + +void writeLenencStr(std::string &payload, const std::string &s); + + +class ProtocolError : public DB::Exception { +public: + using Exception::Exception; +}; + + +/// https://dev.mysql.com/doc/internals/en/connection-phase-packets.html + + +class Handshake { + int protocol_version = 0xa; + std::string server_version; + uint32_t connection_id; + uint32_t capability_flags; + uint8_t character_set; + uint32_t status_flags; + std::string auth_plugin_data; +public: + explicit Handshake(uint32_t connection_id, std::string server_version) + : protocol_version(0xa) + , server_version(std::move(server_version)) + , connection_id(connection_id) + , capability_flags( + CLIENT_PROTOCOL_41 + | CLIENT_SECURE_CONNECTION + | CLIENT_PLUGIN_AUTH + | CLIENT_PLUGIN_AUTH_LENENC_CLIENT_DATA + | CLIENT_CONNECT_WITH_DB + | CLIENT_DEPRECATE_EOF) + , character_set(63) + , status_flags(0) { + auth_plugin_data.resize(SCRAMBLE_LENGTH); + + auto seed = std::chrono::system_clock::now().time_since_epoch().count(); + std::default_random_engine generator (static_cast(seed)); + + std::uniform_int_distribution distribution(0); + for (size_t i = 0; i < SCRAMBLE_LENGTH; i++) { + auth_plugin_data[i] = distribution(generator); + } + } + + std::string getPayload() { + std::string result; + result.append(1, protocol_version); + result.append(server_version); + result.append(1, 0x0); + result.append(reinterpret_cast(&connection_id), 4); + result.append(auth_plugin_data.substr(0, AUTH_PLUGIN_DATA_PART_1_LENGTH)); + result.append(1, 0x0); + result.append(reinterpret_cast(&capability_flags), 2); + result.append(reinterpret_cast(&character_set), 1); + result.append(reinterpret_cast(&status_flags), 2); + result.append((reinterpret_cast(&capability_flags)) + 2, 2); + result.append(1, SCRAMBLE_LENGTH + 1); + result.append(1, 0x0); + result.append(10, 0x0); + result.append(auth_plugin_data.substr(AUTH_PLUGIN_DATA_PART_1_LENGTH, SCRAMBLE_LENGTH - AUTH_PLUGIN_DATA_PART_1_LENGTH)); + result.append(Authentication::Native41); + result.append(1, 0x0); + return result; + } +}; + +class HandshakeResponse { +public: + uint32_t capability_flags; + uint32_t max_packet_size; + uint8_t character_set; + std::string username; + std::string auth_response; + std::string database; + std::string auth_plugin_name; + + void readPayload(const std::string & s) { + std::istringstream ss(s); + + ss.readsome(reinterpret_cast(&capability_flags), 4); + ss.readsome(reinterpret_cast(&max_packet_size), 4); + ss.readsome(reinterpret_cast(&character_set), 1); + ss.ignore(23); + + std::getline(ss, username, static_cast(0x0)); + + if (capability_flags & CLIENT_PLUGIN_AUTH_LENENC_CLIENT_DATA) { + auto len = readLenenc(ss); + auth_response.resize(len); + ss.read(auth_response.data(), static_cast(len)); + } else if (capability_flags & CLIENT_SECURE_CONNECTION) { + uint8_t len; + ss.read(reinterpret_cast(&len), 1); + auth_response.resize(len); + ss.read(auth_response.data(), len); + } else { + std::getline(ss, auth_response, static_cast(0x0)); + } + + if (capability_flags & CLIENT_CONNECT_WITH_DB) { + std::getline(ss, database, static_cast(0x0)); + } + + if (capability_flags & CLIENT_PLUGIN_AUTH) { + std::getline(ss, auth_plugin_name, static_cast(0x0)); + } + } +}; + +class OK_Packet { + uint8_t header; + uint32_t capabilities; + uint64_t affected_rows; + uint64_t last_insert_id; + int16_t warnings = 0; + uint32_t status_flags; + std::string info; + std::string session_state_changes; +public: + OK_Packet(uint8_t header, uint32_t capabilities, uint64_t affected_rows, uint64_t last_insert_id, uint32_t status_flags, + int16_t warnings, std::string session_state_changes) + : header(header) + , capabilities(capabilities) + , affected_rows(affected_rows) + , last_insert_id(last_insert_id) + , warnings(warnings) + , status_flags(status_flags) + , session_state_changes(std::move(session_state_changes)) + { + } + + std::string getPayload() { + std::string result; + result.append(1, header); + result.append(writeLenenc(affected_rows)); + result.append(writeLenenc(last_insert_id)); + + if (capabilities & CLIENT_PROTOCOL_41) { + result.append(reinterpret_cast(&status_flags), 2); + result.append(reinterpret_cast(&warnings), 2); + } else if (capabilities & CLIENT_TRANSACTIONS) { + result.append(reinterpret_cast(&status_flags), 2); + } + + if (capabilities & CLIENT_SESSION_TRACK) { + result.append(writeLenenc(info.length())); + result.append(info); + if (status_flags & SERVER_SESSION_STATE_CHANGED) { + result.append(writeLenenc(session_state_changes.length())); + result.append(session_state_changes); + } + } else { + result.append(info); + } + return result; + } +}; + +class EOF_Packet { + int warnings; + int status_flags; +public: + EOF_Packet(int warnings, int status_flags): warnings(warnings), status_flags(status_flags) {} + + std::string getPayload() { + std::string result; + result.append(1, 0xfe); // EOF header + result.append(reinterpret_cast(&warnings), 2); + result.append(reinterpret_cast(&status_flags), 2); + return result; + } +}; + +class ERR_Packet { + int error_code; + std::string sql_state; + std::string error_message; +public: + ERR_Packet(int error_code, std::string sql_state, std::string error_message) + : error_code(error_code) + , sql_state(std::move(sql_state)) + , error_message(std::move(error_message)) + { + } + + std::string getPayload() + { + std::string result; + result.append(1, 0xff); + result.append(reinterpret_cast(&error_code), 2); + result.append("#", 1); + result.append(sql_state.data(), sql_state.length()); + result.append(error_message.data(), std::min(error_message.length(), MYSQL_ERRMSG_SIZE)); + return result; + } +}; + +class ColumnDefinition { + std::string schema; + std::string table; + std::string org_table; + std::string name; + std::string org_name; + size_t next_length = 0x0c; + uint16_t character_set; + uint32_t column_length; + ColumnType column_type; + uint16_t flags; + uint8_t decimals = 0x00; +public: + explicit ColumnDefinition( + std::string schema, + std::string table, + std::string org_table, + std::string name, + std::string org_name, + uint16_t character_set, + uint32_t column_length, + ColumnType column_type, + uint16_t flags, + uint8_t decimals) + + : schema(std::move(schema)) + , table(std::move(table)) + , org_table(std::move(org_table)) + , name(std::move(name)) + , org_name(std::move(org_name)) + , character_set(character_set) + , column_length(column_length) + , column_type(column_type) + , flags(flags) + , decimals(decimals) + { + } + + std::string getPayload() { + std::string result; + writeLenencStr(result, "def"); // always "def" + writeLenencStr(result, schema); + writeLenencStr(result, table); + writeLenencStr(result, org_table); + writeLenencStr(result, name); + writeLenencStr(result, org_name); + result.append(writeLenenc(next_length)); + result.append(reinterpret_cast(&character_set), 2); + result.append(reinterpret_cast(&column_length), 4); + result.append(reinterpret_cast(&column_type), 1); + result.append(reinterpret_cast(&flags), 2); + result.append(reinterpret_cast(&decimals), 2); + result.append(2, 0x0); + return result; + } +}; + +class ComFieldList { +public: + std::string table, field_wildcard; + + void readPayload(const std::string & payload) + { + std::istringstream ss(payload); + ss.ignore(1); // command byte + std::getline(ss, table, static_cast(0x0)); + field_wildcard = payload.substr(table.length() + 2); // rest of the packet + } +}; + + +} +} From 107f33e888b6cca2a725d14c8b633b9f7fe5d2be Mon Sep 17 00:00:00 2001 From: Yuriy Date: Tue, 26 Mar 2019 21:30:41 +0300 Subject: [PATCH 032/709] added password check and changed packets serialization --- dbms/programs/server/MySQLHandler.cpp | 259 ++++++-------- dbms/programs/server/MySQLHandler.h | 18 +- dbms/src/Common/ErrorCodes.cpp | 1 + dbms/src/Core/MySQLProtocol.cpp | 74 +++- dbms/src/Core/MySQLProtocol.h | 484 +++++++++++++++++++------- 5 files changed, 529 insertions(+), 307 deletions(-) diff --git a/dbms/programs/server/MySQLHandler.cpp b/dbms/programs/server/MySQLHandler.cpp index ad250c8ce7e..9a4d8cf4a35 100644 --- a/dbms/programs/server/MySQLHandler.cpp +++ b/dbms/programs/server/MySQLHandler.cpp @@ -1,9 +1,6 @@ #include #include -#include #include -#include -#include #include #include #include @@ -19,137 +16,90 @@ namespace DB { using namespace MySQLProtocol; +namespace ErrorCodes +{ + extern const int MYSQL_CLIENT_INSUFFICIENT_CAPABILITIES; +} + uint32_t MySQLHandler::last_connection_id = 0; -String MySQLHandler::readPayload() + +void MySQLHandler::run() { - WriteBufferFromOwnString buf; - - size_t payload_length = 0; - uint8_t packet_sequence_id; - - // packets which are larger than or equal to 16MB are splitted - do { - LOG_TRACE(log, "Reading from buffer"); - - in->readStrict(reinterpret_cast(&payload_length), 3); - - if (payload_length > MAX_PACKET_LENGTH) { - throw ProtocolError(Poco::format("Received packet with payload length greater than 2^24 - 1: %z.", payload_length), 0); - } - - in->readStrict(reinterpret_cast(&packet_sequence_id), 1); - - if (packet_sequence_id != sequence_id) { - throw ProtocolError(Poco::format("Received packet with wrong sequence-id: %d. Expected: %d.", packet_sequence_id, sequence_id), 0); - } - sequence_id++; - - LOG_TRACE(log, "Received packet. Sequence-id: " << static_cast(packet_sequence_id) << ", payload length: " << payload_length); - - copyData(*in, static_cast(buf), payload_length); - } - while (payload_length == MAX_PACKET_LENGTH); - - return buf.str(); -} - -/// Converts packet to text. Useful for debugging, since packets often consist of non-printing characters. -static String packetToText(std::string_view payload) { - String result; - for (auto c : payload) { - result += ' '; - result += std::to_string(static_cast(c)); - } - return result; -} - -void MySQLHandler::writePayload(std::string_view payload) -{ - size_t pos = 0; - do - { - size_t payload_length = std::min(payload.length() - pos, MAX_PACKET_LENGTH); - - LOG_TRACE(log, "Writing packet of size " << payload_length << " with sequence-id " << static_cast(sequence_id)); - LOG_TRACE(log, packetToText(payload)); - - out->write(reinterpret_cast(&payload_length), 3); - out->write(reinterpret_cast(&sequence_id), 1); - out->write(payload.data() + pos, payload_length); - - pos += payload_length; - sequence_id++; - } - while (pos < payload.length()); - out->next(); - - LOG_TRACE(log, "Packet was sent."); -} - -void MySQLHandler::run() { - sequence_id = 0; connection_context = server.context(); - in = std::make_shared(socket()); - out = std::make_shared(socket()); + { + auto in = std::make_shared(socket()); + auto out = std::make_shared(socket()); + packet_sender = PacketSender(in, out); + } try { Handshake handshake(connection_id, VERSION_FULL); - auto payload = handshake.getPayload(); - writePayload(payload); + packet_sender.sendPacket(handshake, true); - LOG_TRACE(log, "sent handshake"); + LOG_TRACE(log, "Sent handshake"); - HandshakeResponse handshake_response; - payload = readPayload(); - handshake_response.readPayload(payload); + auto handshake_response = packet_sender.receivePacket(); - LOG_DEBUG(log, "capability_flags: " << handshake_response.capability_flags - << "max_packet_size: %s" - << handshake_response.max_packet_size - << "character_set: %s" - << handshake_response.character_set - << "user: %s" - << handshake_response.username - << "auth_response length: %s" - << handshake_response.auth_response.length() - << "auth_response: %s" - << handshake_response.auth_response - << "database: %s" - << handshake_response.database - << "auth_plugin_name: %s" - << handshake_response.auth_plugin_name); + LOG_DEBUG(log, "Capabilities: " << handshake_response.capability_flags + << "\nmax_packet_size: " + << handshake_response.max_packet_size + << "\ncharacter_set: " + << handshake_response.character_set + << "\nuser: " + << handshake_response.username + << "\nauth_response length: " + << handshake_response.auth_response.length() + << "\nauth_response: " + << handshake_response.auth_response + << "\ndatabase: " + << handshake_response.database + << "\nauth_plugin_name: " + << handshake_response.auth_plugin_name); capabilities = handshake_response.capability_flags; - if (!(capabilities & CLIENT_PROTOCOL_41)) { - LOG_ERROR(log, "Clients without CLIENT_PROTOCOL_41 capability are not supported."); - return; + if (!(capabilities & CLIENT_PROTOCOL_41)) + { + throw Exception("Required capability: CLIENT_PROTOCOL_41.", ErrorCodes::MYSQL_CLIENT_INSUFFICIENT_CAPABILITIES); + } + if (!(capabilities & CLIENT_PLUGIN_AUTH)) + { + throw Exception("Required capability: CLIENT_PLUGIN_AUTH.", ErrorCodes::MYSQL_CLIENT_INSUFFICIENT_CAPABILITIES); } - try { - connection_context.setUser(handshake_response.username, "", socket().address(), ""); - connection_context.setCurrentDatabase(handshake_response.database); - connection_context.setCurrentQueryId(""); + String password; + if (handshake_response.auth_plugin_name != Authentication::ClearText) + { + + packet_sender.sendPacket(AuthSwitchRequest(Authentication::ClearText, ""), true); + password = packet_sender.receivePacket().value; } - catch (const Exception & exc) { - log->log(exc); - writePayload(ERR_Packet(exc.code(), "00000", exc.message()).getPayload()); - return; // TODO Authentication method change + else + { + NullTerminatedString packet; + packet.readPayload(std::move(handshake_response.auth_response)); + password = packet.value; } + connection_context.setUser(handshake_response.username, password, socket().address(), ""); + connection_context.setCurrentDatabase(handshake_response.database); + connection_context.setCurrentQueryId(""); + LOG_ERROR(log, "Authentication for user " << handshake_response.username << " succeeded."); + OK_Packet ok_packet(0, handshake_response.capability_flags, 0, 0, 0, 0, ""); - payload = ok_packet.getPayload(); - writePayload(payload); - LOG_INFO(log, "sent OK_Packet"); + packet_sender.sendPacket(ok_packet, true); - while (true) { - sequence_id = 0; - payload = readPayload(); + while (true) + { + packet_sender.resetSequenceId(); + String payload = packet_sender.receivePacketPayload(); int command = payload[0]; LOG_DEBUG(log, "Received command: " << std::to_string(command) << ". Connection id: " << connection_id << "."); - try { - switch (command) { + try + { + switch (command) + { case COM_QUIT: return; case COM_INIT_DB: @@ -168,75 +118,71 @@ void MySQLHandler::run() { throw Exception(Poco::format("Command %d is not implemented.", command), ErrorCodes::NOT_IMPLEMENTED); } } - catch (const NetException & exc) { + catch (const NetException & exc) + { log->log(exc); throw; } - catch (const Exception & exc) { + catch (const Exception & exc) + { log->log(exc); - writePayload(ERR_Packet(exc.code(), "00000", exc.message()).getPayload()); + packet_sender.sendPacket(ERR_Packet(exc.code(), "00000", exc.message()), true); } } } - catch (Poco::Exception& exc) + catch (Poco::Exception & exc) { log->log(exc); } - } -void MySQLHandler::comInitDB(const String & payload) +void MySQLHandler::comInitDB(String payload) { String database = payload.substr(1); LOG_DEBUG(log, "Setting current database to " << database); connection_context.setCurrentDatabase(database); - writePayload(OK_Packet(0, capabilities, 0, 0, 0, 1, "").getPayload()); + packet_sender.sendPacket(OK_Packet(0, capabilities, 0, 0, 0, 1, ""), true); } -void MySQLHandler::comFieldList(const String & payload) { +void MySQLHandler::comFieldList(String payload) +{ ComFieldList packet; packet.readPayload(payload); - StoragePtr tablePtr = connection_context.getTable(connection_context.getCurrentDatabase(), packet.table); + String database = connection_context.getCurrentDatabase(); + StoragePtr tablePtr = connection_context.getTable(database, packet.table); for (const NameAndTypePair & column: tablePtr->getColumns().getAll()) { ColumnDefinition column_definition( - "schema", packet.table, packet.table, column.name, column.name, CharacterSet::UTF8, 100, ColumnType::MYSQL_TYPE_STRING, 0, 0 + database, packet.table, packet.table, column.name, column.name, CharacterSet::binary, 100, ColumnType::MYSQL_TYPE_STRING, 0, 0 ); - writePayload(column_definition.getPayload()); + packet_sender.sendPacket(column_definition); } - writePayload(OK_Packet(0xfe, capabilities, 0, 0, 0, 0, "").getPayload()); + packet_sender.sendPacket(OK_Packet(0xfe, capabilities, 0, 0, 0, 0, ""), true); } -void MySQLHandler::comPing() { - writePayload(OK_Packet(0x0, capabilities, 0, 0, 0, 0, "").getPayload()); +void MySQLHandler::comPing() +{ + packet_sender.sendPacket(OK_Packet(0x0, capabilities, 0, 0, 0, 0, ""), true); } -void MySQLHandler::comQuery(const String & payload) { +void MySQLHandler::comQuery(String payload) +{ BlockIO res = executeQuery(payload.substr(1), connection_context); FormatSettings format_settings; - if (res.in) { + if (res.in) + { LOG_TRACE(log, "Executing query with output."); Block header = res.in->getHeader(); - writePayload(writeLenenc(header.columns())); + packet_sender.sendPacket(LengthEncodedNumber(header.columns())); for (const ColumnWithTypeAndName & column : header.getColumnsWithTypeAndName()) { - writePayload(ColumnDefinition( - "", /// database. Apparently, addition of these fields to ColumnWithTypeAndName and changes in interpreters are needed. - "", /// table name. - "", /// physical table name - column.name, /// virtual column name - "", /// physical column name - CharacterSet::UTF8, - /// maximum column length which can be used for text outputting. Since query execution hasn't started, it is unknown. - std::numeric_limits::max(), - ColumnType::MYSQL_TYPE_STRING, /// TODO - 0, - 0 - ).getPayload()); + ColumnDefinition column_definition(column.name, CharacterSet::binary, std::numeric_limits::max(), + ColumnType::MYSQL_TYPE_STRING, 0, 0); + packet_sender.sendPacket(column_definition); - LOG_TRACE(log, "sent " << column.name << " column definition"); + LOG_TRACE(log, "Sent " << column.name << " column definition"); } LOG_TRACE(log, "Sent columns definitions."); @@ -244,35 +190,38 @@ void MySQLHandler::comQuery(const String & payload) { while (Block block = res.in->read()) { size_t rows = block.rows(); - size_t columns = block.columns(); - for (size_t i = 0; i < rows; i++) { - String row_payload; - for (size_t j = 0; j < columns; j++) { - ColumnWithTypeAndName & column = block.getByPosition(j); + for (size_t i = 0; i < rows; i++) + { + ResultsetRow row_packet; + for (ColumnWithTypeAndName & column : block) + { column.column = column.column->convertToFullColumnIfConst(); String column_value; WriteBufferFromString ostr(column_value); - LOG_TRACE(log, "sending value of type " << column.type->getName() << " of column " << column.column->getName()); + LOG_TRACE(log, "Sending value of type " << column.type->getName() << " of column " << column.column->getName()); column.type->serializeAsText(*column.column.get(), i, ostr, format_settings); ostr.finish(); - writeLenencStr(row_payload, column_value); + row_packet.appendColumn(std::move(column_value)); } - writePayload(row_payload); + packet_sender.sendPacket(row_packet); } } LOG_TRACE(log, "Sent rows."); } - if (capabilities & CLIENT_DEPRECATE_EOF) { - writePayload(OK_Packet(0xfe, capabilities, 0, 0, 0, 0, "").getPayload()); - } else { - writePayload(EOF_Packet(0, 0).getPayload()); + if (capabilities & CLIENT_DEPRECATE_EOF) + { + packet_sender.sendPacket(OK_Packet(0xfe, capabilities, 0, 0, 0, 0, ""), true); + } + else + { + packet_sender.sendPacket(EOF_Packet(0, 0), true); } } diff --git a/dbms/programs/server/MySQLHandler.h b/dbms/programs/server/MySQLHandler.h index 85b6ed78e81..6ca2419ad1f 100644 --- a/dbms/programs/server/MySQLHandler.h +++ b/dbms/programs/server/MySQLHandler.h @@ -2,6 +2,7 @@ #include #include +#include #include "IServer.h" @@ -22,21 +23,13 @@ public: void run() final; - /** Reads one packet, incrementing sequence-id, and returns its payload. - * Currently, whole payload is loaded into memory. - */ - String readPayload(); + void comQuery(String payload); - /// Writes packet payload, incrementing sequence-id. - void writePayload(std::string_view payload); - - void comQuery(const String & payload); - - void comFieldList(const String & payload); + void comFieldList(String payload); void comPing(); - void comInitDB(const String & payload); + void comInitDB(String payload); private: IServer & server; Poco::Logger * log; @@ -45,8 +38,7 @@ private: std::shared_ptr in; std::shared_ptr out; - /// Packet sequence id - unsigned char sequence_id = 0; + MySQLProtocol::PacketSender packet_sender; uint32_t connection_id = 0; diff --git a/dbms/src/Common/ErrorCodes.cpp b/dbms/src/Common/ErrorCodes.cpp index f974b2bdaf6..e6c6ee8a4a7 100644 --- a/dbms/src/Common/ErrorCodes.cpp +++ b/dbms/src/Common/ErrorCodes.cpp @@ -420,6 +420,7 @@ namespace ErrorCodes extern const int NO_COMMON_COLUMNS_WITH_PROTOBUF_SCHEMA = 443; extern const int UNKNOWN_PROTOBUF_FORMAT = 444; extern const int CANNOT_MPROTECT = 445; + extern const int MYSQL_CLIENT_INSUFFICIENT_CAPABILITIES = 446; extern const int KEEPER_EXCEPTION = 999; extern const int POCO_EXCEPTION = 1000; diff --git a/dbms/src/Core/MySQLProtocol.cpp b/dbms/src/Core/MySQLProtocol.cpp index baa6784fd64..f727ae3df54 100644 --- a/dbms/src/Core/MySQLProtocol.cpp +++ b/dbms/src/Core/MySQLProtocol.cpp @@ -1,50 +1,94 @@ #include +#include +#include +#include #include #include +#include "MySQLProtocol.h" -/// Implementation of MySQL wire protocol -namespace DB { -namespace MySQLProtocol { +namespace DB +{ +namespace MySQLProtocol +{ -uint64_t readLenenc(std::istringstream &ss) { +void PacketSender::resetSequenceId() +{ + sequence_id = 0; +} + +String PacketSender::packetToText(String payload) +{ + String result; + for (auto c : payload) + { + result += ' '; + result += std::to_string(static_cast(c)); + } + return result; +} + +uint64_t readLengthEncodedNumber(std::istringstream & ss) +{ char c; uint64_t buf = 0; ss.get(c); auto cc = static_cast(c); - if (cc < 0xfc) { + if (cc < 0xfc) + { return cc; - } else if (cc < 0xfd) { + } + else if (cc < 0xfd) + { ss.read(reinterpret_cast(&buf), 2); - } else if (cc < 0xfe) { + } + else if (cc < 0xfe) + { ss.read(reinterpret_cast(&buf), 3); - } else { + } + else + { ss.read(reinterpret_cast(&buf), 8); } return buf; } -std::string writeLenenc(uint64_t x) { +std::string writeLengthEncodedNumber(uint64_t x) +{ std::string result; - if (x < 251) { + if (x < 251) + { result.append(1, static_cast(x)); - } else if (x < (1 << 16)) { + } + else if (x < (1 << 16)) + { result.append(1, 0xfc); result.append(reinterpret_cast(&x), 2); - } else if (x < (1 << 24)) { + } + else if (x < (1 << 24)) + { result.append(1, 0xfd); result.append(reinterpret_cast(&x), 3); - } else { + } + else + { result.append(1, 0xfe); result.append(reinterpret_cast(&x), 8); } return result; } -void writeLenencStr(std::string &payload, const std::string &s) { - payload.append(writeLenenc(s.length())); +void writeLengthEncodedString(std::string & payload, const std::string & s) +{ + payload.append(writeLengthEncodedNumber(s.length())); payload.append(s); } +void writeNulTerminatedString(std::string & payload, const std::string & s) +{ + payload.append(s); + payload.append(1, 0); +} + } } diff --git a/dbms/src/Core/MySQLProtocol.h b/dbms/src/Core/MySQLProtocol.h index 9157a32e96d..bbead941e6b 100644 --- a/dbms/src/Core/MySQLProtocol.h +++ b/dbms/src/Core/MySQLProtocol.h @@ -1,32 +1,48 @@ #pragma once +#include #include +#include +#include #include #include /// Implementation of MySQL wire protocol -namespace DB { -namespace MySQLProtocol { +namespace DB +{ + +namespace ErrorCodes +{ + extern const int UNKNOWN_PACKET_FROM_CLIENT; +} + +namespace MySQLProtocol +{ const size_t MAX_PACKET_LENGTH = (1 << 24) - 1; // 16 mb const size_t SCRAMBLE_LENGTH = 20; const size_t AUTH_PLUGIN_DATA_PART_1_LENGTH = 8; const size_t MYSQL_ERRMSG_SIZE = 512; -namespace Authentication { - const std::string Native41 = "mysql_native_password"; +namespace Authentication +{ + const String ClearText = "mysql_clear_password"; } -enum CharacterSet { - UTF8 = 33 +enum CharacterSet +{ + utf8_general_ci = 33, + binary = 63 }; -enum StatusFlags { +enum StatusFlags +{ SERVER_SESSION_STATE_CHANGED = 0x4000 }; -enum Capability { +enum Capability +{ CLIENT_CONNECT_WITH_DB = 0x00000008, CLIENT_PROTOCOL_41 = 0x00000200, CLIENT_TRANSACTIONS = 0x00002000, // TODO @@ -37,7 +53,8 @@ enum Capability { CLIENT_DEPRECATE_EOF = 0x01000000, }; -enum Command { +enum Command +{ COM_SLEEP = 0x0, COM_QUIT = 0x1, COM_INIT_DB = 0x2, @@ -60,7 +77,8 @@ enum Command { COM_DAEMON = 0x1d }; -enum ColumnType { +enum ColumnType +{ MYSQL_TYPE_DECIMAL = 0x00, MYSQL_TYPE_TINY = 0x01, MYSQL_TYPE_SHORT = 0x02, @@ -89,63 +107,184 @@ enum ColumnType { MYSQL_TYPE_GEOMETRY = 0xff }; -uint64_t readLenenc(std::istringstream &ss); -std::string writeLenenc(uint64_t x); - -void writeLenencStr(std::string &payload, const std::string &s); - - -class ProtocolError : public DB::Exception { +class ProtocolError : public DB::Exception +{ public: using Exception::Exception; }; -/// https://dev.mysql.com/doc/internals/en/connection-phase-packets.html +class WritePacket +{ +public: + virtual String getPayload() const = 0; + + virtual ~WritePacket() = default; +}; -class Handshake { +class ReadPacket +{ +public: + virtual void readPayload(String payload) = 0; + + virtual ~ReadPacket() = default; +}; + + +/* Writes and reads packets, keeping sequence-id. + * Throws ProtocolError, if packet with incorrect sequence-id was received. + */ +class PacketSender +{ +public: + PacketSender() + {} + + PacketSender(std::shared_ptr in, std::shared_ptr out) + : in(std::move(in)), out(std::move(out)), sequence_id(0), log(&Poco::Logger::get("MySQLHandler")) + { + } + + String receivePacketPayload() + { + WriteBufferFromOwnString buf; + + size_t payload_length = 0; + size_t packet_sequence_id = 0; + + // packets which are larger than or equal to 16MB are splitted + do + { + LOG_TRACE(log, "Reading from buffer"); + + in->readStrict(reinterpret_cast(&payload_length), 3); + + if (payload_length > MAX_PACKET_LENGTH) + { + std::ostringstream tmp; + tmp << "Received packet with payload larger than MAX_PACKET_LENGTH: " << payload_length; + throw ProtocolError(tmp.str(), ErrorCodes::UNKNOWN_PACKET_FROM_CLIENT); + } + + in->readStrict(reinterpret_cast(&packet_sequence_id), 1); + + if (packet_sequence_id != sequence_id) + { + std::ostringstream tmp; + tmp << "Received packet with wrong sequence-id: " << packet_sequence_id << ". Expected: " << sequence_id << '.'; + throw ProtocolError(tmp.str(), ErrorCodes::UNKNOWN_PACKET_FROM_CLIENT); + } + sequence_id++; + + LOG_TRACE(log, "Received packet. Sequence-id: " << packet_sequence_id << ", payload length: " << payload_length); + + copyData(*in, static_cast(buf), payload_length); + } while (payload_length == MAX_PACKET_LENGTH); + + return std::move(buf.str()); + } + + template + T receivePacket() + { + static_assert(std::is_base_of()); + T packet; + packet.readPayload(std::move(receivePacketPayload())); + return packet; + } + + template + void sendPacket(const T & packet, bool flush = false) + { + static_assert(std::is_base_of()); + String payload = packet.getPayload(); + size_t pos = 0; + do + { + size_t payload_length = std::min(payload.length() - pos, MAX_PACKET_LENGTH); + + LOG_TRACE(log, "Writing packet of size " << payload_length << " with sequence-id " << static_cast(sequence_id)); + LOG_TRACE(log, packetToText(payload)); + + out->write(reinterpret_cast(&payload_length), 3); + out->write(reinterpret_cast(&sequence_id), 1); + out->write(payload.data() + pos, payload_length); + + pos += payload_length; + sequence_id++; + } while (pos < payload.length()); + + LOG_TRACE(log, "Packet was sent."); + + if (flush) + { + out->next(); + } + } + + /// Sets sequence-id to 0. Must be called before each command phase. + void resetSequenceId(); + +private: + /// Converts packet to text. Is used for debug output. + static String packetToText(String payload); + + std::shared_ptr in; + std::shared_ptr out; + size_t sequence_id; + Poco::Logger * log; +}; + + +uint64_t readLengthEncodedNumber(std::istringstream & ss); + +String writeLengthEncodedNumber(uint64_t x); + +void writeLengthEncodedString(String & payload, const String & s); + +void writeNulTerminatedString(String & payload, const String & s); + + +class Handshake : public WritePacket +{ int protocol_version = 0xa; - std::string server_version; + String server_version; uint32_t connection_id; uint32_t capability_flags; uint8_t character_set; uint32_t status_flags; - std::string auth_plugin_data; + String auth_plugin_data; public: - explicit Handshake(uint32_t connection_id, std::string server_version) - : protocol_version(0xa) - , server_version(std::move(server_version)) - , connection_id(connection_id) - , capability_flags( - CLIENT_PROTOCOL_41 - | CLIENT_SECURE_CONNECTION - | CLIENT_PLUGIN_AUTH - | CLIENT_PLUGIN_AUTH_LENENC_CLIENT_DATA - | CLIENT_CONNECT_WITH_DB - | CLIENT_DEPRECATE_EOF) - , character_set(63) - , status_flags(0) { + explicit Handshake(uint32_t connection_id, String server_version) + : protocol_version(0xa), server_version(std::move(server_version)), connection_id(connection_id), capability_flags( + CLIENT_PROTOCOL_41 + | CLIENT_SECURE_CONNECTION + | CLIENT_PLUGIN_AUTH + | CLIENT_PLUGIN_AUTH_LENENC_CLIENT_DATA + | CLIENT_CONNECT_WITH_DB + | CLIENT_DEPRECATE_EOF), character_set(63), status_flags(0) + { auth_plugin_data.resize(SCRAMBLE_LENGTH); auto seed = std::chrono::system_clock::now().time_since_epoch().count(); - std::default_random_engine generator (static_cast(seed)); + std::default_random_engine generator(static_cast(seed)); std::uniform_int_distribution distribution(0); - for (size_t i = 0; i < SCRAMBLE_LENGTH; i++) { + for (size_t i = 0; i < SCRAMBLE_LENGTH; i++) + { auth_plugin_data[i] = distribution(generator); } } - std::string getPayload() { - std::string result; + String getPayload() const override + { + String result; result.append(1, protocol_version); - result.append(server_version); - result.append(1, 0x0); + writeNulTerminatedString(result, server_version); result.append(reinterpret_cast(&connection_id), 4); - result.append(auth_plugin_data.substr(0, AUTH_PLUGIN_DATA_PART_1_LENGTH)); - result.append(1, 0x0); + writeNulTerminatedString(result, auth_plugin_data.substr(0, AUTH_PLUGIN_DATA_PART_1_LENGTH)); result.append(reinterpret_cast(&capability_flags), 2); result.append(reinterpret_cast(&character_set), 1); result.append(reinterpret_cast(&status_flags), 2); @@ -154,23 +293,25 @@ public: result.append(1, 0x0); result.append(10, 0x0); result.append(auth_plugin_data.substr(AUTH_PLUGIN_DATA_PART_1_LENGTH, SCRAMBLE_LENGTH - AUTH_PLUGIN_DATA_PART_1_LENGTH)); - result.append(Authentication::Native41); + result.append(Authentication::ClearText); result.append(1, 0x0); return result; } }; -class HandshakeResponse { +class HandshakeResponse : public ReadPacket +{ public: uint32_t capability_flags; uint32_t max_packet_size; uint8_t character_set; - std::string username; - std::string auth_response; - std::string database; - std::string auth_plugin_name; + String username; + String auth_response; + String database; + String auth_plugin_name; - void readPayload(const std::string & s) { + void readPayload(String s) override + { std::istringstream ss(s); ss.readsome(reinterpret_cast(&capability_flags), 4); @@ -180,86 +321,137 @@ public: std::getline(ss, username, static_cast(0x0)); - if (capability_flags & CLIENT_PLUGIN_AUTH_LENENC_CLIENT_DATA) { - auto len = readLenenc(ss); + if (capability_flags & CLIENT_PLUGIN_AUTH_LENENC_CLIENT_DATA) + { + auto len = readLengthEncodedNumber(ss); auth_response.resize(len); ss.read(auth_response.data(), static_cast(len)); - } else if (capability_flags & CLIENT_SECURE_CONNECTION) { + } + else if (capability_flags & CLIENT_SECURE_CONNECTION) + { uint8_t len; ss.read(reinterpret_cast(&len), 1); auth_response.resize(len); ss.read(auth_response.data(), len); - } else { + } + else + { std::getline(ss, auth_response, static_cast(0x0)); } - if (capability_flags & CLIENT_CONNECT_WITH_DB) { + if (capability_flags & CLIENT_CONNECT_WITH_DB) + { std::getline(ss, database, static_cast(0x0)); } - if (capability_flags & CLIENT_PLUGIN_AUTH) { + if (capability_flags & CLIENT_PLUGIN_AUTH) + { std::getline(ss, auth_plugin_name, static_cast(0x0)); } } }; -class OK_Packet { +class AuthSwitchRequest : public WritePacket +{ + String plugin_name; + String auth_plugin_data; +public: + AuthSwitchRequest(String plugin_name, String auth_plugin_data) + : plugin_name(std::move(plugin_name)), auth_plugin_data(std::move(auth_plugin_data)) + { + } + + String getPayload() const override + { + String result; + result.append(1, 0xfe); + result.append(plugin_name); + result.append(auth_plugin_data); + return result; + } +}; + +/// Packet with a single null-terminated string. Is used for clear text authentication. +class NullTerminatedString : public ReadPacket +{ +public: + String value; + + void readPayload(String s) override + { + if (s.length() == 0 || s.back() != 0) + { + throw ProtocolError("String is not null terminated.", ErrorCodes::UNKNOWN_PACKET_FROM_CLIENT); + } + value = s; + value.pop_back(); + } +}; + +class OK_Packet : public WritePacket +{ uint8_t header; uint32_t capabilities; uint64_t affected_rows; uint64_t last_insert_id; int16_t warnings = 0; uint32_t status_flags; - std::string info; - std::string session_state_changes; + String info; + String session_state_changes; public: OK_Packet(uint8_t header, uint32_t capabilities, uint64_t affected_rows, uint64_t last_insert_id, uint32_t status_flags, - int16_t warnings, std::string session_state_changes) - : header(header) - , capabilities(capabilities) - , affected_rows(affected_rows) - , last_insert_id(last_insert_id) - , warnings(warnings) - , status_flags(status_flags) - , session_state_changes(std::move(session_state_changes)) + int16_t warnings, String session_state_changes) + : header(header), capabilities(capabilities), affected_rows(affected_rows), last_insert_id(last_insert_id), warnings(warnings), + status_flags(status_flags), session_state_changes(std::move(session_state_changes)) { } - std::string getPayload() { - std::string result; + String getPayload() const override + { + String result; result.append(1, header); - result.append(writeLenenc(affected_rows)); - result.append(writeLenenc(last_insert_id)); + result.append(writeLengthEncodedNumber(affected_rows)); + result.append(writeLengthEncodedNumber(last_insert_id)); - if (capabilities & CLIENT_PROTOCOL_41) { + if (capabilities & CLIENT_PROTOCOL_41) + { result.append(reinterpret_cast(&status_flags), 2); result.append(reinterpret_cast(&warnings), 2); - } else if (capabilities & CLIENT_TRANSACTIONS) { + } + else if (capabilities & CLIENT_TRANSACTIONS) + { result.append(reinterpret_cast(&status_flags), 2); } - if (capabilities & CLIENT_SESSION_TRACK) { - result.append(writeLenenc(info.length())); + if (capabilities & CLIENT_SESSION_TRACK) + { + result.append(writeLengthEncodedNumber(info.length())); result.append(info); - if (status_flags & SERVER_SESSION_STATE_CHANGED) { - result.append(writeLenenc(session_state_changes.length())); + if (status_flags & SERVER_SESSION_STATE_CHANGED) + { + result.append(writeLengthEncodedNumber(session_state_changes.length())); result.append(session_state_changes); } - } else { + } + else + { result.append(info); } return result; } }; -class EOF_Packet { +class EOF_Packet : public WritePacket +{ int warnings; int status_flags; public: - EOF_Packet(int warnings, int status_flags): warnings(warnings), status_flags(status_flags) {} + EOF_Packet(int warnings, int status_flags) : warnings(warnings), status_flags(status_flags) + {} - std::string getPayload() { - std::string result; + String getPayload() const override + { + String result; result.append(1, 0xfe); // EOF header result.append(reinterpret_cast(&warnings), 2); result.append(reinterpret_cast(&status_flags), 2); @@ -267,21 +459,20 @@ public: } }; -class ERR_Packet { +class ERR_Packet : public WritePacket +{ int error_code; - std::string sql_state; - std::string error_message; + String sql_state; + String error_message; public: - ERR_Packet(int error_code, std::string sql_state, std::string error_message) - : error_code(error_code) - , sql_state(std::move(sql_state)) - , error_message(std::move(error_message)) + ERR_Packet(int error_code, String sql_state, String error_message) + : error_code(error_code), sql_state(std::move(sql_state)), error_message(std::move(error_message)) { } - std::string getPayload() + String getPayload() const override { - std::string result; + String result; result.append(1, 0xff); result.append(reinterpret_cast(&error_code), 2); result.append("#", 1); @@ -291,12 +482,13 @@ public: } }; -class ColumnDefinition { - std::string schema; - std::string table; - std::string org_table; - std::string name; - std::string org_name; +class ColumnDefinition : public WritePacket +{ + String schema; + String table; + String org_table; + String name; + String org_name; size_t next_length = 0x0c; uint16_t character_set; uint32_t column_length; @@ -304,40 +496,46 @@ class ColumnDefinition { uint16_t flags; uint8_t decimals = 0x00; public: - explicit ColumnDefinition( - std::string schema, - std::string table, - std::string org_table, - std::string name, - std::string org_name, + ColumnDefinition( + String schema, + String table, + String org_table, + String name, + String org_name, uint16_t character_set, uint32_t column_length, ColumnType column_type, uint16_t flags, uint8_t decimals) - : schema(std::move(schema)) - , table(std::move(table)) - , org_table(std::move(org_table)) - , name(std::move(name)) - , org_name(std::move(org_name)) - , character_set(character_set) - , column_length(column_length) - , column_type(column_type) - , flags(flags) - , decimals(decimals) + : schema(std::move(schema)), table(std::move(table)), org_table(std::move(org_table)), name(std::move(name)), + org_name(std::move(org_name)), character_set(character_set), column_length(column_length), column_type(column_type), flags(flags), + decimals(decimals) { } - std::string getPayload() { - std::string result; - writeLenencStr(result, "def"); // always "def" - writeLenencStr(result, schema); - writeLenencStr(result, table); - writeLenencStr(result, org_table); - writeLenencStr(result, name); - writeLenencStr(result, org_name); - result.append(writeLenenc(next_length)); + /// Should be used when column metadata (original name, table, original table, database) is unknown. + ColumnDefinition( + String name, + uint16_t character_set, + uint32_t column_length, + ColumnType column_type, + uint16_t flags, + uint8_t decimals) + : ColumnDefinition("", "", "", std::move(name), "", character_set, column_length, column_type, flags, decimals) + { + } + + String getPayload() const override + { + String result; + writeLengthEncodedString(result, "def"); /// always "def" + writeLengthEncodedString(result, ""); /// schema + writeLengthEncodedString(result, ""); /// table + writeLengthEncodedString(result, ""); /// org_table + writeLengthEncodedString(result, name); + writeLengthEncodedString(result, ""); /// org_name + result.append(writeLengthEncodedNumber(next_length)); result.append(reinterpret_cast(&character_set), 2); result.append(reinterpret_cast(&column_length), 4); result.append(reinterpret_cast(&column_type), 1); @@ -348,11 +546,12 @@ public: } }; -class ComFieldList { +class ComFieldList : public ReadPacket +{ public: - std::string table, field_wildcard; + String table, field_wildcard; - void readPayload(const std::string & payload) + void readPayload(String payload) { std::istringstream ss(payload); ss.ignore(1); // command byte @@ -361,6 +560,43 @@ public: } }; +class LengthEncodedNumber : public WritePacket +{ + uint64_t value; +public: + LengthEncodedNumber(uint64_t value): value(value) + { + } + + String getPayload() const override + { + return writeLengthEncodedNumber(value); + } +}; + +class ResultsetRow : public WritePacket +{ + std::vector columns; +public: + ResultsetRow() + { + } + + void appendColumn(String value) + { + columns.emplace_back(std::move(value)); + } + + String getPayload() const override + { + String result; + for (const String & column : columns) + { + writeLengthEncodedString(result, column); + } + return result; + } +}; } } From e91fd22b82fb3105970021180a9f756f4f6b8527 Mon Sep 17 00:00:00 2001 From: Yuriy Date: Mon, 1 Apr 2019 12:59:49 +0300 Subject: [PATCH 033/709] fixed style check --- dbms/programs/server/MySQLHandler.h | 13 ++++++------- 1 file changed, 6 insertions(+), 7 deletions(-) diff --git a/dbms/programs/server/MySQLHandler.h b/dbms/programs/server/MySQLHandler.h index 6ca2419ad1f..710a8cd3afc 100644 --- a/dbms/programs/server/MySQLHandler.h +++ b/dbms/programs/server/MySQLHandler.h @@ -10,14 +10,12 @@ namespace DB { /// Handler for MySQL wire protocol connections. Allows to connect to ClickHouse using MySQL client. -class MySQLHandler : public Poco::Net::TCPServerConnection { +class MySQLHandler : public Poco::Net::TCPServerConnection +{ public: - MySQLHandler(IServer &server_, const Poco::Net::StreamSocket &socket_) - : Poco::Net::TCPServerConnection(socket_) - , server(server_) - , log(&Poco::Logger::get("MySQLHandler")) - , connection_context(server.context()) - , connection_id(last_connection_id++) + MySQLHandler(IServer & server_, const Poco::Net::StreamSocket & socket_) + : Poco::Net::TCPServerConnection(socket_), server(server_), log(&Poco::Logger::get("MySQLHandler")), + connection_context(server.context()), connection_id(last_connection_id++) { } @@ -30,6 +28,7 @@ public: void comPing(); void comInitDB(String payload); + private: IServer & server; Poco::Logger * log; From 0f3ec94ebdbe1cda979f86f15743bbe12642f30b Mon Sep 17 00:00:00 2001 From: Yuriy Date: Wed, 3 Apr 2019 01:21:44 +0300 Subject: [PATCH 034/709] added mysql protocol test --- dbms/programs/server/MySQLHandler.cpp | 28 ++++- dbms/programs/server/MySQLHandler.h | 3 - dbms/src/Core/MySQLProtocol.h | 2 +- dbms/tests/integration/helpers/cluster.py | 2 +- .../test_mysql_protocol/__init__.py | 0 .../test_mysql_protocol/configs/config.xml | 20 ++++ .../test_mysql_protocol/configs/users.xml | 23 ++++ .../integration/test_mysql_protocol/test.py | 100 ++++++++++++++++++ 8 files changed, 168 insertions(+), 10 deletions(-) create mode 100644 dbms/tests/integration/test_mysql_protocol/__init__.py create mode 100644 dbms/tests/integration/test_mysql_protocol/configs/config.xml create mode 100644 dbms/tests/integration/test_mysql_protocol/configs/users.xml create mode 100644 dbms/tests/integration/test_mysql_protocol/test.py diff --git a/dbms/programs/server/MySQLHandler.cpp b/dbms/programs/server/MySQLHandler.cpp index 9a4d8cf4a35..09a88c65e0f 100644 --- a/dbms/programs/server/MySQLHandler.cpp +++ b/dbms/programs/server/MySQLHandler.cpp @@ -36,7 +36,7 @@ void MySQLHandler::run() try { - Handshake handshake(connection_id, VERSION_FULL); + Handshake handshake(connection_id, VERSION_STRING); packet_sender.sendPacket(handshake, true); LOG_TRACE(log, "Sent handshake"); @@ -82,10 +82,24 @@ void MySQLHandler::run() packet.readPayload(std::move(handshake_response.auth_response)); password = packet.value; } - connection_context.setUser(handshake_response.username, password, socket().address(), ""); - connection_context.setCurrentDatabase(handshake_response.database); - connection_context.setCurrentQueryId(""); - LOG_ERROR(log, "Authentication for user " << handshake_response.username << " succeeded."); + LOG_TRACE(log, "password: " << password); + try + { + connection_context.setUser(handshake_response.username, password, socket().address(), ""); + connection_context.setCurrentDatabase(handshake_response.database); + connection_context.setCurrentQueryId(""); + LOG_ERROR(log, "Authentication for user " << handshake_response.username << " succeeded."); + } + catch (const NetException &) + { + throw; + } + catch (const Exception & exc) + { + LOG_ERROR(log, "Authentication for user " << handshake_response.username << " failed."); + packet_sender.sendPacket(ERR_Packet(exc.code(), "00000", exc.message()), true); + throw; + } OK_Packet ok_packet(0, handshake_response.capability_flags, 0, 0, 0, 0, ""); packet_sender.sendPacket(ok_packet, true); @@ -187,6 +201,10 @@ void MySQLHandler::comQuery(String payload) LOG_TRACE(log, "Sent columns definitions."); + if (!(capabilities & Capability::CLIENT_DEPRECATE_EOF)) { + packet_sender.sendPacket(EOF_Packet(0, 0)); + } + while (Block block = res.in->read()) { size_t rows = block.rows(); diff --git a/dbms/programs/server/MySQLHandler.h b/dbms/programs/server/MySQLHandler.h index 710a8cd3afc..0e1a73f0f24 100644 --- a/dbms/programs/server/MySQLHandler.h +++ b/dbms/programs/server/MySQLHandler.h @@ -34,9 +34,6 @@ private: Poco::Logger * log; Context connection_context; - std::shared_ptr in; - std::shared_ptr out; - MySQLProtocol::PacketSender packet_sender; uint32_t connection_id = 0; diff --git a/dbms/src/Core/MySQLProtocol.h b/dbms/src/Core/MySQLProtocol.h index bbead941e6b..e55ea86fbf5 100644 --- a/dbms/src/Core/MySQLProtocol.h +++ b/dbms/src/Core/MySQLProtocol.h @@ -365,7 +365,7 @@ public: { String result; result.append(1, 0xfe); - result.append(plugin_name); + writeNulTerminatedString(result, plugin_name); result.append(auth_plugin_data); return result; } diff --git a/dbms/tests/integration/helpers/cluster.py b/dbms/tests/integration/helpers/cluster.py index 240cc2c8695..1bd7404bdac 100644 --- a/dbms/tests/integration/helpers/cluster.py +++ b/dbms/tests/integration/helpers/cluster.py @@ -102,7 +102,7 @@ class ClickHouseCluster: self.with_hdfs = False self.with_mongo = False - self.docker_client = None + self.docker_client = None # type: docker.DockerClient self.is_up = False diff --git a/dbms/tests/integration/test_mysql_protocol/__init__.py b/dbms/tests/integration/test_mysql_protocol/__init__.py new file mode 100644 index 00000000000..e69de29bb2d diff --git a/dbms/tests/integration/test_mysql_protocol/configs/config.xml b/dbms/tests/integration/test_mysql_protocol/configs/config.xml new file mode 100644 index 00000000000..7c73809100b --- /dev/null +++ b/dbms/tests/integration/test_mysql_protocol/configs/config.xml @@ -0,0 +1,20 @@ + + + + trace + /var/log/clickhouse-server/clickhouse-server.log + /var/log/clickhouse-server/clickhouse-server.err.log + 1000M + 10 + + + 9000 + 9001 + 127.0.0.1 + + 500 + 5368709120 + ./clickhouse/ + users.xml + + diff --git a/dbms/tests/integration/test_mysql_protocol/configs/users.xml b/dbms/tests/integration/test_mysql_protocol/configs/users.xml new file mode 100644 index 00000000000..2be13dca499 --- /dev/null +++ b/dbms/tests/integration/test_mysql_protocol/configs/users.xml @@ -0,0 +1,23 @@ + + + + + + + + + + 123 + + ::/0 + + default + default + + + + + + + + diff --git a/dbms/tests/integration/test_mysql_protocol/test.py b/dbms/tests/integration/test_mysql_protocol/test.py new file mode 100644 index 00000000000..587d36d3a1c --- /dev/null +++ b/dbms/tests/integration/test_mysql_protocol/test.py @@ -0,0 +1,100 @@ +# coding: utf-8 + +import os +import pytest +import pymysql.connections + +from docker.models.containers import Container + +from helpers.cluster import ClickHouseCluster + + +SCRIPT_DIR = os.path.dirname(os.path.realpath(__file__)) + +cluster = ClickHouseCluster(__file__, base_configs_dir=os.path.join(SCRIPT_DIR, './configs')) + +node = cluster.add_instance('node', with_mysql=True) + +server_port = 9001 + + +@pytest.fixture(scope="module") +def started_cluster(): + cluster.start() + try: + yield cluster + finally: + cluster.shutdown() + + +@pytest.fixture(scope='module') +def mysql_container(started_cluster): + # type: (ClickHouseCluster) -> Container + yield started_cluster.docker_client.containers.get(started_cluster.get_instance_docker_id('mysql1')) + + +@pytest.fixture(scope='module') +def server_address(started_cluster): + yield started_cluster.get_instance_ip('node') + + +def test_select(mysql_container, server_address): + # type: (Container, str) -> None + code, (stdout, stderr) = mysql_container.exec_run(''' + mysql --protocol tcp -h {host} -P {port} default -u default --enable-cleartext-plugin --password=123 + -e "select 1 as a;" + -e "select 'тест' as b;" + '''.format(host=server_address, port=server_port), demux=True) + + assert stdout == 'a\n1\nb\nтест\n' + + +def test_authentication(mysql_container, server_address): + # type: (Container, str) -> None + + code, (stdout, stderr) = mysql_container.exec_run(''' + mysql --protocol tcp -h {host} -P {port} default -u default --enable-cleartext-plugin --password=abc -e "select 1 as a;" + '''.format(host=server_address, port=server_port), demux=True) + + assert stderr == 'mysql: [Warning] Using a password on the command line interface can be insecure.\n' \ + 'ERROR 193 (00000): Wrong password for user default\n' + + +def test_change_database(mysql_container, server_address): + # type: (Container, str) -> None + + code, (stdout, stderr) = mysql_container.exec_run(''' + mysql --protocol tcp -h {host} -P {port} default -u default --enable-cleartext-plugin --password=123 + -e "use system;" + -e "select count(*) from (select name from tables limit 1);" + -e "use system2;" + '''.format(host=server_address, port=server_port), demux=True) + + assert stdout == 'count()\n1\n' + assert stderr == "mysql: [Warning] Using a password on the command line interface can be insecure.\n" \ + "ERROR 81 (00000) at line 1: Database system2 doesn't exist\n" + + +def test_py_client(server_address): + with pytest.raises(pymysql.InternalError) as exc_info: + pymysql.connections.Connection(host=server_address, user='default', password='abacab', database='default', port=server_port) + + assert exc_info.value.args == (193, 'Wrong password for user default') + + client = pymysql.connections.Connection(host=server_address, user='default', password='123', database='default', port=server_port) + + with pytest.raises(pymysql.InternalError) as exc_info: + client.query('select name from tables') + + assert exc_info.value.args == (60, "Table default.tables doesn't exist.") + + cursor = client.cursor(pymysql.cursors.DictCursor) + cursor.execute("select 1 as a, 'тест' as b") + assert cursor.fetchall() == [{'a': '1', 'b': 'тест'}] + + client.select_db('system') + + with pytest.raises(pymysql.InternalError) as exc_info: + client.select_db('system2') + + assert exc_info.value.args == (81, "Database system2 doesn't exist") From 3ea33600a050647211a7db70c2b9723e85234f52 Mon Sep 17 00:00:00 2001 From: Yuriy Date: Wed, 3 Apr 2019 01:56:49 +0300 Subject: [PATCH 035/709] fixed style check --- dbms/programs/server/MySQLHandler.cpp | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/dbms/programs/server/MySQLHandler.cpp b/dbms/programs/server/MySQLHandler.cpp index 09a88c65e0f..4f760c0c67f 100644 --- a/dbms/programs/server/MySQLHandler.cpp +++ b/dbms/programs/server/MySQLHandler.cpp @@ -201,7 +201,8 @@ void MySQLHandler::comQuery(String payload) LOG_TRACE(log, "Sent columns definitions."); - if (!(capabilities & Capability::CLIENT_DEPRECATE_EOF)) { + if (!(capabilities & Capability::CLIENT_DEPRECATE_EOF)) + { packet_sender.sendPacket(EOF_Packet(0, 0)); } From b5f0414200d98843fadd9d7002bdbfe93342b289 Mon Sep 17 00:00:00 2001 From: Alexander Kozhikhov Date: Thu, 4 Apr 2019 03:17:27 +0300 Subject: [PATCH 036/709] new test --- .../AggregateFunctionMLMethod.h | 17 +++++++------- .../0_stateless/00960_dataset_test.sql | 22 +++++++++++++++++++ 2 files changed, 31 insertions(+), 8 deletions(-) create mode 100644 dbms/tests/queries/0_stateless/00960_dataset_test.sql diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h index 2fd4c7cc3f2..6bceb2ee8a8 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h @@ -7,19 +7,17 @@ #include #include -#include +#include +#include +#include +#include #include +#include #include #include -#include -#include -#include -#include - - namespace DB { @@ -618,6 +616,7 @@ public: /// хочется не константный rhs void merge(AggregateDataPtr place, ConstAggregateDataPtr rhs, Arena *) const override { + std::cout << "\nMERGING!!\n\n"; this->data(place).merge(this->data(rhs)); } @@ -633,6 +632,8 @@ public: void predictResultInto(ConstAggregateDataPtr place, IColumn & to, Block & block, const ColumnNumbers & arguments) const { + std::cout << "\nPREDICTING!!\n\n"; + if (arguments.size() != param_num + 1) throw Exception("Predict got incorrect number of arguments. Got: " + std::to_string(arguments.size()) + ". Required: " + std::to_string(param_num + 1), @@ -660,7 +661,7 @@ public: { std::ignore = place; std::ignore = to; - return; + throw std::runtime_error("not implemented"); } const char * getHeaderFilePath() const override { return __FILE__; } diff --git a/dbms/tests/queries/0_stateless/00960_dataset_test.sql b/dbms/tests/queries/0_stateless/00960_dataset_test.sql new file mode 100644 index 00000000000..1b065afdecb --- /dev/null +++ b/dbms/tests/queries/0_stateless/00960_dataset_test.sql @@ -0,0 +1,22 @@ +-- CREATE DATABASE IF NOT EXISTS test; +-- DROP TABLE IF EXISTS test.trainset; +-- CREATE TABLE IF NOT EXISTS test.trainset +-- ( +-- param1 Float64, param2 Float64, param3 Float64, param4 Float64, param5 Float64, param6 Float64, param7 Float64, param8 Float64, param9 Float64, param10 Float64, param11 Float64, param12 Float64, param13 Float64, param14 Float64, param15 Float64, param16 Float64, param17 Float64, param18 Float64, param19 Float64, param20 Float64, param21 Float64, param22 Float64, param23 Float64, param24 Float64, param25 Float64, param26 Float64, param27 Float64, param28 Float64, param29 Float64, param30 Float64, param31 Float64, param32 Float64, param33 Float64, param34 Float64, param35 Float64, param36 Float64, param37 Float64, param38 Float64, param39 Float64, param40 Float64, param41 Float64, param42 Float64, param43 Float64, param44 Float64, param45 Float64, param46 Float64, param47 Float64, param48 Float64, param49 Float64, param50 Float64, param51 Float64, param52 Float64, param53 Float64, param54 Float64, param55 Float64, param56 Float64, param57 Float64, param58 Float64, param59 Float64, param60 Float64, param61 Float64, param62 Float64, param63 Float64, param64 Float64, param65 Float64, param66 Float64, param67 Float64, param68 Float64, param69 Float64, param70 Float64, param71 Float64, param72 Float64, param73 Float64, param74 Float64, param75 Float64, param76 Float64, param77 Float64, param78 Float64, param79 Float64, param80 Float64, param81 Float64, param82 Float64, param83 Float64, param84 Float64, param85 Float64, param86 Float64, param87 Float64, param88 Float64, param89 Float64, param90 Float64, param91 Float64, param92 Float64, param93 Float64, param94 Float64, param95 Float64, param96 Float64, param97 Float64, param98 Float64, param99 Float64, param100 Float64, param101 Float64, param102 Float64, param103 Float64, param104 Float64, param105 Float64, param106 Float64, param107 Float64, param108 Float64, param109 Float64, param110 Float64, param111 Float64, param112 Float64, param113 Float64, param114 Float64, param115 Float64, param116 Float64, param117 Float64, param118 Float64, param119 Float64, param120 Float64, param121 Float64, param122 Float64, param123 Float64, param124 Float64, param125 Float64, param126 Float64, param127 Float64, param128 Float64, param129 Float64, param130 Float64, param131 Float64, param132 Float64, param133 Float64, param134 Float64, param135 Float64, param136 Float64, param137 Float64, param138 Float64, param139 Float64, param140 Float64, param141 Float64, param142 Float64, param143 Float64, param144 Float64, param145 Float64, param146 Float64, param147 Float64, param148 Float64, param149 Float64, param150 Float64, param151 Float64, param152 Float64, param153 Float64, param154 Float64, param155 Float64, param156 Float64, param157 Float64, param158 Float64, param159 Float64, param160 Float64, param161 Float64, param162 Float64, param163 Float64, param164 Float64, param165 Float64, param166 Float64, param167 Float64, param168 Float64, param169 Float64, param170 Float64, param171 Float64, param172 Float64, param173 Float64, param174 Float64, param175 Float64, param176 Float64, param177 Float64, param178 Float64, param179 Float64, param180 Float64, param181 Float64, param182 Float64, param183 Float64, target Float64 +-- ) ENGINE = Memory; +-- DROP TABLE IF EXISTS test.testset; +-- CREATE TABLE IF NOT EXISTS test.testset +-- ( +-- param1 Float64, param2 Float64, param3 Float64, param4 Float64, param5 Float64, param6 Float64, param7 Float64, param8 Float64, param9 Float64, param10 Float64, param11 Float64, param12 Float64, param13 Float64, param14 Float64, param15 Float64, param16 Float64, param17 Float64, param18 Float64, param19 Float64, param20 Float64, param21 Float64, param22 Float64, param23 Float64, param24 Float64, param25 Float64, param26 Float64, param27 Float64, param28 Float64, param29 Float64, param30 Float64, param31 Float64, param32 Float64, param33 Float64, param34 Float64, param35 Float64, param36 Float64, param37 Float64, param38 Float64, param39 Float64, param40 Float64, param41 Float64, param42 Float64, param43 Float64, param44 Float64, param45 Float64, param46 Float64, param47 Float64, param48 Float64, param49 Float64, param50 Float64, param51 Float64, param52 Float64, param53 Float64, param54 Float64, param55 Float64, param56 Float64, param57 Float64, param58 Float64, param59 Float64, param60 Float64, param61 Float64, param62 Float64, param63 Float64, param64 Float64, param65 Float64, param66 Float64, param67 Float64, param68 Float64, param69 Float64, param70 Float64, param71 Float64, param72 Float64, param73 Float64, param74 Float64, param75 Float64, param76 Float64, param77 Float64, param78 Float64, param79 Float64, param80 Float64, param81 Float64, param82 Float64, param83 Float64, param84 Float64, param85 Float64, param86 Float64, param87 Float64, param88 Float64, param89 Float64, param90 Float64, param91 Float64, param92 Float64, param93 Float64, param94 Float64, param95 Float64, param96 Float64, param97 Float64, param98 Float64, param99 Float64, param100 Float64, param101 Float64, param102 Float64, param103 Float64, param104 Float64, param105 Float64, param106 Float64, param107 Float64, param108 Float64, param109 Float64, param110 Float64, param111 Float64, param112 Float64, param113 Float64, param114 Float64, param115 Float64, param116 Float64, param117 Float64, param118 Float64, param119 Float64, param120 Float64, param121 Float64, param122 Float64, param123 Float64, param124 Float64, param125 Float64, param126 Float64, param127 Float64, param128 Float64, param129 Float64, param130 Float64, param131 Float64, param132 Float64, param133 Float64, param134 Float64, param135 Float64, param136 Float64, param137 Float64, param138 Float64, param139 Float64, param140 Float64, param141 Float64, param142 Float64, param143 Float64, param144 Float64, param145 Float64, param146 Float64, param147 Float64, param148 Float64, param149 Float64, param150 Float64, param151 Float64, param152 Float64, param153 Float64, param154 Float64, param155 Float64, param156 Float64, param157 Float64, param158 Float64, param159 Float64, param160 Float64, param161 Float64, param162 Float64, param163 Float64, param164 Float64, param165 Float64, param166 Float64, param167 Float64, param168 Float64, param169 Float64, param170 Float64, param171 Float64, param172 Float64, param173 Float64, param174 Float64, param175 Float64, param176 Float64, param177 Float64, param178 Float64, param179 Float64, param180 Float64, param181 Float64, param182 Float64, param183 Float64 +-- ) ENGINE = Memory; + +SET send_logs_level = 'trace'; +-- SET log_queries = 1; +-- SET max_threads = 4; + +-- drop table if exists test.model; +-- create table if not exists test.model engine = Memory as select LinearRegressionState(0.0000001, 4, 2.0)(target, param1, param2, param3, param4, param5, param6, param7, param8, param9, param10, param11, param12, param13, param14, param15, param16, param17, param18, param19, param20, param21, param22, param23, param24, param25, param26, param27, param28, param29, param30, param31, param32, param33, param34, param35, param36, param37, param38, param39, param40, param41, param42, param43, param44, param45, param46, param47, param48, param49, param50, param51, param52, param53, param54, param55, param56, param57, param58, param59, param60, param61, param62, param63, param64, param65, param66, param67, param68, param69, param70, param71, param72, param73, param74, param75, param76, param77, param78, param79, param80, param81, param82, param83, param84, param85, param86, param87, param88, param89, param90, param91, param92, param93, param94, param95, param96, param97, param98, param99, param100, param101, param102, param103, param104, param105, param106, param107, param108, param109, param110, param111, param112, param113, param114, param115, param116, param117, param118, param119, param120, param121, param122, param123, param124, param125, param126, param127, param128, param129, param130, param131, param132, param133, param134, param135, param136, param137, param138, param139, param140, param141, param142, param143, param144, param145, param146, param147, param148, param149, param150, param151, param152, param153, param154, param155, param156, param157, param158, param159, param160, param161, param162, param163, param164, param165, param166, param167, param168, param169, param170, param171, param172, param173, param174, param175, param176, param177, param178, param179, param180, param181, param182, param183) as state from test.trainset; + +select LinearRegressionState(0.0000001, 4, 2.0)(target, param1, param2, param3, param4, param5, param6, param7, param8, param9, param10, param11, param12, param13, param14, param15, param16, param17, param18, param19, param20, param21, param22, param23, param24, param25, param26, param27, param28, param29, param30, param31, param32, param33, param34, param35, param36, param37, param38, param39, param40, param41, param42, param43, param44, param45, param46, param47, param48, param49, param50, param51, param52, param53, param54, param55, param56, param57, param58, param59, param60, param61, param62, param63, param64, param65, param66, param67, param68, param69, param70, param71, param72, param73, param74, param75, param76, param77, param78, param79, param80, param81, param82, param83, param84, param85, param86, param87, param88, param89, param90, param91, param92, param93, param94, param95, param96, param97, param98, param99, param100, param101, param102, param103, param104, param105, param106, param107, param108, param109, param110, param111, param112, param113, param114, param115, param116, param117, param118, param119, param120, param121, param122, param123, param124, param125, param126, param127, param128, param129, param130, param131, param132, param133, param134, param135, param136, param137, param138, param139, param140, param141, param142, param143, param144, param145, param146, param147, param148, param149, param150, param151, param152, param153, param154, param155, param156, param157, param158, param159, param160, param161, param162, param163, param164, param165, param166, param167, param168, param169, param170, param171, param172, param173, param174, param175, param176, param177, param178, param179, param180, param181, param182, param183) from test.trainset; + +-- with (select state from test.model) as model select evalMLMethod(model, param1, param2, param3, param4, param5, param6, param7, param8, param9, param10, param11, param12, param13, param14, param15, param16, param17, param18, param19, param20, param21, param22, param23, param24, param25, param26, param27, param28, param29, param30, param31, param32, param33, param34, param35, param36, param37, param38, param39, param40, param41, param42, param43, param44, param45, param46, param47, param48, param49, param50, param51, param52, param53, param54, param55, param56, param57, param58, param59, param60, param61, param62, param63, param64, param65, param66, param67, param68, param69, param70, param71, param72, param73, param74, param75, param76, param77, param78, param79, param80, param81, param82, param83, param84, param85, param86, param87, param88, param89, param90, param91, param92, param93, param94, param95, param96, param97, param98, param99, param100, param101, param102, param103, param104, param105, param106, param107, param108, param109, param110, param111, param112, param113, param114, param115, param116, param117, param118, param119, param120, param121, param122, param123, param124, param125, param126, param127, param128, param129, param130, param131, param132, param133, param134, param135, param136, param137, param138, param139, param140, param141, param142, param143, param144, param145, param146, param147, param148, param149, param150, param151, param152, param153, param154, param155, param156, param157, param158, param159, param160, param161, param162, param163, param164, param165, param166, param167, param168, param169, param170, param171, param172, param173, param174, param175, param176, param177, param178, param179, param180, param181, param182, param183) from test.testset; \ No newline at end of file From b792568bdce09b990d97187901084a10f8b4d734 Mon Sep 17 00:00:00 2001 From: Yuriy Date: Sun, 7 Apr 2019 13:29:30 +0300 Subject: [PATCH 037/709] added golang mysql client test --- dbms/src/Core/MySQLProtocol.h | 9 -- dbms/tests/integration/helpers/cluster.py | 2 +- .../clients/golang/0.reference | 24 +++++ .../clients/golang/Dockerfile | 7 ++ .../clients/golang/docker_compose.yml | 8 ++ .../clients/golang/main.go | 93 +++++++++++++++++++ .../clients/mysql/docker_compose.yml | 6 ++ .../integration/test_mysql_protocol/test.py | 58 +++++++----- 8 files changed, 175 insertions(+), 32 deletions(-) create mode 100644 dbms/tests/integration/test_mysql_protocol/clients/golang/0.reference create mode 100644 dbms/tests/integration/test_mysql_protocol/clients/golang/Dockerfile create mode 100644 dbms/tests/integration/test_mysql_protocol/clients/golang/docker_compose.yml create mode 100644 dbms/tests/integration/test_mysql_protocol/clients/golang/main.go create mode 100644 dbms/tests/integration/test_mysql_protocol/clients/mysql/docker_compose.yml diff --git a/dbms/src/Core/MySQLProtocol.h b/dbms/src/Core/MySQLProtocol.h index e55ea86fbf5..488bf1f7e7a 100644 --- a/dbms/src/Core/MySQLProtocol.h +++ b/dbms/src/Core/MySQLProtocol.h @@ -267,15 +267,6 @@ public: | CLIENT_DEPRECATE_EOF), character_set(63), status_flags(0) { auth_plugin_data.resize(SCRAMBLE_LENGTH); - - auto seed = std::chrono::system_clock::now().time_since_epoch().count(); - std::default_random_engine generator(static_cast(seed)); - - std::uniform_int_distribution distribution(0); - for (size_t i = 0; i < SCRAMBLE_LENGTH; i++) - { - auth_plugin_data[i] = distribution(generator); - } } String getPayload() const override diff --git a/dbms/tests/integration/helpers/cluster.py b/dbms/tests/integration/helpers/cluster.py index 1bd7404bdac..240cc2c8695 100644 --- a/dbms/tests/integration/helpers/cluster.py +++ b/dbms/tests/integration/helpers/cluster.py @@ -102,7 +102,7 @@ class ClickHouseCluster: self.with_hdfs = False self.with_mongo = False - self.docker_client = None # type: docker.DockerClient + self.docker_client = None self.is_up = False diff --git a/dbms/tests/integration/test_mysql_protocol/clients/golang/0.reference b/dbms/tests/integration/test_mysql_protocol/clients/golang/0.reference new file mode 100644 index 00000000000..d1414bf6562 --- /dev/null +++ b/dbms/tests/integration/test_mysql_protocol/clients/golang/0.reference @@ -0,0 +1,24 @@ +Columns: +a +Column types: +a BINARY +Result: +0 +1 +Columns: +name +a +Column types: +name BINARY +a BINARY +Result: +aggregate_function_combinators 1 +asynchronous_metrics 1 +Columns: +a +b +Column types: +a BINARY +b BINARY +Result: +тест 1 diff --git a/dbms/tests/integration/test_mysql_protocol/clients/golang/Dockerfile b/dbms/tests/integration/test_mysql_protocol/clients/golang/Dockerfile new file mode 100644 index 00000000000..d169c274a8b --- /dev/null +++ b/dbms/tests/integration/test_mysql_protocol/clients/golang/Dockerfile @@ -0,0 +1,7 @@ +FROM golang:1.12.2 + +RUN go get "github.com/go-sql-driver/mysql" + +COPY ./main.go main.go + +RUN go build main.go diff --git a/dbms/tests/integration/test_mysql_protocol/clients/golang/docker_compose.yml b/dbms/tests/integration/test_mysql_protocol/clients/golang/docker_compose.yml new file mode 100644 index 00000000000..7850298dd7c --- /dev/null +++ b/dbms/tests/integration/test_mysql_protocol/clients/golang/docker_compose.yml @@ -0,0 +1,8 @@ +version: '2.2' +services: + golang1: + build: + context: ./ + network: host + # to keep container running + command: sleep infinity diff --git a/dbms/tests/integration/test_mysql_protocol/clients/golang/main.go b/dbms/tests/integration/test_mysql_protocol/clients/golang/main.go new file mode 100644 index 00000000000..93eab9d8568 --- /dev/null +++ b/dbms/tests/integration/test_mysql_protocol/clients/golang/main.go @@ -0,0 +1,93 @@ +package main + +import ( + "database/sql" + "flag" + "fmt" + _ "github.com/go-sql-driver/mysql" + "log" + "os" +) + + +func main() { + host := flag.String("host", "localhost", "mysql server address") + port := flag.Uint("port", 3306, "mysql server port") + user := flag.String("user", "", "username") + password := flag.String("password", "", "password") + database := flag.String("database", "", "database to authenticate against") + flag.Parse() + + logger := log.New(os.Stderr, "", 0) + dataSource := fmt.Sprintf("%s:%s@tcp(%s:%d)/%s?allowCleartextPasswords=1", *user, *password, *host, *port, *database) + db, err := sql.Open("mysql", dataSource) + + if err != nil { + logger.Fatal(err) + } + defer db.Close() + + runQuery := func (query string, processRows func (*sql.Rows)) { + rows, err := db.Query(query) + if err != nil { + logger.Fatal(err) + } + + columns, err := rows.Columns() + fmt.Println("Columns:") + for _, name := range columns { + fmt.Println(name) + } + + columnsTypes, err := rows.ColumnTypes() + fmt.Println("Column types:") + for _, column := range columnsTypes { + fmt.Printf("%s %s\n", column.Name(), column.DatabaseTypeName()) + } + + fmt.Println("Result:") + processRows(rows) + + err = rows.Err() + if err != nil { + logger.Fatal(err) + } + + err = rows.Close() + if err != nil { + logger.Fatal(err) + } + err = rows.Close() + if err != nil { + logger.Fatal(err) + } + } + + processRows := func (rows *sql.Rows) { + var x int + for rows.Next() { + err := rows.Scan(&x) + if err != nil { + logger.Fatal(err) + } + fmt.Println(x) + } + } + runQuery("select number as a from system.numbers limit 2", processRows) + + processRows = func (rows *sql.Rows) { + var name string + var a int + for rows.Next() { + err := rows.Scan(&name, &a) + if err != nil { + logger.Fatal(err) + } + fmt.Println(name, a) + } + } + runQuery("select name, 1 as a from system.tables limit 2", processRows) + + runQuery("select 'тест' as a, 1 as b", processRows) + +} diff --git a/dbms/tests/integration/test_mysql_protocol/clients/mysql/docker_compose.yml b/dbms/tests/integration/test_mysql_protocol/clients/mysql/docker_compose.yml new file mode 100644 index 00000000000..777e2bad2e3 --- /dev/null +++ b/dbms/tests/integration/test_mysql_protocol/clients/mysql/docker_compose.yml @@ -0,0 +1,6 @@ +version: '2.2' +services: + mysql1: + image: mysql:5.7 + # rewriting default command, because starting server is unnecessary + command: sleep infinity diff --git a/dbms/tests/integration/test_mysql_protocol/test.py b/dbms/tests/integration/test_mysql_protocol/test.py index 587d36d3a1c..1720fbdf786 100644 --- a/dbms/tests/integration/test_mysql_protocol/test.py +++ b/dbms/tests/integration/test_mysql_protocol/test.py @@ -1,7 +1,9 @@ # coding: utf-8 import os +import docker import pytest +import subprocess import pymysql.connections from docker.models.containers import Container @@ -12,35 +14,37 @@ from helpers.cluster import ClickHouseCluster SCRIPT_DIR = os.path.dirname(os.path.realpath(__file__)) cluster = ClickHouseCluster(__file__, base_configs_dir=os.path.join(SCRIPT_DIR, './configs')) - -node = cluster.add_instance('node', with_mysql=True) +node = cluster.add_instance('node') server_port = 9001 @pytest.fixture(scope="module") -def started_cluster(): +def server_address(): cluster.start() try: - yield cluster + yield cluster.get_instance_ip('node') finally: cluster.shutdown() @pytest.fixture(scope='module') -def mysql_container(started_cluster): - # type: (ClickHouseCluster) -> Container - yield started_cluster.docker_client.containers.get(started_cluster.get_instance_docker_id('mysql1')) +def mysql_client(): + docker_compose = os.path.join(SCRIPT_DIR, 'clients', 'mysql', 'docker_compose.yml') + subprocess.check_call(['docker-compose', '-p', cluster.project_name, '-f', docker_compose, 'up', '--no-recreate', '-d', '--build']) + yield docker.from_env().containers.get(cluster.project_name + '_mysql1_1') @pytest.fixture(scope='module') -def server_address(started_cluster): - yield started_cluster.get_instance_ip('node') +def golang_container(): + docker_compose = os.path.join(SCRIPT_DIR, 'clients', 'golang', 'docker_compose.yml') + subprocess.check_call(['docker-compose', '-p', cluster.project_name, '-f', docker_compose, 'up', '--no-recreate', '-d', '--build']) + yield docker.from_env().containers.get(cluster.project_name + '_golang1_1') -def test_select(mysql_container, server_address): +def test_mysql_client(mysql_client, server_address): # type: (Container, str) -> None - code, (stdout, stderr) = mysql_container.exec_run(''' + code, (stdout, stderr) = mysql_client.exec_run(''' mysql --protocol tcp -h {host} -P {port} default -u default --enable-cleartext-plugin --password=123 -e "select 1 as a;" -e "select 'тест' as b;" @@ -48,22 +52,14 @@ def test_select(mysql_container, server_address): assert stdout == 'a\n1\nb\nтест\n' - -def test_authentication(mysql_container, server_address): - # type: (Container, str) -> None - - code, (stdout, stderr) = mysql_container.exec_run(''' + code, (stdout, stderr) = mysql_client.exec_run(''' mysql --protocol tcp -h {host} -P {port} default -u default --enable-cleartext-plugin --password=abc -e "select 1 as a;" '''.format(host=server_address, port=server_port), demux=True) assert stderr == 'mysql: [Warning] Using a password on the command line interface can be insecure.\n' \ 'ERROR 193 (00000): Wrong password for user default\n' - -def test_change_database(mysql_container, server_address): - # type: (Container, str) -> None - - code, (stdout, stderr) = mysql_container.exec_run(''' + code, (stdout, stderr) = mysql_client.exec_run(''' mysql --protocol tcp -h {host} -P {port} default -u default --enable-cleartext-plugin --password=123 -e "use system;" -e "select count(*) from (select name from tables limit 1);" @@ -75,7 +71,7 @@ def test_change_database(mysql_container, server_address): "ERROR 81 (00000) at line 1: Database system2 doesn't exist\n" -def test_py_client(server_address): +def test_python_client(server_address): with pytest.raises(pymysql.InternalError) as exc_info: pymysql.connections.Connection(host=server_address, user='default', password='abacab', database='default', port=server_port) @@ -98,3 +94,21 @@ def test_py_client(server_address): client.select_db('system2') assert exc_info.value.args == (81, "Database system2 doesn't exist") + + +def test_golang_client(server_address, golang_container): + # type: (str, Container) -> None + code, (stdout, stderr) = golang_container.exec_run('./main --host {host} --port {port} --user default --password 123 --database ' + 'abc'.format(host=server_address, port=server_port), demux=True) + + assert code == 1 + assert stderr == "Error 81: Database abc doesn't exist\n" + + code, (stdout, stderr) = golang_container.exec_run('./main --host {host} --port {port} --user default --password 123 --database ' + 'default'.format(host=server_address, port=server_port), demux=True) + + assert code == 0 + + with open(os.path.join(SCRIPT_DIR, 'clients', 'golang', '0.reference')) as fp: + reference = fp.read() + assert stdout == reference From 5b6754a2be8800ae826e6b7bd9be174964b2c25b Mon Sep 17 00:00:00 2001 From: Yuriy Date: Sun, 7 Apr 2019 13:32:52 +0300 Subject: [PATCH 038/709] gofmt --- .../test_mysql_protocol/clients/golang/main.go | 15 +++++++-------- 1 file changed, 7 insertions(+), 8 deletions(-) diff --git a/dbms/tests/integration/test_mysql_protocol/clients/golang/main.go b/dbms/tests/integration/test_mysql_protocol/clients/golang/main.go index 93eab9d8568..ac3a34eb49f 100644 --- a/dbms/tests/integration/test_mysql_protocol/clients/golang/main.go +++ b/dbms/tests/integration/test_mysql_protocol/clients/golang/main.go @@ -9,7 +9,6 @@ import ( "os" ) - func main() { host := flag.String("host", "localhost", "mysql server address") port := flag.Uint("port", 3306, "mysql server port") @@ -20,14 +19,14 @@ func main() { logger := log.New(os.Stderr, "", 0) dataSource := fmt.Sprintf("%s:%s@tcp(%s:%d)/%s?allowCleartextPasswords=1", *user, *password, *host, *port, *database) - db, err := sql.Open("mysql", dataSource) - - if err != nil { + db, err := sql.Open("mysql", dataSource) + + if err != nil { logger.Fatal(err) - } + } defer db.Close() - runQuery := func (query string, processRows func (*sql.Rows)) { + runQuery := func(query string, processRows func(*sql.Rows)) { rows, err := db.Query(query) if err != nil { logger.Fatal(err) @@ -63,7 +62,7 @@ func main() { } } - processRows := func (rows *sql.Rows) { + processRows := func(rows *sql.Rows) { var x int for rows.Next() { err := rows.Scan(&x) @@ -75,7 +74,7 @@ func main() { } runQuery("select number as a from system.numbers limit 2", processRows) - processRows = func (rows *sql.Rows) { + processRows = func(rows *sql.Rows) { var name string var a int for rows.Next() { From 1dc5c4cba336b2bf3e4ee7219b296f8762522a95 Mon Sep 17 00:00:00 2001 From: Yuriy Date: Sun, 7 Apr 2019 15:33:06 +0300 Subject: [PATCH 039/709] explicitly defined constructors --- dbms/src/Core/MySQLProtocol.h | 12 ++++++++++++ 1 file changed, 12 insertions(+) diff --git a/dbms/src/Core/MySQLProtocol.h b/dbms/src/Core/MySQLProtocol.h index 488bf1f7e7a..f22aeaf35f5 100644 --- a/dbms/src/Core/MySQLProtocol.h +++ b/dbms/src/Core/MySQLProtocol.h @@ -301,6 +301,10 @@ public: String database; String auth_plugin_name; + HandshakeResponse() = default; + + HandshakeResponse(const HandshakeResponse &) = default; + void readPayload(String s) override { std::istringstream ss(s); @@ -368,6 +372,10 @@ class NullTerminatedString : public ReadPacket public: String value; + NullTerminatedString() = default; + + NullTerminatedString(const NullTerminatedString &) = default; + void readPayload(String s) override { if (s.length() == 0 || s.back() != 0) @@ -542,6 +550,10 @@ class ComFieldList : public ReadPacket public: String table, field_wildcard; + ComFieldList() = default; + + ComFieldList(const ComFieldList &) = default; + void readPayload(String payload) { std::istringstream ss(payload); From 2789a83c0336f7d815c0a2ced6a14f1c9cf6d92b Mon Sep 17 00:00:00 2001 From: Yuriy Date: Mon, 8 Apr 2019 10:03:04 +0300 Subject: [PATCH 040/709] fixed compilation with clang --- dbms/programs/server/MySQLHandler.cpp | 7 +++++-- dbms/src/Core/MySQLProtocol.h | 20 ++------------------ 2 files changed, 7 insertions(+), 20 deletions(-) diff --git a/dbms/programs/server/MySQLHandler.cpp b/dbms/programs/server/MySQLHandler.cpp index 4f760c0c67f..f7ad2cf7c1f 100644 --- a/dbms/programs/server/MySQLHandler.cpp +++ b/dbms/programs/server/MySQLHandler.cpp @@ -41,7 +41,8 @@ void MySQLHandler::run() LOG_TRACE(log, "Sent handshake"); - auto handshake_response = packet_sender.receivePacket(); + HandshakeResponse handshake_response; + packet_sender.receivePacket(handshake_response); LOG_DEBUG(log, "Capabilities: " << handshake_response.capability_flags << "\nmax_packet_size: " @@ -74,7 +75,9 @@ void MySQLHandler::run() { packet_sender.sendPacket(AuthSwitchRequest(Authentication::ClearText, ""), true); - password = packet_sender.receivePacket().value; + NullTerminatedString password_packet; + packet_sender.receivePacket(password_packet); + password = password_packet.value; } else { diff --git a/dbms/src/Core/MySQLProtocol.h b/dbms/src/Core/MySQLProtocol.h index f22aeaf35f5..c1cccd689b5 100644 --- a/dbms/src/Core/MySQLProtocol.h +++ b/dbms/src/Core/MySQLProtocol.h @@ -186,13 +186,9 @@ public: return std::move(buf.str()); } - template - T receivePacket() + void receivePacket(ReadPacket & packet) { - static_assert(std::is_base_of()); - T packet; - packet.readPayload(std::move(receivePacketPayload())); - return packet; + packet.readPayload(receivePacketPayload()); } template @@ -301,10 +297,6 @@ public: String database; String auth_plugin_name; - HandshakeResponse() = default; - - HandshakeResponse(const HandshakeResponse &) = default; - void readPayload(String s) override { std::istringstream ss(s); @@ -372,10 +364,6 @@ class NullTerminatedString : public ReadPacket public: String value; - NullTerminatedString() = default; - - NullTerminatedString(const NullTerminatedString &) = default; - void readPayload(String s) override { if (s.length() == 0 || s.back() != 0) @@ -550,10 +538,6 @@ class ComFieldList : public ReadPacket public: String table, field_wildcard; - ComFieldList() = default; - - ComFieldList(const ComFieldList &) = default; - void readPayload(String payload) { std::istringstream ss(payload); From e6f9616abb279a9f47a9b35b0e744b898020a212 Mon Sep 17 00:00:00 2001 From: Yuriy Date: Mon, 8 Apr 2019 11:49:21 +0300 Subject: [PATCH 041/709] more stable golang client test --- .../clients/golang/0.reference | 3 +-- .../clients/golang/main.go | 19 ++++++++++++------- 2 files changed, 13 insertions(+), 9 deletions(-) diff --git a/dbms/tests/integration/test_mysql_protocol/clients/golang/0.reference b/dbms/tests/integration/test_mysql_protocol/clients/golang/0.reference index d1414bf6562..a151cc2592e 100644 --- a/dbms/tests/integration/test_mysql_protocol/clients/golang/0.reference +++ b/dbms/tests/integration/test_mysql_protocol/clients/golang/0.reference @@ -12,8 +12,7 @@ Column types: name BINARY a BINARY Result: -aggregate_function_combinators 1 -asynchronous_metrics 1 +tables 1 Columns: a b diff --git a/dbms/tests/integration/test_mysql_protocol/clients/golang/main.go b/dbms/tests/integration/test_mysql_protocol/clients/golang/main.go index ac3a34eb49f..70508334afb 100644 --- a/dbms/tests/integration/test_mysql_protocol/clients/golang/main.go +++ b/dbms/tests/integration/test_mysql_protocol/clients/golang/main.go @@ -26,7 +26,7 @@ func main() { } defer db.Close() - runQuery := func(query string, processRows func(*sql.Rows)) { + runQuery := func(query string, processRows func(*sql.Rows) error) { rows, err := db.Query(query) if err != nil { logger.Fatal(err) @@ -45,7 +45,10 @@ func main() { } fmt.Println("Result:") - processRows(rows) + err = processRows(rows) + if err != nil { + logger.Fatal(err) + } err = rows.Err() if err != nil { @@ -62,30 +65,32 @@ func main() { } } - processRows := func(rows *sql.Rows) { + processRows := func(rows *sql.Rows) error { var x int for rows.Next() { err := rows.Scan(&x) if err != nil { - logger.Fatal(err) + return err } fmt.Println(x) } + return nil } runQuery("select number as a from system.numbers limit 2", processRows) - processRows = func(rows *sql.Rows) { + processRows = func(rows *sql.Rows) error { var name string var a int for rows.Next() { err := rows.Scan(&name, &a) if err != nil { - logger.Fatal(err) + return err } fmt.Println(name, a) } + return nil } - runQuery("select name, 1 as a from system.tables limit 2", processRows) + runQuery("select name, 1 as a from system.tables where name == 'tables'", processRows) runQuery("select 'тест' as a, 1 as b", processRows) From 35a266c96a9451336431b3de43806d58165fdaa0 Mon Sep 17 00:00:00 2001 From: Alexander Kozhikhov Date: Tue, 9 Apr 2019 00:01:10 +0300 Subject: [PATCH 042/709] linear regression tests --- .../AggregateFunctionMLMethod.cpp | 53 +- .../AggregateFunctionMLMethod.h | 202 ++---- .../0_stateless/00950_ml_test.reference | 302 +-------- .../queries/0_stateless/00950_ml_test.sql | 8 +- .../0_stateless/00951_ml_test.reference | 96 +-- .../queries/0_stateless/00951_ml_test.sql | 7 +- .../queries/0_stateless/00952_ml_test.sql | 2 +- .../0_stateless/00953_dataset_test.reference | 1 + ...955_ml_test.sql => 00953_dataset_test.sql} | 6 +- .../0_stateless/00953_ml_test.good_reference | 580 ------------------ .../0_stateless/00953_ml_test.reference | 580 ------------------ .../00953_ml_test.rock_auc_reference | 1 - .../queries/0_stateless/00953_ml_test.sql | 25 - .../0_stateless/00954_ml_test.reference | 2 +- .../queries/0_stateless/00954_ml_test.sql | 6 +- .../0_stateless/00955_ml_test.reference | 1 - .../0_stateless/00960_dataset_test.sql | 22 - 17 files changed, 89 insertions(+), 1805 deletions(-) create mode 100644 dbms/tests/queries/0_stateless/00953_dataset_test.reference rename dbms/tests/queries/0_stateless/{00955_ml_test.sql => 00953_dataset_test.sql} (97%) delete mode 100644 dbms/tests/queries/0_stateless/00953_ml_test.good_reference delete mode 100644 dbms/tests/queries/0_stateless/00953_ml_test.reference delete mode 100644 dbms/tests/queries/0_stateless/00953_ml_test.rock_auc_reference delete mode 100644 dbms/tests/queries/0_stateless/00953_ml_test.sql delete mode 100644 dbms/tests/queries/0_stateless/00955_ml_test.reference delete mode 100644 dbms/tests/queries/0_stateless/00960_dataset_test.sql diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp index bd3aa51c2e2..7a4d5d731d2 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp @@ -19,6 +19,9 @@ AggregateFunctionPtr createAggregateFunctionMLMethod( if (parameters.size() > 4) throw Exception("Aggregate function " + name + " requires at most four parameters", ErrorCodes::NUMBER_OF_ARGUMENTS_DOESNT_MATCH); + if (argument_types.size() < 2) + throw Exception("Aggregate function " + name + " requires at least two arguments", ErrorCodes::NUMBER_OF_ARGUMENTS_DOESNT_MATCH); + for (size_t i = 0; i < argument_types.size(); ++i) { if (!WhichDataType(argument_types[i]).isFloat64()) @@ -28,58 +31,58 @@ AggregateFunctionPtr createAggregateFunctionMLMethod( } Float64 learning_rate = Float64(0.01); + Float64 l2_reg_coef = Float64(0.01); UInt32 batch_size = 1; - std::shared_ptr gc; std::shared_ptr wu; + std::shared_ptr gc; + if (!parameters.empty()) { learning_rate = applyVisitor(FieldVisitorConvertToNumber(), parameters[0]); } if (parameters.size() > 1) { - batch_size = applyVisitor(FieldVisitorConvertToNumber(), parameters[1]); - - } - - if (std::is_same::value) - { - gc = std::make_shared(); - } else if (std::is_same::value) - { - gc = std::make_shared(); - } else - { - throw Exception("Such gradient computer is not implemented yet", ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT); + l2_reg_coef = applyVisitor(FieldVisitorConvertToNumber(), parameters[1]); } if (parameters.size() > 2) { - if (applyVisitor(FieldVisitorConvertToNumber(), parameters[2]) == Float64{1.0}) + batch_size = applyVisitor(FieldVisitorConvertToNumber(), parameters[2]); + + } + if (parameters.size() > 3) + { + if (applyVisitor(FieldVisitorConvertToNumber(), parameters[3]) == Float64{1.0}) { wu = std::make_shared(); - } else if (applyVisitor(FieldVisitorConvertToNumber(), parameters[2]) == Float64{2.0}) + } else if (applyVisitor(FieldVisitorConvertToNumber(), parameters[3]) == Float64{2.0}) { wu = std::make_shared(); - } else if (applyVisitor(FieldVisitorConvertToNumber(), parameters[2]) == Float64{3.0}) + } else if (applyVisitor(FieldVisitorConvertToNumber(), parameters[3]) == Float64{3.0}) { wu = std::make_shared(); - } else if (applyVisitor(FieldVisitorConvertToNumber(), parameters[2]) == Float64{4.0}) - { - /// Adam should be here - wu = std::make_shared(); } else { - throw Exception("Such weights updater is not implemented yet", ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT); + throw Exception("Invalid parameter for weights updater", ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT); } } else { wu = std::make_unique(); } - if (argument_types.size() < 2) - throw Exception("Aggregate function " + name + " requires at least two arguments", ErrorCodes::NUMBER_OF_ARGUMENTS_DOESNT_MATCH); + if (std::is_same::value) + { + gc = std::make_shared(); + } else if (std::is_same::value) + { + gc = std::make_shared(); + } else + { + throw Exception("Such gradient computer is not implemented yet", ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT); + } - return std::make_shared(argument_types.size() - 1, gc, wu, learning_rate, batch_size, argument_types, parameters); + + return std::make_shared(argument_types.size() - 1, gc, wu, learning_rate, l2_reg_coef, batch_size, argument_types, parameters); } } diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h index 6bceb2ee8a8..f17572a5928 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h @@ -28,8 +28,7 @@ namespace ErrorCodes } /** -IGradientComputer class computes gradient according to its loss function -and stores mini-batch +GradientComputer class computes gradient according to its loss function */ class IGradientComputer { @@ -39,16 +38,12 @@ public: virtual ~IGradientComputer() = default; - /// Adds to batch_gradient computed gradient in point (weigts, bias) using corresponding loss function + /// Adds computed gradient in new point (weights, bias) to batch_gradient virtual void compute(std::vector * batch_gradient, const std::vector &weights, Float64 bias, - Float64 learning_rate, Float64 target, const IColumn **columns, size_t row_num) = 0; + Float64 learning_rate, Float64 l2_reg_coef, Float64 target, const IColumn **columns, size_t row_num) = 0; - virtual Float64 predict(const std::vector &predict_feature, - const std::vector &weights, - Float64 bias) const = 0; - - /// Now we should use predict_for_all function instead of predict - virtual void predict_for_all(ColumnVector::Container &container, + /// Now we should use predict_block function instead of predict + virtual void predict_block(ColumnVector::Container &container, Block &block, const ColumnNumbers &arguments, const std::vector &weights, Float64 bias) const = 0; @@ -62,7 +57,7 @@ public: {} void compute(std::vector * batch_gradient, const std::vector &weights, Float64 bias, - Float64 learning_rate, Float64 target, const IColumn **columns, size_t row_num) override + Float64 learning_rate, Float64 l2_reg_coef, Float64 target, const IColumn **columns, size_t row_num) override { Float64 derivative = (target - bias); for (size_t i = 0; i < weights.size(); ++i) @@ -75,27 +70,12 @@ public: for (size_t i = 0; i < weights.size(); ++i) { (*batch_gradient)[i] += - derivative * static_cast &>(*columns[i]).getData()[row_num]; + derivative * static_cast &>(*columns[i]).getData()[row_num] + - 2 * l2_reg_coef * weights[i]; } } - Float64 predict(const std::vector &predict_feature, - const std::vector &weights, Float64 bias) const override - { - /// не обновляем веса при предикте, т.к. это может замедлить предсказание - /// однако можно например обновлять их при каждом мердже не зависимо от того, сколько элементнов в батче - - Float64 res{0.0}; - for (size_t i = 0; i < predict_feature.size(); ++i) - { - res += predict_feature[i] * weights[i]; - } - res += bias; - - return res; - } - - void predict_for_all(ColumnVector::Container &container, + void predict_block(ColumnVector::Container &container, Block &block, const ColumnNumbers &arguments, const std::vector &weights, Float64 bias) const override @@ -133,7 +113,7 @@ public: {} void compute(std::vector * batch_gradient, const std::vector &weights, Float64 bias, - Float64 learning_rate, Float64 target, const IColumn **columns, size_t row_num) override + Float64 learning_rate, Float64 l2_reg_coef, Float64 target, const IColumn **columns, size_t row_num) override { Float64 derivative = bias; for (size_t i = 0; i < weights.size(); ++i) @@ -148,28 +128,12 @@ public: { (*batch_gradient)[i] += learning_rate * target * - static_cast &>(*columns[i]).getData()[row_num] - / (derivative + 1); + static_cast &>(*columns[i]).getData()[row_num] / (derivative + 1) + - 2 * l2_reg_coef * weights[i]; } } - Float64 predict(const std::vector &predict_feature, - const std::vector &weights, Float64 bias) const override - { - /// не обновляем веса при предикте, т.к. это может замедлить предсказание - /// однако можно например обновлять их при каждом мердже не зависимо от того, сколько элементнов в батче - - Float64 res{0.0}; - for (size_t i = 0; i < predict_feature.size(); ++i) - { - res += predict_feature[i] * weights[i]; - } - res += bias; - res = 1 / (1 + exp(-res)); - return res; - } - - void predict_for_all(ColumnVector::Container & container, + void predict_block(ColumnVector::Container & container, Block & block, const ColumnNumbers & arguments, const std::vector & weights, Float64 bias) const override @@ -199,8 +163,8 @@ public: /** -* IWeightsUpdater class defines the way to update current state -* and uses GradientComputer on each iteration +* IWeightsUpdater class defines the way to update current weights +* and uses class GradientComputer on each iteration */ class IWeightsUpdater { @@ -209,9 +173,9 @@ public: virtual void add_to_batch(std::vector * batch_gradient, std::shared_ptr gc, const std::vector & weights, Float64 bias, - Float64 learning_rate, Float64 target, const IColumn **columns, size_t row_num) + Float64 learning_rate, Float64 l2_reg_coef, Float64 target, const IColumn **columns, size_t row_num) { - gc->compute(batch_gradient, weights, bias, learning_rate, target, columns, row_num); + gc->compute(batch_gradient, weights, bias, learning_rate, l2_reg_coef, target, columns, row_num); } virtual void update(UInt32 batch_size, @@ -313,7 +277,7 @@ public: void add_to_batch(std::vector * batch_gradient, std::shared_ptr gc, const std::vector & weights, Float64 bias, - Float64 learning_rate, Float64 target, const IColumn ** columns, size_t row_num) override + Float64 learning_rate, Float64 l2_reg_coef, Float64 target, const IColumn ** columns, size_t row_num) override { if (accumulated_gradient.empty()) { @@ -327,7 +291,7 @@ public: } auto shifted_bias = bias + accumulated_gradient[weights.size()] * alpha_; - gc->compute(batch_gradient, shifted_weights, shifted_bias, learning_rate, target, columns, row_num); + gc->compute(batch_gradient, shifted_weights, shifted_bias, learning_rate, l2_reg_coef, target, columns, row_num); } void update(UInt32 batch_size, @@ -376,75 +340,8 @@ private: }; -// TODO: проверить после изменения логики моментума -/* -class Adam : public IWeightsUpdater -{ -public: - Adam() - {} - - Adam(Float64 betta1, Float64 betta2) : betta1_(betta1), betta2_(betta2), betta1t_(betta1), betta2t_(betta2) - {} - - void update(UInt32 cur_batch, - std::vector & weights, Float64 & bias, - std::vector * batch_gradient) override - { - if (mt_.size() == 0) - { - mt_.resize(batch_gradient.size(), Float64{0.0}); - vt_.resize(batch_gradient.size(), Float64{0.0}); - } - Float64 eps = 0.01; - for (size_t i = 0; i < batch_gradient.size(); ++i) - { - mt_[i] = mt_[i] * betta1_ + (1 - betta1_) * batch_gradient[i]; - vt_[i] = vt_[i] * betta2_ + (1 - betta2_) * batch_gradient[i] * batch_gradient[i]; - if (t < 8) - { - mt_[i] = mt_[i] / (1 - betta1t_); - betta1t_ *= betta1_; - } - if (t < 850) - { - vt_[i] = vt_[i] / (1 - betta2t_); - betta2t_ *= betta2_; - } - } - for (size_t i = 0; i < weights.size(); ++i) - { - weights[i] += (mt_[i] / (sqrt(vt_[i] + eps))) / cur_batch; - } - bias += (mt_[weights.size()] / (sqrt(vt_[weights.size()] + eps))) / cur_batch; - t += 1; - } - - virtual void merge(const IWeightsUpdater &rhs, Float64 frac, Float64 rhs_frac) override - { - auto &adam_rhs = static_cast(rhs); - for (size_t i = 0; i < mt_.size(); ++i) - { - mt_[i] = mt_[i] * frac + adam_rhs.mt_[i] * rhs_frac; - vt_[i] = vt_[i] * frac + adam_rhs.vt_[i] * rhs_frac; - } - } - -private: - Float64 betta1_{0.2}; - Float64 betta2_{0.3}; - Float64 betta1t_{0.3}; - Float64 betta2t_{0.3}; - UInt32 t = 0; - std::vector mt_; - std::vector vt_; -}; - */ - - /** * LinearModelData is a class which manages current state of learning -* and is stored as AggregateFunctionState */ class LinearModelData { @@ -453,11 +350,13 @@ public: {} LinearModelData(Float64 learning_rate, + Float64 l2_reg_coef, UInt32 param_num, UInt32 batch_capacity, std::shared_ptr gc, std::shared_ptr wu) : learning_rate(learning_rate), + l2_reg_coef(l2_reg_coef), batch_capacity(batch_capacity), batch_size(0), gradient_computer(std::move(gc)), @@ -474,7 +373,7 @@ public: /// Here we have columns + 1 as first column corresponds to target value, and others - to features weights_updater->add_to_batch(&gradient_batch, gradient_computer, - weights, bias, learning_rate, target, columns + 1, row_num); + weights, bias, learning_rate, l2_reg_coef, target, columns + 1, row_num); ++batch_size; if (batch_size == batch_capacity) @@ -489,20 +388,18 @@ public: return; update_state(); - /// нельзя обновить из-за константости -// rhs.update_weights(); + /// can't update rhs state because it's constant - Float64 frac = static_cast(iter_num) / (iter_num + rhs.iter_num); - Float64 rhs_frac = static_cast(rhs.iter_num) / (iter_num + rhs.iter_num); + Float64 frac = (static_cast(iter_num) * iter_num) / (iter_num * iter_num + rhs.iter_num * rhs.iter_num); for (size_t i = 0; i < weights.size(); ++i) { - weights[i] = weights[i] * frac + rhs.weights[i] * rhs_frac; + weights[i] = weights[i] * frac + rhs.weights[i] * (1 - frac); } + bias = bias * frac + rhs.bias * (1 - frac); - bias = bias * frac + rhs.bias * rhs_frac; iter_num += rhs.iter_num; - weights_updater->merge(*rhs.weights_updater, frac, rhs_frac); + weights_updater->merge(*rhs.weights_updater, frac, 1 - frac); } void write(WriteBuffer &buf) const @@ -525,21 +422,9 @@ public: weights_updater->read(buf); } - Float64 predict(const std::vector &predict_feature) const + void predict_block(ColumnVector::Container &container, Block &block, const ColumnNumbers &arguments) const { - /// не обновляем веса при предикте, т.к. это может замедлить предсказание - /// однако можно например обновлять их при каждом мердже независимо от того, сколько элементнов в батче -// if (cur_batch) -// { -// update_weights(); -// } - - return gradient_computer->predict(predict_feature, weights, bias); - } - - void predict_for_all(ColumnVector::Container &container, Block &block, const ColumnNumbers &arguments) const - { - gradient_computer->predict_for_all(container, block, arguments, weights, bias); + gradient_computer->predict_block(container, block, arguments, weights, bias); } private: @@ -547,6 +432,7 @@ private: Float64 bias{0.0}; Float64 learning_rate; + Float64 l2_reg_coef; UInt32 batch_capacity; UInt32 iter_num = 0; @@ -557,8 +443,8 @@ private: std::shared_ptr weights_updater; /** - * The function is called when we want to flush current batch and make a step with it - */ + * The function is called when we want to flush current batch and update our weights + */ void update_state() { if (batch_size == 0) @@ -587,12 +473,14 @@ public: std::shared_ptr gradient_computer, std::shared_ptr weights_updater, Float64 learning_rate, + Float64 l2_reg_coef, UInt32 batch_size, const DataTypes & argument_types, const Array & params) : IAggregateFunctionDataHelper>(argument_types, params), param_num(param_num), learning_rate(learning_rate), + l2_reg_coef(l2_reg_coef), batch_size(batch_size), gc(std::move(gradient_computer)), wu(std::move(weights_updater)) { @@ -605,7 +493,7 @@ public: void create(AggregateDataPtr place) const override { - new (place) Data(learning_rate, param_num, batch_size, gc, wu); + new (place) Data(learning_rate, l2_reg_coef, param_num, batch_size, gc, wu); } void add(AggregateDataPtr place, const IColumn ** columns, size_t row_num, Arena *) const override @@ -613,10 +501,8 @@ public: this->data(place).add(columns, row_num); } - /// хочется не константный rhs void merge(AggregateDataPtr place, ConstAggregateDataPtr rhs, Arena *) const override { - std::cout << "\nMERGING!!\n\n"; this->data(place).merge(this->data(rhs)); } @@ -632,8 +518,6 @@ public: void predictResultInto(ConstAggregateDataPtr place, IColumn & to, Block & block, const ColumnNumbers & arguments) const { - std::cout << "\nPREDICTING!!\n\n"; - if (arguments.size() != param_num + 1) throw Exception("Predict got incorrect number of arguments. Got: " + std::to_string(arguments.size()) + ". Required: " + std::to_string(param_num + 1), @@ -641,20 +525,7 @@ public: auto &column = dynamic_cast &>(to); - /// Так делали с одним предиктом, пока пусть побудет тут -// std::vector predict_features(arguments.size() - 1); -// for (size_t i = 1; i < arguments.size(); ++i) -// { -// const auto& element = (*block.getByPosition(arguments[i]).column)[row_num]; -// if (element.getType() != Field::Types::Float64) -// throw Exception("Prediction arguments must be values of type Float", -// ErrorCodes::BAD_ARGUMENTS); -// -//// predict_features[i - 1] = element.get(); -// } -// column.getData().push_back(this->data(place).predict(predict_features)); -// column.getData().push_back(this->data(place).predict_for_all()); - this->data(place).predict_for_all(column.getData(), block, arguments); + this->data(place).predict_block(column.getData(), block, arguments); } void insertResultInto(ConstAggregateDataPtr place, IColumn & to) const override @@ -669,6 +540,7 @@ public: private: UInt32 param_num; Float64 learning_rate; + Float64 l2_reg_coef; UInt32 batch_size; std::shared_ptr gc; std::shared_ptr wu; diff --git a/dbms/tests/queries/0_stateless/00950_ml_test.reference b/dbms/tests/queries/0_stateless/00950_ml_test.reference index 6326f98fcd1..6ed281c757a 100644 --- a/dbms/tests/queries/0_stateless/00950_ml_test.reference +++ b/dbms/tests/queries/0_stateless/00950_ml_test.reference @@ -1,300 +1,2 @@ --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 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--67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 --67.00423606399804 +1 +1 diff --git a/dbms/tests/queries/0_stateless/00950_ml_test.sql b/dbms/tests/queries/0_stateless/00950_ml_test.sql index 0a009c29d29..b6a02893840 100644 --- a/dbms/tests/queries/0_stateless/00950_ml_test.sql +++ b/dbms/tests/queries/0_stateless/00950_ml_test.sql @@ -8,10 +8,10 @@ CREATE TABLE IF NOT EXISTS test.defaults predict1 Float64, predict2 Float64 ) ENGINE = Memory; -insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 40.0), (0.121, -0.615, 4.290, 20.0, 40.0), (-1.099, 2.755, -3.060, 20.0, 40.0), (1.090, 2.945, -2.346, 20.0, 40.0), (0.305, 2.179, 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-1.609, 20.0, 40.0), (1.743, 2.631, -1.390, 20.0, 40.0), (2.586, 2.943, -1.593, 20.0, 40.0), (-0.512, 2.969, -3.195, 20.0, 40.0), (2.283, -0.100, 4.342, 20.0, 40.0), (-4.293, 0.872, -0.890, 20.0, 40.0), (3.411, 1.300, 2.106, 20.0, 40.0), (-0.281, 2.951, -3.042, 20.0, 40.0), (-4.442, 0.384, 0.012, 20.0, 40.0), (1.194, 1.746, 0.104, 20.0, 40.0), (-1.152, 1.862, -1.300, 20.0, 40.0), (1.362, -1.341, 6.363, 20.0, 40.0), (-4.488, 2.618, -4.481, 20.0, 40.0), (3.419, -0.564, 5.837, 20.0, 40.0), (-3.392, 0.396, 0.512, 20.0, 40.0), (-1.629, -0.909, 4.003, 20.0, 40.0), (4.447, -1.088, 7.399, 20.0, 40.0), (-1.232, 1.699, -1.014, 20.0, 40.0), (-1.286, -0.609, 3.575, 20.0, 40.0), (2.437, 2.796, -1.374, 20.0, 40.0), (-4.864, 1.989, -3.410, 20.0, 40.0), (-1.716, -1.399, 4.940, 20.0, 40.0), (-3.084, 1.858, -2.259, 20.0, 40.0), (2.828, -0.319, 5.053, 20.0, 40.0), (-1.226, 2.586, -2.786, 20.0, 40.0), (2.456, 0.092, 4.044, 20.0, 40.0), (-0.989, 2.375, -2.245, 20.0, 40.0), (3.268, 0.935, 2.765, 20.0, 40.0), (-4.128, -1.995, 4.927, 20.0, 40.0), (-1.083, 2.197, -1.935, 20.0, 40.0), (-3.471, -1.198, 3.660, 20.0, 40.0), (4.617, -1.136, 7.579, 20.0, 40.0), (2.054, -1.675, 7.378, 20.0, 40.0), (4.106, 2.326, 0.402, 20.0, 40.0), (1.558, 0.310, 3.158, 20.0, 40.0), (0.792, 0.900, 1.596, 20.0, 40.0), (-3.229, 0.300, 0.785, 20.0, 40.0), (3.787, -0.793, 6.479, 20.0, 40.0), (1.786, 2.288, -0.684, 20.0, 40.0), (2.643, 0.223, 3.875, 20.0, 40.0), (-3.592, 2.122, -3.040, 20.0, 40.0), (4.519, -1.760, 8.779, 20.0, 40.0), (3.221, 2.255, 0.101, 20.0, 40.0), (4.151, 1.788, 1.500, 20.0, 40.0), (-1.033, -1.195, 4.874, 20.0, 40.0), (-1.636, -1.037, 4.257, 20.0, 40.0), (-3.548, 1.911, -2.596, 20.0, 40.0), (4.829, -0.293, 6.001, 20.0, 40.0), (-4.684, -1.664, 3.986, 20.0, 40.0), (4.531, -0.503, 6.271, 20.0, 40.0), (-3.503, -1.606, 4.460, 20.0, 40.0), (-2.036, -1.522, 5.027, 20.0, 40.0), (-0.473, -0.617, 3.997, 20.0, 40.0), (-1.554, -1.630, 5.483, 20.0, 40.0), (-3.567, -1.043, 3.302, 20.0, 40.0), (-2.038, 0.579, 0.823, 20.0, 40.0), (-3.040, 0.857, -0.233, 20.0, 40.0), (4.610, 0.562, 4.181, 20.0, 40.0), (-3.323, -1.938, 5.215, 20.0, 40.0), (4.314, 1.720, 1.717, 20.0, 40.0), (-1.220, 0.615, 1.161, 20.0, 40.0), (-2.556, 1.120, -0.519, 20.0, 40.0), (-3.717, -0.108, 1.358, 20.0, 40.0), (4.689, -1.826, 8.996, 20.0, 40.0), (3.452, 0.506, 3.713, 20.0, 40.0), (2.472, 0.612, 3.012, 20.0, 40.0), (3.452, 0.450, 3.826, 20.0, 40.0), (1.207, 2.585, -1.567, 20.0, 40.0), (-4.826, 1.090, -1.593, 20.0, 40.0), (3.116, -1.118, 6.794, 20.0, 40.0), (0.448, 2.732, -2.240, 20.0, 40.0), (-1.096, -0.525, 3.503, 20.0, 40.0), (-4.680, -0.238, 1.137, 20.0, 40.0), (2.552, -1.403, 7.082, 20.0, 40.0), (0.719, 2.997, -2.635, 20.0, 40.0), (0.347, -1.966, 7.105, 20.0, 40.0), (2.958, -0.404, 5.288, 20.0, 40.0), (0.722, -1.950, 7.261, 20.0, 40.0), (-2.851, -0.986, 3.546, 20.0, 40.0), (-4.316, -0.439, 1.721, 20.0, 40.0), (-1.685, -0.201, 2.560, 20.0, 40.0), (1.856, 0.190, 3.549, 20.0, 40.0), (-2.052, 0.206, 1.562, 20.0, 40.0), (-2.504, -0.646, 3.041, 20.0, 40.0), (3.235, 0.882, 2.854, 20.0, 40.0), (-1.366, -1.573, 5.463, 20.0, 40.0), (-3.447, 2.419, -3.562, 20.0, 40.0), (4.155, 2.092, 0.893, 20.0, 40.0), (-0.935, 0.209, 2.116, 20.0, 40.0), (3.117, -1.821, 8.201, 20.0, 40.0), (3.759, 0.577, 3.725, 20.0, 40.0), (-0.938, 2.992, -3.453, 20.0, 40.0), (-0.525, 2.341, -1.945, 20.0, 40.0), (4.540, 2.625, 0.019, 20.0, 40.0), (-2.097, 1.190, -0.429, 20.0, 40.0), (-2.672, 1.983, -2.302, 20.0, 40.0), (-3.038, -1.490, 4.460, 20.0, 40.0), (-0.943, 2.149, -1.770, 20.0, 40.0), (0.739, 1.598, 0.174, 20.0, 40.0), (1.828, 1.853, 0.208, 20.0, 40.0), (4.856, 0.137, 5.153, 20.0, 40.0), (-1.617, 0.468, 1.255, 20.0, 40.0), (-1.972, 2.053, -2.092, 20.0, 40.0), (-4.633, 1.389, -2.094, 20.0, 40.0), (-3.628, -1.156, 3.498, 20.0, 40.0), (3.597, 1.034, 2.731, 20.0, 40.0), (-1.488, -0.002, 2.261, 20.0, 40.0), (0.749, 1.921, -0.468, 20.0, 40.0), (1.304, -1.371, 6.394, 20.0, 40.0), (4.587, 2.936, -0.579, 20.0, 40.0), (-2.241, 1.791, -1.703, 20.0, 40.0), (-2.945, 1.372, -1.216, 20.0, 40.0), (1.375, 0.395, 2.898, 20.0, 40.0), (-1.281, -0.641, 3.642, 20.0, 40.0), (2.178, 0.895, 2.299, 20.0, 40.0), (3.031, -0.786, 6.087, 20.0, 40.0), (-1.385, -0.375, 3.058, 20.0, 40.0), (4.041, -0.431, 5.882, 20.0, 40.0), (0.480, -0.507, 4.254, 20.0, 40.0), (-3.797, 0.140, 0.822, 20.0, 40.0), (2.355, 2.502, -0.827, 20.0, 40.0), (1.376, -1.583, 6.854, 20.0, 40.0), (0.164, 1.405, 0.273, 20.0, 40.0), (-1.273, 1.471, -0.579, 20.0, 40.0), (0.770, 2.246, -1.107, 20.0, 40.0), (4.552, 2.904, -0.533, 20.0, 40.0), (4.259, -1.772, 8.674, 20.0, 40.0), (-0.309, 1.159, 0.528, 20.0, 40.0), (3.581, 2.700, -0.610, 20.0, 40.0), (-3.202, 0.346, 0.707, 20.0, 40.0), (-1.575, 1.242, -0.271, 20.0, 40.0), (-1.584, -0.493, 3.194, 20.0, 40.0), (-3.778, 0.150, 0.810, 20.0, 40.0), (-4.675, 1.749, -2.835, 20.0, 40.0), (3.567, -0.792, 6.367, 20.0, 40.0), (-0.417, 1.399, -0.006, 20.0, 40.0), (-4.672, 2.007, -3.349, 20.0, 40.0), (-1.034, 0.196, 2.090, 20.0, 40.0), (-3.796, 2.496, -3.890, 20.0, 40.0), (3.532, -0.497, 5.759, 20.0, 40.0), (4.868, -1.359, 8.151, 20.0, 40.0), (-0.769, 0.302, 2.011, 20.0, 40.0), (4.475, 2.612, 0.014, 20.0, 40.0), (-3.532, -0.395, 2.024, 20.0, 40.0), (0.322, 0.675, 1.812, 20.0, 40.0), (-2.028, -1.942, 5.870, 20.0, 40.0), (1.810, -1.244, 6.392, 20.0, 40.0), (-0.783, 1.242, 0.124, 20.0, 40.0), (-4.745, -1.300, 3.227, 20.0, 40.0), (1.902, 1.973, 0.005, 20.0, 40.0), (-3.453, -1.429, 4.132, 20.0, 40.0), (1.559, 0.986, 1.808, 20.0, 40.0), (0.128, 2.754, -2.443, 20.0, 40.0), (2.759, 1.727, 0.926, 20.0, 40.0), (-4.468, 1.690, -2.614, 20.0, 40.0), (-2.368, -1.922, 5.659, 20.0, 40.0), (-2.766, 2.128, -2.640, 20.0, 40.0), (0.967, -1.825, 7.133, 20.0, 40.0), (-2.854, 2.855, -4.136, 20.0, 40.0), (-2.944, 1.875, -2.222, 20.0, 40.0), (-2.632, -0.983, 3.649, 20.0, 40.0), (2.427, 2.239, -0.266, 20.0, 40.0), (-1.726, -0.838, 3.812, 20.0, 40.0), (0.007, -0.903, 4.809, 20.0, 40.0), (-2.013, 1.092, -0.191, 20.0, 40.0), (-0.449, 0.970, 0.836, 20.0, 40.0), (1.396, 0.411, 2.876, 20.0, 40.0), (-1.115, -1.790, 6.023, 20.0, 40.0), (3.748, 1.917, 1.039, 20.0, 40.0), (2.978, 1.043, 2.404, 20.0, 40.0), (-3.969, 2.514, -4.013, 20.0, 40.0), (4.455, -0.050, 5.328, 20.0, 40.0), (-3.065, -0.846, 3.160, 20.0, 40.0), (-1.069, 2.167, -1.869, 20.0, 40.0), (3.016, -1.393, 7.294, 20.0, 40.0), (0.045, -1.928, 6.879, 20.0, 40.0), (-2.555, -0.984, 3.690, 20.0, 40.0), (-1.995, -0.054, 2.111, 20.0, 40.0), (4.600, -0.509, 6.318, 20.0, 40.0), (-1.942, 1.215, -0.402, 20.0, 40.0), (1.262, 2.765, -1.899, 20.0, 40.0), (2.617, -1.106, 6.521, 20.0, 40.0), (1.737, 0.554, 2.761, 20.0, 40.0), (-2.197, 0.632, 0.638, 20.0, 40.0), (4.768, 2.618, 0.147, 20.0, 40.0), (-3.737, -0.939, 3.010, 20.0, 40.0), (-2.623, 0.595, 0.499, 20.0, 40.0), (4.752, -0.340, 6.057, 20.0, 40.0), (2.333, -1.037, 6.240, 20.0, 40.0), (4.234, -1.882, 8.881, 20.0, 40.0), (-3.393, -0.812, 2.927, 20.0, 40.0), (0.885, 1.383, 0.678, 20.0, 40.0), (0.123, 2.937, -2.812, 20.0, 40.0), (2.969, 0.760, 2.964, 20.0, 40.0), (-4.929, 1.251, -1.967, 20.0, 40.0), (1.916, 2.223, -0.488, 20.0, 40.0), (-0.020, -1.740, 6.469, 20.0, 40.0), (0.702, -1.272, 5.895, 20.0, 40.0), (2.496, 2.648, -1.048, 20.0, 40.0), (4.067, -1.475, 7.984, 20.0, 40.0), (-3.717, 1.851, -2.561, 20.0, 40.0), (1.678, -0.624, 5.088, 20.0, 40.0), (1.073, 0.695, 2.146, 20.0, 40.0), (1.842, -0.749, 5.419, 20.0, 40.0), (-3.518, 1.909, -2.578, 20.0, 40.0), (2.229, 1.189, 1.737, 20.0, 40.0), (4.987, 2.893, -0.292, 20.0, 40.0), (-4.809, 1.043, -1.490, 20.0, 40.0), (-0.241, -0.728, 4.334, 20.0, 40.0), (-3.331, 0.590, 0.156, 20.0, 40.0), (-0.455, 2.621, -2.470, 20.0, 40.0), (1.492, 1.223, 1.301, 20.0, 40.0), (3.948, 2.841, -0.709, 20.0, 40.0), (0.732, 0.446, 2.475, 20.0, 40.0), (2.400, 2.390, -0.579, 20.0, 40.0), (-2.718, 1.427, -1.213, 20.0, 40.0), (-1.826, 1.451, -0.815, 20.0, 40.0), (1.125, 0.438, 2.686, 20.0, 40.0), (-4.918, 1.880, -3.219, 20.0, 40.0), (3.068, -0.442, 5.418, 20.0, 40.0), (1.982, 1.201, 1.589, 20.0, 40.0), (0.701, -1.709, 6.768, 20.0, 40.0), (-1.496, 2.564, -2.877, 20.0, 40.0), (-3.812, 0.974, -0.853, 20.0, 40.0), (-3.405, 2.018, -2.739, 20.0, 40.0), (2.211, 2.889, -1.674, 20.0, 40.0), (-2.481, 2.931, -4.103, 20.0, 40.0), (-3.721, 2.765, -4.391, 20.0, 40.0), (-1.768, -1.292, 4.699, 20.0, 40.0), (-4.462, 1.058, -1.347, 20.0, 40.0), (-3.516, -1.942, 5.126, 20.0, 40.0), (0.485, 2.420, -1.597, 20.0, 40.0), (-0.492, 0.242, 2.270, 20.0, 40.0), (4.245, 1.689, 1.744, 20.0, 40.0), (2.234, 0.364, 3.389, 20.0, 40.0), (2.629, 2.224, -0.134, 20.0, 40.0), (-4.375, 1.221, -1.630, 20.0, 40.0), (-0.618, 1.374, -0.057, 20.0, 40.0), (-2.580, -1.604, 4.918, 20.0, 40.0), (0.159, 1.104, 0.871, 20.0, 40.0), (-3.597, 0.975, -0.749, 20.0, 40.0); +insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 40.0), (0.121, -0.615, 4.290, 20.0, 40.0); DROP TABLE IF EXISTS test.model; -create table test.model engine = Memory as select LinearRegressionState(0.1, 5, 2.0)(target, param1, param2) as state from test.defaults; +create table test.model engine = Memory as select LinearRegressionState(0.1, 0.0, 2, 1.0)(target, param1, param2) as state from test.defaults; - -with (select state from test.model) as model select evalMLMethod(model, predict1, predict2) from test.defaults; +select ans < -61.374 and ans > -61.375 from +(with (select state from remote('127.0.0.1', test.model)) as model select evalMLMethod(model, predict1, predict2) as ans from remote('127.0.0.1', test.defaults)); diff --git a/dbms/tests/queries/0_stateless/00951_ml_test.reference b/dbms/tests/queries/0_stateless/00951_ml_test.reference index b636d351b84..f2599a746ac 100644 --- a/dbms/tests/queries/0_stateless/00951_ml_test.reference +++ b/dbms/tests/queries/0_stateless/00951_ml_test.reference @@ -1,92 +1,4 @@ -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 -0.014756373152892969 -0.9981703893717232 +0 +1 +1 +0 diff --git a/dbms/tests/queries/0_stateless/00951_ml_test.sql b/dbms/tests/queries/0_stateless/00951_ml_test.sql index 3bce8cc3085..9dbb7ece7fe 100644 --- a/dbms/tests/queries/0_stateless/00951_ml_test.sql +++ b/dbms/tests/queries/0_stateless/00951_ml_test.sql @@ -10,7 +10,10 @@ CREATE TABLE IF NOT EXISTS test.defaults ) ENGINE = Memory; insert into test.defaults values (1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2) DROP TABLE IF EXISTS test.model; -create table test.model engine = Memory as select LogisticRegressionState(0.1, 5, 1.0)(target, param1, param2) as state from test.defaults; +create table test.model engine = Memory as select LogisticRegressionState(0.1, 0.0, 1.0, 1)(target, param1, param2) as state from test.defaults; +select ans < 1.1 and ans > 0.9 from +(with (select state from test.model) as model select evalMLMethod(model, predict1, predict2) as ans from test.defaults limit 2); -with (select state from test.model) as model select evalMLMethod(model, predict1, predict2) from test.defaults; +select ans > -0.1 and ans < 0.1 from +(with (select state from test.model) as model select evalMLMethod(model, predict1, predict2) as ans from test.defaults limit 2); diff --git a/dbms/tests/queries/0_stateless/00952_ml_test.sql b/dbms/tests/queries/0_stateless/00952_ml_test.sql index 813131cf78d..94dea65ed55 100644 --- a/dbms/tests/queries/0_stateless/00952_ml_test.sql +++ b/dbms/tests/queries/0_stateless/00952_ml_test.sql @@ -21,5 +21,5 @@ CREATE TABLE IF NOT EXISTS test.defaults ) ENGINE = Memory; insert into test.defaults values 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DROP TABLE IF EXISTS test.model; -create table test.model engine = Memory as select LinearRegressionState(0.1, 5, 1.0)(target, param1, param2, param3, param4, param5, param6, param7) as state from test.defaults; +create table test.model engine = Memory as select LinearRegressionState(0.1, 0.0, 5, 1.0)(target, param1, param2, param3, param4, param5, param6, param7) as state from test.defaults; with (select state from test.model) as model select evalMLMethod(model, predict1, predict2, predict3, predict4, predict5, predict6, predict7) from test.defaults; diff --git a/dbms/tests/queries/0_stateless/00953_dataset_test.reference b/dbms/tests/queries/0_stateless/00953_dataset_test.reference new file mode 100644 index 00000000000..d00491fd7e5 --- /dev/null +++ b/dbms/tests/queries/0_stateless/00953_dataset_test.reference @@ -0,0 +1 @@ +1 diff --git a/dbms/tests/queries/0_stateless/00955_ml_test.sql b/dbms/tests/queries/0_stateless/00953_dataset_test.sql similarity index 97% rename from dbms/tests/queries/0_stateless/00955_ml_test.sql rename to dbms/tests/queries/0_stateless/00953_dataset_test.sql index 2df84c00d3f..2ade0fc412c 100644 --- a/dbms/tests/queries/0_stateless/00955_ml_test.sql +++ b/dbms/tests/queries/0_stateless/00953_dataset_test.sql @@ -11,7 +11,7 @@ CREATE TABLE IF NOT EXISTS test.defaults insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 40.0), (0.121, -0.615, 4.290, 20.0, 40.0), (-1.099, 2.755, -3.060, 20.0, 40.0), (1.090, 2.945, -2.346, 20.0, 40.0), (0.305, 2.179, -1.205, 20.0, 40.0), (-0.925, 0.702, 1.134, 20.0, 40.0), (3.178, -1.316, 7.221, 20.0, 40.0), (-2.756, -0.473, 2.569, 20.0, 40.0), (3.665, 2.303, 0.226, 20.0, 40.0), (1.662, 1.951, -0.070, 20.0, 40.0), (2.869, 0.593, 3.249, 20.0, 40.0), (0.818, -0.593, 4.594, 20.0, 40.0), (-1.917, 0.916, 0.209, 20.0, 40.0), (2.706, 1.523, 1.307, 20.0, 40.0), (0.219, 2.162, -1.214, 20.0, 40.0), (-4.510, 1.376, -2.007, 20.0, 40.0), (4.284, -0.515, 6.173, 20.0, 40.0), (-1.101, 2.810, -3.170, 20.0, 40.0), (-1.810, -1.117, 4.329, 20.0, 40.0), (0.055, 1.115, 0.797, 20.0, 40.0), (-2.178, 2.904, -3.898, 20.0, 40.0), (-3.494, -1.814, 4.882, 20.0, 40.0), (3.027, 0.476, 3.562, 20.0, 40.0), (-1.434, 1.151, -0.018, 20.0, 40.0), (1.180, 0.992, 1.606, 20.0, 40.0), (0.015, 0.971, 1.067, 20.0, 40.0), (-0.511, -0.875, 4.495, 20.0, 40.0), (0.961, 2.348, -1.216, 20.0, 40.0), (-2.279, 0.038, 1.785, 20.0, 40.0), (-1.568, -0.248, 2.712, 20.0, 40.0), (-0.496, 0.366, 2.020, 20.0, 40.0), (1.177, -1.401, 6.390, 20.0, 40.0), (2.882, -1.442, 7.325, 20.0, 40.0), (-1.066, 1.817, -1.167, 20.0, 40.0), (-2.144, 2.791, -3.655, 20.0, 40.0), (-4.370, 2.228, -3.642, 20.0, 40.0), (3.996, 2.775, -0.553, 20.0, 40.0), (0.289, 2.055, -0.965, 20.0, 40.0), (-0.588, -1.601, 5.908, 20.0, 40.0), (-1.801, 0.417, 1.265, 20.0, 40.0), (4.375, -1.499, 8.186, 20.0, 40.0), (-2.618, 0.038, 1.615, 20.0, 40.0), (3.616, -0.833, 6.475, 20.0, 40.0), (-4.045, -1.558, 4.094, 20.0, 40.0), (-3.962, 0.636, -0.253, 20.0, 40.0), (3.505, 2.625, -0.497, 20.0, 40.0), (3.029, -0.523, 5.560, 20.0, 40.0), (-3.520, -0.474, 2.188, 20.0, 40.0), (2.430, -1.469, 7.154, 20.0, 40.0), (1.547, -1.654, 7.082, 20.0, 40.0), (-1.370, 0.575, 1.165, 20.0, 40.0), (-1.869, -1.555, 5.176, 20.0, 40.0), (3.536, 2.841, -0.913, 20.0, 40.0), (-3.810, 1.220, -1.344, 20.0, 40.0), (-1.971, 1.462, -0.910, 20.0, 40.0), (-0.243, 0.167, 2.545, 20.0, 40.0), (-1.403, 2.645, -2.991, 20.0, 40.0), (0.532, -0.114, 3.494, 20.0, 40.0), (-1.678, 0.975, 0.212, 20.0, 40.0), (-0.656, 2.140, -1.609, 20.0, 40.0), (1.743, 2.631, -1.390, 20.0, 40.0), (2.586, 2.943, -1.593, 20.0, 40.0), (-0.512, 2.969, -3.195, 20.0, 40.0), (2.283, -0.100, 4.342, 20.0, 40.0), (-4.293, 0.872, -0.890, 20.0, 40.0), (3.411, 1.300, 2.106, 20.0, 40.0), (-0.281, 2.951, -3.042, 20.0, 40.0), (-4.442, 0.384, 0.012, 20.0, 40.0), (1.194, 1.746, 0.104, 20.0, 40.0), (-1.152, 1.862, -1.300, 20.0, 40.0), (1.362, -1.341, 6.363, 20.0, 40.0), (-4.488, 2.618, -4.481, 20.0, 40.0), (3.419, -0.564, 5.837, 20.0, 40.0), (-3.392, 0.396, 0.512, 20.0, 40.0), (-1.629, -0.909, 4.003, 20.0, 40.0), (4.447, -1.088, 7.399, 20.0, 40.0), (-1.232, 1.699, -1.014, 20.0, 40.0), (-1.286, -0.609, 3.575, 20.0, 40.0), (2.437, 2.796, -1.374, 20.0, 40.0), (-4.864, 1.989, -3.410, 20.0, 40.0), (-1.716, -1.399, 4.940, 20.0, 40.0), (-3.084, 1.858, -2.259, 20.0, 40.0), (2.828, -0.319, 5.053, 20.0, 40.0), (-1.226, 2.586, -2.786, 20.0, 40.0), (2.456, 0.092, 4.044, 20.0, 40.0), (-0.989, 2.375, -2.245, 20.0, 40.0), (3.268, 0.935, 2.765, 20.0, 40.0), (-4.128, -1.995, 4.927, 20.0, 40.0), (-1.083, 2.197, -1.935, 20.0, 40.0), (-3.471, -1.198, 3.660, 20.0, 40.0), (4.617, -1.136, 7.579, 20.0, 40.0), (2.054, -1.675, 7.378, 20.0, 40.0), (4.106, 2.326, 0.402, 20.0, 40.0), (1.558, 0.310, 3.158, 20.0, 40.0), (0.792, 0.900, 1.596, 20.0, 40.0), (-3.229, 0.300, 0.785, 20.0, 40.0), (3.787, -0.793, 6.479, 20.0, 40.0), (1.786, 2.288, -0.684, 20.0, 40.0), (2.643, 0.223, 3.875, 20.0, 40.0), (-3.592, 2.122, -3.040, 20.0, 40.0), (4.519, -1.760, 8.779, 20.0, 40.0), (3.221, 2.255, 0.101, 20.0, 40.0), (4.151, 1.788, 1.500, 20.0, 40.0), (-1.033, -1.195, 4.874, 20.0, 40.0), (-1.636, -1.037, 4.257, 20.0, 40.0), (-3.548, 1.911, -2.596, 20.0, 40.0), (4.829, -0.293, 6.001, 20.0, 40.0), (-4.684, -1.664, 3.986, 20.0, 40.0), (4.531, -0.503, 6.271, 20.0, 40.0), (-3.503, -1.606, 4.460, 20.0, 40.0), (-2.036, -1.522, 5.027, 20.0, 40.0), (-0.473, -0.617, 3.997, 20.0, 40.0), (-1.554, -1.630, 5.483, 20.0, 40.0), (-3.567, -1.043, 3.302, 20.0, 40.0), (-2.038, 0.579, 0.823, 20.0, 40.0), (-3.040, 0.857, -0.233, 20.0, 40.0), (4.610, 0.562, 4.181, 20.0, 40.0), (-3.323, -1.938, 5.215, 20.0, 40.0), (4.314, 1.720, 1.717, 20.0, 40.0), (-1.220, 0.615, 1.161, 20.0, 40.0), (-2.556, 1.120, -0.519, 20.0, 40.0), (-3.717, -0.108, 1.358, 20.0, 40.0), (4.689, -1.826, 8.996, 20.0, 40.0), (3.452, 0.506, 3.713, 20.0, 40.0), (2.472, 0.612, 3.012, 20.0, 40.0), (3.452, 0.450, 3.826, 20.0, 40.0), (1.207, 2.585, -1.567, 20.0, 40.0), (-4.826, 1.090, -1.593, 20.0, 40.0), (3.116, -1.118, 6.794, 20.0, 40.0), (0.448, 2.732, -2.240, 20.0, 40.0), (-1.096, -0.525, 3.503, 20.0, 40.0), (-4.680, -0.238, 1.137, 20.0, 40.0), (2.552, -1.403, 7.082, 20.0, 40.0), (0.719, 2.997, -2.635, 20.0, 40.0), (0.347, -1.966, 7.105, 20.0, 40.0), (2.958, -0.404, 5.288, 20.0, 40.0), (0.722, -1.950, 7.261, 20.0, 40.0), (-2.851, -0.986, 3.546, 20.0, 40.0), (-4.316, -0.439, 1.721, 20.0, 40.0), (-1.685, -0.201, 2.560, 20.0, 40.0), (1.856, 0.190, 3.549, 20.0, 40.0), (-2.052, 0.206, 1.562, 20.0, 40.0), (-2.504, -0.646, 3.041, 20.0, 40.0), (3.235, 0.882, 2.854, 20.0, 40.0), (-1.366, -1.573, 5.463, 20.0, 40.0), (-3.447, 2.419, -3.562, 20.0, 40.0), (4.155, 2.092, 0.893, 20.0, 40.0), (-0.935, 0.209, 2.116, 20.0, 40.0), (3.117, -1.821, 8.201, 20.0, 40.0), (3.759, 0.577, 3.725, 20.0, 40.0), (-0.938, 2.992, -3.453, 20.0, 40.0), (-0.525, 2.341, -1.945, 20.0, 40.0), (4.540, 2.625, 0.019, 20.0, 40.0), (-2.097, 1.190, -0.429, 20.0, 40.0), (-2.672, 1.983, -2.302, 20.0, 40.0), (-3.038, -1.490, 4.460, 20.0, 40.0), (-0.943, 2.149, -1.770, 20.0, 40.0), (0.739, 1.598, 0.174, 20.0, 40.0), (1.828, 1.853, 0.208, 20.0, 40.0), (4.856, 0.137, 5.153, 20.0, 40.0), (-1.617, 0.468, 1.255, 20.0, 40.0), (-1.972, 2.053, -2.092, 20.0, 40.0), (-4.633, 1.389, -2.094, 20.0, 40.0), (-3.628, -1.156, 3.498, 20.0, 40.0), (3.597, 1.034, 2.731, 20.0, 40.0), (-1.488, -0.002, 2.261, 20.0, 40.0), (0.749, 1.921, -0.468, 20.0, 40.0), (1.304, -1.371, 6.394, 20.0, 40.0), (4.587, 2.936, -0.579, 20.0, 40.0), (-2.241, 1.791, -1.703, 20.0, 40.0), (-2.945, 1.372, -1.216, 20.0, 40.0), (1.375, 0.395, 2.898, 20.0, 40.0), (-1.281, -0.641, 3.642, 20.0, 40.0), (2.178, 0.895, 2.299, 20.0, 40.0), (3.031, -0.786, 6.087, 20.0, 40.0), (-1.385, -0.375, 3.058, 20.0, 40.0), (4.041, -0.431, 5.882, 20.0, 40.0), (0.480, -0.507, 4.254, 20.0, 40.0), (-3.797, 0.140, 0.822, 20.0, 40.0), (2.355, 2.502, -0.827, 20.0, 40.0), (1.376, -1.583, 6.854, 20.0, 40.0), (0.164, 1.405, 0.273, 20.0, 40.0), (-1.273, 1.471, -0.579, 20.0, 40.0), (0.770, 2.246, -1.107, 20.0, 40.0), (4.552, 2.904, -0.533, 20.0, 40.0), (4.259, -1.772, 8.674, 20.0, 40.0), (-0.309, 1.159, 0.528, 20.0, 40.0), (3.581, 2.700, -0.610, 20.0, 40.0), (-3.202, 0.346, 0.707, 20.0, 40.0), (-1.575, 1.242, -0.271, 20.0, 40.0), (-1.584, -0.493, 3.194, 20.0, 40.0), (-3.778, 0.150, 0.810, 20.0, 40.0), (-4.675, 1.749, -2.835, 20.0, 40.0), (3.567, -0.792, 6.367, 20.0, 40.0), (-0.417, 1.399, -0.006, 20.0, 40.0), (-4.672, 2.007, -3.349, 20.0, 40.0), (-1.034, 0.196, 2.090, 20.0, 40.0), (-3.796, 2.496, -3.890, 20.0, 40.0), (3.532, -0.497, 5.759, 20.0, 40.0), (4.868, -1.359, 8.151, 20.0, 40.0), (-0.769, 0.302, 2.011, 20.0, 40.0), (4.475, 2.612, 0.014, 20.0, 40.0), (-3.532, -0.395, 2.024, 20.0, 40.0), (0.322, 0.675, 1.812, 20.0, 40.0), (-2.028, -1.942, 5.870, 20.0, 40.0), (1.810, -1.244, 6.392, 20.0, 40.0), (-0.783, 1.242, 0.124, 20.0, 40.0), (-4.745, -1.300, 3.227, 20.0, 40.0), (1.902, 1.973, 0.005, 20.0, 40.0), (-3.453, -1.429, 4.132, 20.0, 40.0), (1.559, 0.986, 1.808, 20.0, 40.0), (0.128, 2.754, -2.443, 20.0, 40.0), (2.759, 1.727, 0.926, 20.0, 40.0), (-4.468, 1.690, -2.614, 20.0, 40.0), (-2.368, -1.922, 5.659, 20.0, 40.0), (-2.766, 2.128, -2.640, 20.0, 40.0), (0.967, -1.825, 7.133, 20.0, 40.0), (-2.854, 2.855, -4.136, 20.0, 40.0), (-2.944, 1.875, -2.222, 20.0, 40.0), (-2.632, -0.983, 3.649, 20.0, 40.0), (2.427, 2.239, -0.266, 20.0, 40.0), (-1.726, -0.838, 3.812, 20.0, 40.0), (0.007, -0.903, 4.809, 20.0, 40.0), (-2.013, 1.092, -0.191, 20.0, 40.0), (-0.449, 0.970, 0.836, 20.0, 40.0), (1.396, 0.411, 2.876, 20.0, 40.0), (-1.115, -1.790, 6.023, 20.0, 40.0), (3.748, 1.917, 1.039, 20.0, 40.0), (2.978, 1.043, 2.404, 20.0, 40.0), (-3.969, 2.514, -4.013, 20.0, 40.0), (4.455, -0.050, 5.328, 20.0, 40.0), (-3.065, -0.846, 3.160, 20.0, 40.0), (-1.069, 2.167, -1.869, 20.0, 40.0), (3.016, -1.393, 7.294, 20.0, 40.0), (0.045, -1.928, 6.879, 20.0, 40.0), (-2.555, -0.984, 3.690, 20.0, 40.0), (-1.995, -0.054, 2.111, 20.0, 40.0), (4.600, -0.509, 6.318, 20.0, 40.0), (-1.942, 1.215, -0.402, 20.0, 40.0), (1.262, 2.765, -1.899, 20.0, 40.0), (2.617, -1.106, 6.521, 20.0, 40.0), (1.737, 0.554, 2.761, 20.0, 40.0), (-2.197, 0.632, 0.638, 20.0, 40.0), (4.768, 2.618, 0.147, 20.0, 40.0), (-3.737, -0.939, 3.010, 20.0, 40.0), (-2.623, 0.595, 0.499, 20.0, 40.0), (4.752, -0.340, 6.057, 20.0, 40.0), (2.333, -1.037, 6.240, 20.0, 40.0), (4.234, -1.882, 8.881, 20.0, 40.0), (-3.393, -0.812, 2.927, 20.0, 40.0), (0.885, 1.383, 0.678, 20.0, 40.0), (0.123, 2.937, -2.812, 20.0, 40.0), (2.969, 0.760, 2.964, 20.0, 40.0), (-4.929, 1.251, -1.967, 20.0, 40.0), (1.916, 2.223, -0.488, 20.0, 40.0), (-0.020, -1.740, 6.469, 20.0, 40.0), (0.702, -1.272, 5.895, 20.0, 40.0), (2.496, 2.648, -1.048, 20.0, 40.0), (4.067, -1.475, 7.984, 20.0, 40.0), (-3.717, 1.851, -2.561, 20.0, 40.0), (1.678, -0.624, 5.088, 20.0, 40.0), (1.073, 0.695, 2.146, 20.0, 40.0), (1.842, -0.749, 5.419, 20.0, 40.0), (-3.518, 1.909, -2.578, 20.0, 40.0), (2.229, 1.189, 1.737, 20.0, 40.0), (4.987, 2.893, -0.292, 20.0, 40.0), (-4.809, 1.043, -1.490, 20.0, 40.0), (-0.241, -0.728, 4.334, 20.0, 40.0), (-3.331, 0.590, 0.156, 20.0, 40.0), (-0.455, 2.621, -2.470, 20.0, 40.0), (1.492, 1.223, 1.301, 20.0, 40.0), (3.948, 2.841, -0.709, 20.0, 40.0), (0.732, 0.446, 2.475, 20.0, 40.0), (2.400, 2.390, -0.579, 20.0, 40.0), (-2.718, 1.427, -1.213, 20.0, 40.0), (-1.826, 1.451, -0.815, 20.0, 40.0), (1.125, 0.438, 2.686, 20.0, 40.0), (-4.918, 1.880, -3.219, 20.0, 40.0), (3.068, -0.442, 5.418, 20.0, 40.0), (1.982, 1.201, 1.589, 20.0, 40.0), (0.701, -1.709, 6.768, 20.0, 40.0), (-1.496, 2.564, -2.877, 20.0, 40.0), (-3.812, 0.974, -0.853, 20.0, 40.0), (-3.405, 2.018, -2.739, 20.0, 40.0), (2.211, 2.889, -1.674, 20.0, 40.0), (-2.481, 2.931, -4.103, 20.0, 40.0), (-3.721, 2.765, -4.391, 20.0, 40.0), (-1.768, -1.292, 4.699, 20.0, 40.0), (-4.462, 1.058, -1.347, 20.0, 40.0), (-3.516, -1.942, 5.126, 20.0, 40.0), (0.485, 2.420, -1.597, 20.0, 40.0), (-0.492, 0.242, 2.270, 20.0, 40.0), (4.245, 1.689, 1.744, 20.0, 40.0), (2.234, 0.364, 3.389, 20.0, 40.0), (2.629, 2.224, -0.134, 20.0, 40.0), (-4.375, 1.221, -1.630, 20.0, 40.0), (-0.618, 1.374, -0.057, 20.0, 40.0), (-2.580, -1.604, 4.918, 20.0, 40.0), (0.159, 1.104, 0.871, 20.0, 40.0), (-3.597, 0.975, -0.749, 20.0, 40.0); DROP TABLE IF EXISTS test.model; -create table test.model engine = Memory as select LinearRegressionState(0.1, 5, 1.0)(target, param1, param2) as state from test.defaults; +create table test.model engine = Memory as select LinearRegressionState(0.03, 0.00001, 2, 2.0)(target, param1, param2) as state from test.defaults; - -with (select state from test.model) as model select evalMLMethod(model, predict1, predict2) from test.defaults; +select ans > -67.0 and ans < -66.9 from +(with (select state + state + state from test.model) as model select evalMLMethod(model, predict1, predict2) as ans from test.defaults limit 1); diff --git a/dbms/tests/queries/0_stateless/00953_ml_test.good_reference 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diff --git a/dbms/tests/queries/0_stateless/00953_ml_test.rock_auc_reference b/dbms/tests/queries/0_stateless/00953_ml_test.rock_auc_reference deleted file mode 100644 index a760c5b44b6..00000000000 --- a/dbms/tests/queries/0_stateless/00953_ml_test.rock_auc_reference +++ /dev/null @@ -1 +0,0 @@ -0.7692307692307693 diff --git a/dbms/tests/queries/0_stateless/00953_ml_test.sql b/dbms/tests/queries/0_stateless/00953_ml_test.sql deleted file mode 100644 index 8da2a81fb5c..00000000000 --- a/dbms/tests/queries/0_stateless/00953_ml_test.sql +++ /dev/null @@ -1,25 +0,0 @@ -CREATE DATABASE IF NOT EXISTS test; -DROP TABLE IF EXISTS test.defaults; -CREATE TABLE IF NOT EXISTS test.defaults -( - param1 Float64, - param2 Float64, - param3 Float64, - param4 Float64, - param5 Float64, - param6 Float64, - param7 Float64, - target Float64, - predict1 Float64, - predict2 Float64, - predict3 Float64, - predict4 Float64, - predict5 Float64, - predict6 Float64, - predict7 Float64 - -) ENGINE = Memory; -insert into test.defaults values 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-DROP TABLE IF EXISTS test.model; -create table test.model engine = Memory as select LogisticRegressionState(0.005, 2, 2.0)(target, param1, param2, param3, param4, param5, param6, param7) as state from test.defaults; -with (select state from test.model) as model select evalMLMethod(model, predict1, predict2, predict3, predict4, predict5, predict6, predict7) from test.defaults; diff --git a/dbms/tests/queries/0_stateless/00954_ml_test.reference b/dbms/tests/queries/0_stateless/00954_ml_test.reference index 8575e00f538..d00491fd7e5 100644 --- a/dbms/tests/queries/0_stateless/00954_ml_test.reference +++ b/dbms/tests/queries/0_stateless/00954_ml_test.reference @@ -1 +1 @@ --66.98005053600168 +1 diff --git a/dbms/tests/queries/0_stateless/00954_ml_test.sql b/dbms/tests/queries/0_stateless/00954_ml_test.sql index 932924672d6..6152053f17a 100644 --- a/dbms/tests/queries/0_stateless/00954_ml_test.sql +++ b/dbms/tests/queries/0_stateless/00954_ml_test.sql @@ -11,7 +11,7 @@ CREATE TABLE IF NOT EXISTS test.defaults insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 40.0), (0.121, -0.615, 4.290, 20.0, 40.0), (-1.099, 2.755, -3.060, 20.0, 40.0), (1.090, 2.945, -2.346, 20.0, 40.0), (0.305, 2.179, -1.205, 20.0, 40.0), (-0.925, 0.702, 1.134, 20.0, 40.0), (3.178, -1.316, 7.221, 20.0, 40.0), (-2.756, -0.473, 2.569, 20.0, 40.0), (3.665, 2.303, 0.226, 20.0, 40.0), (1.662, 1.951, -0.070, 20.0, 40.0), (2.869, 0.593, 3.249, 20.0, 40.0), (0.818, -0.593, 4.594, 20.0, 40.0), (-1.917, 0.916, 0.209, 20.0, 40.0), (2.706, 1.523, 1.307, 20.0, 40.0), (0.219, 2.162, -1.214, 20.0, 40.0), (-4.510, 1.376, -2.007, 20.0, 40.0), (4.284, -0.515, 6.173, 20.0, 40.0), (-1.101, 2.810, -3.170, 20.0, 40.0), (-1.810, -1.117, 4.329, 20.0, 40.0), (0.055, 1.115, 0.797, 20.0, 40.0), (-2.178, 2.904, -3.898, 20.0, 40.0), (-3.494, -1.814, 4.882, 20.0, 40.0), (3.027, 0.476, 3.562, 20.0, 40.0), (-1.434, 1.151, -0.018, 20.0, 40.0), (1.180, 0.992, 1.606, 20.0, 40.0), (0.015, 0.971, 1.067, 20.0, 40.0), (-0.511, -0.875, 4.495, 20.0, 40.0), (0.961, 2.348, -1.216, 20.0, 40.0), (-2.279, 0.038, 1.785, 20.0, 40.0), (-1.568, -0.248, 2.712, 20.0, 40.0), (-0.496, 0.366, 2.020, 20.0, 40.0), (1.177, -1.401, 6.390, 20.0, 40.0), (2.882, -1.442, 7.325, 20.0, 40.0), (-1.066, 1.817, -1.167, 20.0, 40.0), (-2.144, 2.791, -3.655, 20.0, 40.0), (-4.370, 2.228, -3.642, 20.0, 40.0), (3.996, 2.775, -0.553, 20.0, 40.0), (0.289, 2.055, -0.965, 20.0, 40.0), (-0.588, -1.601, 5.908, 20.0, 40.0), (-1.801, 0.417, 1.265, 20.0, 40.0), (4.375, -1.499, 8.186, 20.0, 40.0), (-2.618, 0.038, 1.615, 20.0, 40.0), (3.616, -0.833, 6.475, 20.0, 40.0), (-4.045, -1.558, 4.094, 20.0, 40.0), (-3.962, 0.636, -0.253, 20.0, 40.0), (3.505, 2.625, -0.497, 20.0, 40.0), (3.029, -0.523, 5.560, 20.0, 40.0), (-3.520, -0.474, 2.188, 20.0, 40.0), (2.430, -1.469, 7.154, 20.0, 40.0), (1.547, -1.654, 7.082, 20.0, 40.0), (-1.370, 0.575, 1.165, 20.0, 40.0), (-1.869, -1.555, 5.176, 20.0, 40.0), (3.536, 2.841, -0.913, 20.0, 40.0), (-3.810, 1.220, -1.344, 20.0, 40.0), (-1.971, 1.462, -0.910, 20.0, 40.0), (-0.243, 0.167, 2.545, 20.0, 40.0), (-1.403, 2.645, -2.991, 20.0, 40.0), (0.532, -0.114, 3.494, 20.0, 40.0), (-1.678, 0.975, 0.212, 20.0, 40.0), (-0.656, 2.140, -1.609, 20.0, 40.0), (1.743, 2.631, -1.390, 20.0, 40.0), (2.586, 2.943, -1.593, 20.0, 40.0), (-0.512, 2.969, -3.195, 20.0, 40.0), (2.283, -0.100, 4.342, 20.0, 40.0), (-4.293, 0.872, -0.890, 20.0, 40.0), (3.411, 1.300, 2.106, 20.0, 40.0), (-0.281, 2.951, -3.042, 20.0, 40.0), (-4.442, 0.384, 0.012, 20.0, 40.0), (1.194, 1.746, 0.104, 20.0, 40.0), (-1.152, 1.862, -1.300, 20.0, 40.0), (1.362, -1.341, 6.363, 20.0, 40.0), (-4.488, 2.618, -4.481, 20.0, 40.0), (3.419, -0.564, 5.837, 20.0, 40.0), (-3.392, 0.396, 0.512, 20.0, 40.0), (-1.629, -0.909, 4.003, 20.0, 40.0), (4.447, -1.088, 7.399, 20.0, 40.0), (-1.232, 1.699, -1.014, 20.0, 40.0), (-1.286, -0.609, 3.575, 20.0, 40.0), (2.437, 2.796, -1.374, 20.0, 40.0), (-4.864, 1.989, -3.410, 20.0, 40.0), (-1.716, -1.399, 4.940, 20.0, 40.0), (-3.084, 1.858, -2.259, 20.0, 40.0), (2.828, -0.319, 5.053, 20.0, 40.0), (-1.226, 2.586, -2.786, 20.0, 40.0), (2.456, 0.092, 4.044, 20.0, 40.0), (-0.989, 2.375, -2.245, 20.0, 40.0), (3.268, 0.935, 2.765, 20.0, 40.0), (-4.128, -1.995, 4.927, 20.0, 40.0), (-1.083, 2.197, -1.935, 20.0, 40.0), (-3.471, -1.198, 3.660, 20.0, 40.0), (4.617, -1.136, 7.579, 20.0, 40.0), (2.054, -1.675, 7.378, 20.0, 40.0), (4.106, 2.326, 0.402, 20.0, 40.0), (1.558, 0.310, 3.158, 20.0, 40.0), (0.792, 0.900, 1.596, 20.0, 40.0), (-3.229, 0.300, 0.785, 20.0, 40.0), (3.787, -0.793, 6.479, 20.0, 40.0), (1.786, 2.288, -0.684, 20.0, 40.0), (2.643, 0.223, 3.875, 20.0, 40.0), (-3.592, 2.122, -3.040, 20.0, 40.0), (4.519, -1.760, 8.779, 20.0, 40.0), (3.221, 2.255, 0.101, 20.0, 40.0), (4.151, 1.788, 1.500, 20.0, 40.0), (-1.033, -1.195, 4.874, 20.0, 40.0), (-1.636, -1.037, 4.257, 20.0, 40.0), (-3.548, 1.911, -2.596, 20.0, 40.0), (4.829, -0.293, 6.001, 20.0, 40.0), (-4.684, -1.664, 3.986, 20.0, 40.0), (4.531, -0.503, 6.271, 20.0, 40.0), (-3.503, -1.606, 4.460, 20.0, 40.0), (-2.036, -1.522, 5.027, 20.0, 40.0), (-0.473, -0.617, 3.997, 20.0, 40.0), (-1.554, -1.630, 5.483, 20.0, 40.0), (-3.567, -1.043, 3.302, 20.0, 40.0), (-2.038, 0.579, 0.823, 20.0, 40.0), (-3.040, 0.857, -0.233, 20.0, 40.0), (4.610, 0.562, 4.181, 20.0, 40.0), (-3.323, -1.938, 5.215, 20.0, 40.0), (4.314, 1.720, 1.717, 20.0, 40.0), (-1.220, 0.615, 1.161, 20.0, 40.0), (-2.556, 1.120, -0.519, 20.0, 40.0), (-3.717, -0.108, 1.358, 20.0, 40.0), (4.689, -1.826, 8.996, 20.0, 40.0), (3.452, 0.506, 3.713, 20.0, 40.0), (2.472, 0.612, 3.012, 20.0, 40.0), (3.452, 0.450, 3.826, 20.0, 40.0), (1.207, 2.585, -1.567, 20.0, 40.0), (-4.826, 1.090, -1.593, 20.0, 40.0), (3.116, -1.118, 6.794, 20.0, 40.0), (0.448, 2.732, -2.240, 20.0, 40.0), (-1.096, -0.525, 3.503, 20.0, 40.0), (-4.680, -0.238, 1.137, 20.0, 40.0), (2.552, -1.403, 7.082, 20.0, 40.0), (0.719, 2.997, -2.635, 20.0, 40.0), (0.347, -1.966, 7.105, 20.0, 40.0), (2.958, -0.404, 5.288, 20.0, 40.0), (0.722, -1.950, 7.261, 20.0, 40.0), (-2.851, -0.986, 3.546, 20.0, 40.0), (-4.316, -0.439, 1.721, 20.0, 40.0), (-1.685, -0.201, 2.560, 20.0, 40.0), (1.856, 0.190, 3.549, 20.0, 40.0), (-2.052, 0.206, 1.562, 20.0, 40.0), (-2.504, -0.646, 3.041, 20.0, 40.0), (3.235, 0.882, 2.854, 20.0, 40.0), (-1.366, -1.573, 5.463, 20.0, 40.0), (-3.447, 2.419, -3.562, 20.0, 40.0), (4.155, 2.092, 0.893, 20.0, 40.0), (-0.935, 0.209, 2.116, 20.0, 40.0), (3.117, -1.821, 8.201, 20.0, 40.0), (3.759, 0.577, 3.725, 20.0, 40.0), (-0.938, 2.992, -3.453, 20.0, 40.0), (-0.525, 2.341, -1.945, 20.0, 40.0), (4.540, 2.625, 0.019, 20.0, 40.0), (-2.097, 1.190, -0.429, 20.0, 40.0), (-2.672, 1.983, -2.302, 20.0, 40.0), (-3.038, -1.490, 4.460, 20.0, 40.0), (-0.943, 2.149, -1.770, 20.0, 40.0), (0.739, 1.598, 0.174, 20.0, 40.0), (1.828, 1.853, 0.208, 20.0, 40.0), (4.856, 0.137, 5.153, 20.0, 40.0), (-1.617, 0.468, 1.255, 20.0, 40.0), (-1.972, 2.053, -2.092, 20.0, 40.0), (-4.633, 1.389, -2.094, 20.0, 40.0), (-3.628, -1.156, 3.498, 20.0, 40.0), (3.597, 1.034, 2.731, 20.0, 40.0), (-1.488, -0.002, 2.261, 20.0, 40.0), (0.749, 1.921, -0.468, 20.0, 40.0), (1.304, -1.371, 6.394, 20.0, 40.0), (4.587, 2.936, -0.579, 20.0, 40.0), (-2.241, 1.791, -1.703, 20.0, 40.0), (-2.945, 1.372, -1.216, 20.0, 40.0), (1.375, 0.395, 2.898, 20.0, 40.0), (-1.281, -0.641, 3.642, 20.0, 40.0), (2.178, 0.895, 2.299, 20.0, 40.0), (3.031, -0.786, 6.087, 20.0, 40.0), (-1.385, -0.375, 3.058, 20.0, 40.0), (4.041, -0.431, 5.882, 20.0, 40.0), (0.480, -0.507, 4.254, 20.0, 40.0), (-3.797, 0.140, 0.822, 20.0, 40.0), (2.355, 2.502, -0.827, 20.0, 40.0), (1.376, -1.583, 6.854, 20.0, 40.0), (0.164, 1.405, 0.273, 20.0, 40.0), (-1.273, 1.471, -0.579, 20.0, 40.0), (0.770, 2.246, -1.107, 20.0, 40.0), (4.552, 2.904, -0.533, 20.0, 40.0), (4.259, -1.772, 8.674, 20.0, 40.0), (-0.309, 1.159, 0.528, 20.0, 40.0), (3.581, 2.700, -0.610, 20.0, 40.0), (-3.202, 0.346, 0.707, 20.0, 40.0), (-1.575, 1.242, -0.271, 20.0, 40.0), (-1.584, -0.493, 3.194, 20.0, 40.0), (-3.778, 0.150, 0.810, 20.0, 40.0), (-4.675, 1.749, -2.835, 20.0, 40.0), (3.567, -0.792, 6.367, 20.0, 40.0), (-0.417, 1.399, -0.006, 20.0, 40.0), (-4.672, 2.007, -3.349, 20.0, 40.0), (-1.034, 0.196, 2.090, 20.0, 40.0), (-3.796, 2.496, -3.890, 20.0, 40.0), (3.532, -0.497, 5.759, 20.0, 40.0), (4.868, -1.359, 8.151, 20.0, 40.0), (-0.769, 0.302, 2.011, 20.0, 40.0), (4.475, 2.612, 0.014, 20.0, 40.0), (-3.532, -0.395, 2.024, 20.0, 40.0), (0.322, 0.675, 1.812, 20.0, 40.0), (-2.028, -1.942, 5.870, 20.0, 40.0), (1.810, -1.244, 6.392, 20.0, 40.0), (-0.783, 1.242, 0.124, 20.0, 40.0), (-4.745, -1.300, 3.227, 20.0, 40.0), (1.902, 1.973, 0.005, 20.0, 40.0), (-3.453, -1.429, 4.132, 20.0, 40.0), (1.559, 0.986, 1.808, 20.0, 40.0), (0.128, 2.754, -2.443, 20.0, 40.0), (2.759, 1.727, 0.926, 20.0, 40.0), (-4.468, 1.690, -2.614, 20.0, 40.0), (-2.368, -1.922, 5.659, 20.0, 40.0), (-2.766, 2.128, -2.640, 20.0, 40.0), (0.967, -1.825, 7.133, 20.0, 40.0), (-2.854, 2.855, -4.136, 20.0, 40.0), (-2.944, 1.875, -2.222, 20.0, 40.0), (-2.632, -0.983, 3.649, 20.0, 40.0), (2.427, 2.239, -0.266, 20.0, 40.0), (-1.726, -0.838, 3.812, 20.0, 40.0), (0.007, -0.903, 4.809, 20.0, 40.0), (-2.013, 1.092, -0.191, 20.0, 40.0), (-0.449, 0.970, 0.836, 20.0, 40.0), (1.396, 0.411, 2.876, 20.0, 40.0), (-1.115, -1.790, 6.023, 20.0, 40.0), (3.748, 1.917, 1.039, 20.0, 40.0), (2.978, 1.043, 2.404, 20.0, 40.0), (-3.969, 2.514, -4.013, 20.0, 40.0), (4.455, -0.050, 5.328, 20.0, 40.0), (-3.065, -0.846, 3.160, 20.0, 40.0), (-1.069, 2.167, -1.869, 20.0, 40.0), (3.016, -1.393, 7.294, 20.0, 40.0), (0.045, -1.928, 6.879, 20.0, 40.0), (-2.555, -0.984, 3.690, 20.0, 40.0), (-1.995, -0.054, 2.111, 20.0, 40.0), (4.600, -0.509, 6.318, 20.0, 40.0), (-1.942, 1.215, -0.402, 20.0, 40.0), (1.262, 2.765, -1.899, 20.0, 40.0), (2.617, -1.106, 6.521, 20.0, 40.0), (1.737, 0.554, 2.761, 20.0, 40.0), (-2.197, 0.632, 0.638, 20.0, 40.0), (4.768, 2.618, 0.147, 20.0, 40.0), (-3.737, -0.939, 3.010, 20.0, 40.0), (-2.623, 0.595, 0.499, 20.0, 40.0), (4.752, -0.340, 6.057, 20.0, 40.0), (2.333, -1.037, 6.240, 20.0, 40.0), (4.234, -1.882, 8.881, 20.0, 40.0), (-3.393, -0.812, 2.927, 20.0, 40.0), (0.885, 1.383, 0.678, 20.0, 40.0), (0.123, 2.937, -2.812, 20.0, 40.0), (2.969, 0.760, 2.964, 20.0, 40.0), (-4.929, 1.251, -1.967, 20.0, 40.0), (1.916, 2.223, -0.488, 20.0, 40.0), (-0.020, -1.740, 6.469, 20.0, 40.0), (0.702, -1.272, 5.895, 20.0, 40.0), (2.496, 2.648, -1.048, 20.0, 40.0), (4.067, -1.475, 7.984, 20.0, 40.0), (-3.717, 1.851, -2.561, 20.0, 40.0), (1.678, -0.624, 5.088, 20.0, 40.0), (1.073, 0.695, 2.146, 20.0, 40.0), (1.842, -0.749, 5.419, 20.0, 40.0), (-3.518, 1.909, -2.578, 20.0, 40.0), (2.229, 1.189, 1.737, 20.0, 40.0), (4.987, 2.893, -0.292, 20.0, 40.0), (-4.809, 1.043, -1.490, 20.0, 40.0), (-0.241, -0.728, 4.334, 20.0, 40.0), (-3.331, 0.590, 0.156, 20.0, 40.0), (-0.455, 2.621, -2.470, 20.0, 40.0), (1.492, 1.223, 1.301, 20.0, 40.0), (3.948, 2.841, -0.709, 20.0, 40.0), (0.732, 0.446, 2.475, 20.0, 40.0), (2.400, 2.390, -0.579, 20.0, 40.0), (-2.718, 1.427, -1.213, 20.0, 40.0), (-1.826, 1.451, -0.815, 20.0, 40.0), (1.125, 0.438, 2.686, 20.0, 40.0), (-4.918, 1.880, -3.219, 20.0, 40.0), (3.068, -0.442, 5.418, 20.0, 40.0), (1.982, 1.201, 1.589, 20.0, 40.0), (0.701, -1.709, 6.768, 20.0, 40.0), (-1.496, 2.564, -2.877, 20.0, 40.0), (-3.812, 0.974, -0.853, 20.0, 40.0), (-3.405, 2.018, -2.739, 20.0, 40.0), (2.211, 2.889, -1.674, 20.0, 40.0), (-2.481, 2.931, -4.103, 20.0, 40.0), (-3.721, 2.765, -4.391, 20.0, 40.0), (-1.768, -1.292, 4.699, 20.0, 40.0), (-4.462, 1.058, -1.347, 20.0, 40.0), (-3.516, -1.942, 5.126, 20.0, 40.0), (0.485, 2.420, -1.597, 20.0, 40.0), (-0.492, 0.242, 2.270, 20.0, 40.0), (4.245, 1.689, 1.744, 20.0, 40.0), (2.234, 0.364, 3.389, 20.0, 40.0), (2.629, 2.224, -0.134, 20.0, 40.0), (-4.375, 1.221, -1.630, 20.0, 40.0), (-0.618, 1.374, -0.057, 20.0, 40.0), (-2.580, -1.604, 4.918, 20.0, 40.0), (0.159, 1.104, 0.871, 20.0, 40.0), (-3.597, 0.975, -0.749, 20.0, 40.0); DROP TABLE IF EXISTS test.model; -create table test.model engine = Memory as select LinearRegressionState(0.01, 1, 2.0)(target, param1, param2) as state from test.defaults; +create table test.model engine = Memory as select LinearRegressionState(0.03, 0.00001, 2, 2.0)(target, param1, param2) as state from test.defaults; - -with (select state from test.model) as model select evalMLMethod(model, predict1, predict2) from test.defaults; +select ans > -67.0 and ans < -66.9 from +(with (select state from test.model) as model select evalMLMethod(model, predict1, predict2) as ans from test.defaults limit 1); diff --git a/dbms/tests/queries/0_stateless/00955_ml_test.reference b/dbms/tests/queries/0_stateless/00955_ml_test.reference deleted file mode 100644 index 8d19c2c21f6..00000000000 --- a/dbms/tests/queries/0_stateless/00955_ml_test.reference +++ /dev/null @@ -1 +0,0 @@ --70.73127165094067 diff --git a/dbms/tests/queries/0_stateless/00960_dataset_test.sql b/dbms/tests/queries/0_stateless/00960_dataset_test.sql deleted file mode 100644 index 1b065afdecb..00000000000 --- a/dbms/tests/queries/0_stateless/00960_dataset_test.sql +++ /dev/null @@ -1,22 +0,0 @@ --- CREATE DATABASE IF NOT EXISTS test; --- DROP TABLE IF EXISTS test.trainset; --- CREATE TABLE IF NOT EXISTS test.trainset --- ( --- param1 Float64, param2 Float64, param3 Float64, param4 Float64, param5 Float64, param6 Float64, param7 Float64, param8 Float64, param9 Float64, param10 Float64, param11 Float64, param12 Float64, param13 Float64, param14 Float64, param15 Float64, param16 Float64, param17 Float64, param18 Float64, param19 Float64, param20 Float64, param21 Float64, param22 Float64, param23 Float64, param24 Float64, param25 Float64, param26 Float64, param27 Float64, param28 Float64, param29 Float64, param30 Float64, param31 Float64, param32 Float64, param33 Float64, param34 Float64, param35 Float64, param36 Float64, param37 Float64, param38 Float64, param39 Float64, param40 Float64, param41 Float64, param42 Float64, param43 Float64, param44 Float64, param45 Float64, param46 Float64, param47 Float64, param48 Float64, param49 Float64, param50 Float64, param51 Float64, param52 Float64, param53 Float64, param54 Float64, param55 Float64, param56 Float64, param57 Float64, param58 Float64, param59 Float64, param60 Float64, param61 Float64, param62 Float64, param63 Float64, param64 Float64, param65 Float64, param66 Float64, param67 Float64, param68 Float64, param69 Float64, param70 Float64, param71 Float64, param72 Float64, param73 Float64, param74 Float64, param75 Float64, param76 Float64, param77 Float64, param78 Float64, param79 Float64, param80 Float64, param81 Float64, param82 Float64, param83 Float64, param84 Float64, param85 Float64, param86 Float64, param87 Float64, param88 Float64, param89 Float64, param90 Float64, param91 Float64, param92 Float64, param93 Float64, param94 Float64, param95 Float64, param96 Float64, param97 Float64, param98 Float64, param99 Float64, param100 Float64, param101 Float64, param102 Float64, param103 Float64, param104 Float64, param105 Float64, param106 Float64, param107 Float64, param108 Float64, param109 Float64, param110 Float64, param111 Float64, param112 Float64, param113 Float64, param114 Float64, param115 Float64, param116 Float64, param117 Float64, param118 Float64, param119 Float64, param120 Float64, param121 Float64, param122 Float64, param123 Float64, param124 Float64, param125 Float64, param126 Float64, param127 Float64, param128 Float64, param129 Float64, param130 Float64, param131 Float64, param132 Float64, param133 Float64, param134 Float64, param135 Float64, param136 Float64, param137 Float64, param138 Float64, param139 Float64, param140 Float64, param141 Float64, param142 Float64, param143 Float64, param144 Float64, param145 Float64, param146 Float64, param147 Float64, param148 Float64, param149 Float64, param150 Float64, param151 Float64, param152 Float64, param153 Float64, param154 Float64, param155 Float64, param156 Float64, param157 Float64, param158 Float64, param159 Float64, param160 Float64, param161 Float64, param162 Float64, param163 Float64, param164 Float64, param165 Float64, param166 Float64, param167 Float64, param168 Float64, param169 Float64, param170 Float64, param171 Float64, param172 Float64, param173 Float64, param174 Float64, param175 Float64, param176 Float64, param177 Float64, param178 Float64, param179 Float64, param180 Float64, param181 Float64, param182 Float64, param183 Float64, target Float64 --- ) ENGINE = Memory; --- DROP TABLE IF EXISTS test.testset; --- CREATE TABLE IF NOT EXISTS test.testset --- ( --- param1 Float64, param2 Float64, param3 Float64, param4 Float64, param5 Float64, param6 Float64, param7 Float64, param8 Float64, param9 Float64, param10 Float64, param11 Float64, param12 Float64, param13 Float64, param14 Float64, param15 Float64, param16 Float64, param17 Float64, param18 Float64, param19 Float64, param20 Float64, param21 Float64, param22 Float64, param23 Float64, param24 Float64, param25 Float64, param26 Float64, param27 Float64, param28 Float64, param29 Float64, param30 Float64, param31 Float64, param32 Float64, param33 Float64, param34 Float64, param35 Float64, param36 Float64, param37 Float64, param38 Float64, param39 Float64, param40 Float64, param41 Float64, param42 Float64, param43 Float64, param44 Float64, param45 Float64, param46 Float64, param47 Float64, param48 Float64, param49 Float64, param50 Float64, param51 Float64, param52 Float64, param53 Float64, param54 Float64, param55 Float64, param56 Float64, param57 Float64, param58 Float64, param59 Float64, param60 Float64, param61 Float64, param62 Float64, param63 Float64, param64 Float64, param65 Float64, param66 Float64, param67 Float64, param68 Float64, param69 Float64, param70 Float64, param71 Float64, param72 Float64, param73 Float64, param74 Float64, param75 Float64, param76 Float64, param77 Float64, param78 Float64, param79 Float64, param80 Float64, param81 Float64, param82 Float64, param83 Float64, param84 Float64, param85 Float64, param86 Float64, param87 Float64, param88 Float64, param89 Float64, param90 Float64, param91 Float64, param92 Float64, param93 Float64, param94 Float64, param95 Float64, param96 Float64, param97 Float64, param98 Float64, param99 Float64, param100 Float64, param101 Float64, param102 Float64, param103 Float64, param104 Float64, param105 Float64, param106 Float64, param107 Float64, param108 Float64, param109 Float64, param110 Float64, param111 Float64, param112 Float64, param113 Float64, param114 Float64, param115 Float64, param116 Float64, param117 Float64, param118 Float64, param119 Float64, param120 Float64, param121 Float64, param122 Float64, param123 Float64, param124 Float64, param125 Float64, param126 Float64, param127 Float64, param128 Float64, param129 Float64, param130 Float64, param131 Float64, param132 Float64, param133 Float64, param134 Float64, param135 Float64, param136 Float64, param137 Float64, param138 Float64, param139 Float64, param140 Float64, param141 Float64, param142 Float64, param143 Float64, param144 Float64, param145 Float64, param146 Float64, param147 Float64, param148 Float64, param149 Float64, param150 Float64, param151 Float64, param152 Float64, param153 Float64, param154 Float64, param155 Float64, param156 Float64, param157 Float64, param158 Float64, param159 Float64, param160 Float64, param161 Float64, param162 Float64, param163 Float64, param164 Float64, param165 Float64, param166 Float64, param167 Float64, param168 Float64, param169 Float64, param170 Float64, param171 Float64, param172 Float64, param173 Float64, param174 Float64, param175 Float64, param176 Float64, param177 Float64, param178 Float64, param179 Float64, param180 Float64, param181 Float64, param182 Float64, param183 Float64 --- ) ENGINE = Memory; - -SET send_logs_level = 'trace'; --- SET log_queries = 1; --- SET max_threads = 4; - --- drop table if exists test.model; --- create table if not exists test.model engine = Memory as select LinearRegressionState(0.0000001, 4, 2.0)(target, param1, param2, param3, param4, param5, param6, param7, param8, param9, param10, param11, param12, param13, param14, param15, param16, param17, param18, param19, param20, param21, param22, param23, param24, param25, param26, param27, param28, param29, param30, param31, param32, param33, param34, param35, param36, param37, param38, param39, param40, param41, param42, param43, param44, param45, param46, param47, param48, param49, param50, param51, param52, param53, param54, param55, param56, param57, param58, param59, param60, param61, param62, param63, param64, param65, param66, param67, param68, param69, param70, param71, param72, param73, param74, param75, param76, param77, param78, param79, param80, param81, param82, param83, param84, param85, param86, param87, param88, param89, param90, param91, param92, param93, param94, param95, param96, param97, param98, param99, param100, param101, param102, param103, param104, param105, param106, param107, param108, param109, param110, param111, param112, param113, param114, param115, param116, param117, param118, param119, param120, param121, param122, param123, param124, param125, param126, param127, param128, param129, param130, param131, param132, param133, param134, param135, param136, param137, param138, param139, param140, param141, param142, param143, param144, param145, param146, param147, param148, param149, param150, param151, param152, param153, param154, param155, param156, param157, param158, param159, param160, param161, param162, param163, param164, param165, param166, param167, param168, param169, param170, param171, param172, param173, param174, param175, param176, param177, param178, param179, param180, param181, param182, param183) as state from test.trainset; - -select LinearRegressionState(0.0000001, 4, 2.0)(target, param1, param2, param3, param4, param5, param6, param7, param8, param9, param10, param11, param12, param13, param14, param15, param16, param17, param18, param19, param20, param21, param22, param23, param24, param25, param26, param27, param28, param29, param30, param31, param32, param33, param34, param35, param36, param37, param38, param39, param40, param41, param42, param43, param44, param45, param46, param47, param48, param49, param50, param51, param52, param53, param54, param55, param56, param57, param58, param59, param60, param61, param62, param63, param64, param65, param66, param67, param68, param69, param70, param71, param72, param73, param74, param75, param76, param77, param78, param79, param80, param81, param82, param83, param84, param85, param86, param87, param88, param89, param90, param91, param92, param93, param94, param95, param96, param97, param98, param99, param100, param101, param102, param103, param104, param105, param106, param107, param108, param109, param110, param111, param112, param113, param114, param115, param116, param117, param118, param119, param120, param121, param122, param123, param124, param125, param126, param127, param128, param129, param130, param131, param132, param133, param134, param135, param136, param137, param138, param139, param140, param141, param142, param143, param144, param145, param146, param147, param148, param149, param150, param151, param152, param153, param154, param155, param156, param157, param158, param159, param160, param161, param162, param163, param164, param165, param166, param167, param168, param169, param170, param171, param172, param173, param174, param175, param176, param177, param178, param179, param180, param181, param182, param183) from test.trainset; - --- with (select state from test.model) as model select evalMLMethod(model, param1, param2, param3, param4, param5, param6, param7, param8, param9, param10, param11, param12, param13, param14, param15, param16, param17, param18, param19, param20, param21, param22, param23, param24, param25, param26, param27, param28, param29, param30, param31, param32, param33, param34, param35, param36, param37, param38, param39, param40, param41, param42, param43, param44, param45, param46, param47, param48, param49, param50, param51, param52, param53, param54, param55, param56, param57, param58, param59, param60, param61, param62, param63, param64, param65, param66, param67, param68, param69, param70, param71, param72, param73, param74, param75, param76, param77, param78, param79, param80, param81, param82, param83, param84, param85, param86, param87, param88, param89, param90, param91, param92, param93, param94, param95, param96, param97, param98, param99, param100, param101, param102, param103, param104, param105, param106, param107, param108, param109, param110, param111, param112, param113, param114, param115, param116, param117, param118, param119, param120, param121, param122, param123, param124, param125, param126, param127, param128, param129, param130, param131, param132, param133, param134, param135, param136, param137, param138, param139, param140, param141, param142, param143, param144, param145, param146, param147, param148, param149, param150, param151, param152, param153, param154, param155, param156, param157, param158, param159, param160, param161, param162, param163, param164, param165, param166, param167, param168, param169, param170, param171, param172, param173, param174, param175, param176, param177, param178, param179, param180, param181, param182, param183) from test.testset; \ No newline at end of file From c93aae67416133f135b1f7b136ba5fb05da8de03 Mon Sep 17 00:00:00 2001 From: Alexander Kozhikhov Date: Tue, 9 Apr 2019 01:40:37 +0300 Subject: [PATCH 043/709] linear regression --- .../AggregateFunctionMLMethod.h | 8 +- .../AggregateFunctions/IAggregateFunction.h | 2 +- dbms/src/Columns/ColumnAggregateFunction.cpp | 17 +- dbms/src/Functions/evalMLMethod.cpp | 129 +++--- ...test.reference => 00935_ml_test.reference} | 0 .../{00950_ml_test.sql => 00935_ml_test.sql} | 0 ...test.reference => 00936_ml_test.reference} | 0 .../{00951_ml_test.sql => 00936_ml_test.sql} | 0 ...test.reference => 00937_ml_test.reference} | 0 .../{00952_ml_test.sql => 00937_ml_test.sql} | 0 ...reference => 00938_dataset_test.reference} | 0 ...ataset_test.sql => 00938_dataset_test.sql} | 0 ...test.reference => 00939_ml_test.reference} | 0 .../{00954_ml_test.sql => 00939_ml_test.sql} | 0 .../0_stateless/00952_ml_test.good_reference | 370 ------------------ .../0_stateless/00952_ml_test.norm_reference | 1 - 16 files changed, 62 insertions(+), 465 deletions(-) rename dbms/tests/queries/0_stateless/{00950_ml_test.reference => 00935_ml_test.reference} (100%) rename dbms/tests/queries/0_stateless/{00950_ml_test.sql => 00935_ml_test.sql} (100%) rename dbms/tests/queries/0_stateless/{00951_ml_test.reference => 00936_ml_test.reference} (100%) rename dbms/tests/queries/0_stateless/{00951_ml_test.sql => 00936_ml_test.sql} (100%) rename dbms/tests/queries/0_stateless/{00952_ml_test.reference => 00937_ml_test.reference} (100%) rename dbms/tests/queries/0_stateless/{00952_ml_test.sql => 00937_ml_test.sql} (100%) rename dbms/tests/queries/0_stateless/{00953_dataset_test.reference => 00938_dataset_test.reference} (100%) rename dbms/tests/queries/0_stateless/{00953_dataset_test.sql => 00938_dataset_test.sql} (100%) rename dbms/tests/queries/0_stateless/{00954_ml_test.reference => 00939_ml_test.reference} (100%) rename dbms/tests/queries/0_stateless/{00954_ml_test.sql => 00939_ml_test.sql} (100%) delete mode 100644 dbms/tests/queries/0_stateless/00952_ml_test.good_reference delete mode 100644 dbms/tests/queries/0_stateless/00952_ml_test.norm_reference diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h index f17572a5928..dd3c2c35f23 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h @@ -459,10 +459,10 @@ private: template < - /// Implemented Machine Learning method - typename Data, - /// Name of the method - typename Name + /// Implemented Machine Learning method + typename Data, + /// Name of the method + typename Name > class AggregateFunctionMLMethod final : public IAggregateFunctionDataHelper> { diff --git a/dbms/src/AggregateFunctions/IAggregateFunction.h b/dbms/src/AggregateFunctions/IAggregateFunction.h index 2c784c6ab74..694a5955310 100644 --- a/dbms/src/AggregateFunctions/IAggregateFunction.h +++ b/dbms/src/AggregateFunctions/IAggregateFunction.h @@ -152,7 +152,7 @@ public: IAggregateFunctionDataHelper(const DataTypes & argument_types_, const Array & parameters_) : IAggregateFunctionHelper(argument_types_, parameters_) {} - virtual void create(AggregateDataPtr place) const override + void create(AggregateDataPtr place) const override { new (place) Data; } diff --git a/dbms/src/Columns/ColumnAggregateFunction.cpp b/dbms/src/Columns/ColumnAggregateFunction.cpp index 6a33a98f7ef..8deaee1991e 100644 --- a/dbms/src/Columns/ColumnAggregateFunction.cpp +++ b/dbms/src/Columns/ColumnAggregateFunction.cpp @@ -84,16 +84,11 @@ MutableColumnPtr ColumnAggregateFunction::convertToValues() const * AggregateFunction(quantileTiming(0.5), UInt64) * into UInt16 - already finished result of `quantileTiming`. */ -// if (const AggregateFunctionState * function_state = typeid_cast(func.get())) -// { -// auto res = createView(); -// res->set(function_state->getNestedFunction()); -// res->data.assign(data.begin(), data.end()); -// return res; -// } -// -// MutableColumnPtr res = func->getReturnType()->createColumn(); -// res->reserve(data.size()); + + /** Convertion function is used in convertToValues and predictValues + * in the similar part of both functions + */ + MutableColumnPtr res; if (convertion(&res)) { @@ -114,8 +109,6 @@ MutableColumnPtr ColumnAggregateFunction::predictValues(Block & block, const Col return res; } - /// На моих тестах дважды в эту функцию приходит нечтно, имеющее data.size() == 0 однако оно по сути ничего не делает в следующих строках - auto ML_function_Linear = typeid_cast *>(func.get()); auto ML_function_Logistic = typeid_cast *>(func.get()); if (ML_function_Linear) diff --git a/dbms/src/Functions/evalMLMethod.cpp b/dbms/src/Functions/evalMLMethod.cpp index 2585c2ae1c9..cacc72d88e2 100644 --- a/dbms/src/Functions/evalMLMethod.cpp +++ b/dbms/src/Functions/evalMLMethod.cpp @@ -25,84 +25,59 @@ namespace DB /** finalizeAggregation(agg_state) - get the result from the aggregation state. * Takes state of aggregate function. Returns result of aggregation (finalized state). */ - class FunctionEvalMLMethod : public IFunction +class FunctionEvalMLMethod : public IFunction +{ +public: + static constexpr auto name = "evalMLMethod"; + static FunctionPtr create(const Context &) { - public: - static constexpr auto name = "evalMLMethod"; - static FunctionPtr create(const Context &) - { - return std::make_shared(); - } - - String getName() const override - { - return name; - } - - bool isVariadic() const override { - return true; - } - size_t getNumberOfArguments() const override - { - return 0; - } - - DataTypePtr getReturnTypeImpl(const DataTypes & arguments) const override - { - const DataTypeAggregateFunction * type = checkAndGetDataType(arguments[0].get()); - if (!type) - throw Exception("Argument for function " + getName() + " must have type AggregateFunction - state of aggregate function.", - ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT); - - return type->getReturnType(); - } - - void executeImpl(Block & block, const ColumnNumbers & arguments, size_t result, size_t /*input_rows_count*/) override - { -// const ColumnAggregateFunction * column_with_states = -// typeid_cast(static_cast(&*block.getByPosition(arguments.at(0)).column)); - - - // завести МЛ_аггр_функции как отдельный класс, чтобы тут сразу это проверять, а не делать это внутри predictValues() - -// const ColumnAggregateFunction * column_with_states -// = typeid_cast(&*block.getByPosition(arguments.at(0)).column); - - - const ColumnConst * column_with_states - = typeid_cast(&*block.getByPosition(arguments.at(0)).column); - - - if (!column_with_states) - throw Exception("Illegal column " + block.getByPosition(arguments.at(0)).column->getName() - + " of first argument of function " - + getName(), - ErrorCodes::ILLEGAL_COLUMN); - -// const ColumnArray * col_array = checkAndGetColumnConstData(block.getByPosition(arguments[1]).column.get()); -// if (!col_array) -// throw std::runtime_error("wtf"); - -// const IColumn & array_elements = col_array->getData(); - -/* - std::vector predict_features(arguments.size()); - for (size_t i = 1; i < arguments.size(); ++i) - { -// predict_features[i] = array_elements[i].get(); - predict_features[i - 1] = typeid_cast(block.getByPosition(arguments[i]).column.get())->getValue(); - } - block.getByPosition(result).column = column_with_states->predictValues(predict_features); -*/ - block.getByPosition(result).column = - typeid_cast(&*column_with_states->getDataColumnPtr())->predictValues(block, arguments); - } - - }; - - void registerFunctionEvalMLMethod(FunctionFactory & factory) - { - factory.registerFunction(); + return std::make_shared(); } + String getName() const override + { + return name; + } + + bool isVariadic() const override { + return true; + } + size_t getNumberOfArguments() const override + { + return 0; + } + + DataTypePtr getReturnTypeImpl(const DataTypes & arguments) const override + { + const DataTypeAggregateFunction * type = checkAndGetDataType(arguments[0].get()); + if (!type) + throw Exception("Argument for function " + getName() + " must have type AggregateFunction - state of aggregate function.", + ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT); + + return type->getReturnType(); + } + + void executeImpl(Block & block, const ColumnNumbers & arguments, size_t result, size_t /*input_rows_count*/) override + { + const ColumnConst * column_with_states + = typeid_cast(&*block.getByPosition(arguments.at(0)).column); + + + if (!column_with_states) + throw Exception("Illegal column " + block.getByPosition(arguments.at(0)).column->getName() + + " of first argument of function " + + getName(), + ErrorCodes::ILLEGAL_COLUMN); + + block.getByPosition(result).column = + typeid_cast(&*column_with_states->getDataColumnPtr())->predictValues(block, arguments); + } + +}; + +void registerFunctionEvalMLMethod(FunctionFactory & factory) +{ + factory.registerFunction(); +} + } \ No newline at end of file diff --git a/dbms/tests/queries/0_stateless/00950_ml_test.reference b/dbms/tests/queries/0_stateless/00935_ml_test.reference similarity index 100% rename from dbms/tests/queries/0_stateless/00950_ml_test.reference rename to dbms/tests/queries/0_stateless/00935_ml_test.reference diff --git a/dbms/tests/queries/0_stateless/00950_ml_test.sql b/dbms/tests/queries/0_stateless/00935_ml_test.sql similarity index 100% rename from dbms/tests/queries/0_stateless/00950_ml_test.sql rename to dbms/tests/queries/0_stateless/00935_ml_test.sql diff --git a/dbms/tests/queries/0_stateless/00951_ml_test.reference b/dbms/tests/queries/0_stateless/00936_ml_test.reference similarity index 100% rename from dbms/tests/queries/0_stateless/00951_ml_test.reference rename to dbms/tests/queries/0_stateless/00936_ml_test.reference diff --git a/dbms/tests/queries/0_stateless/00951_ml_test.sql b/dbms/tests/queries/0_stateless/00936_ml_test.sql similarity index 100% rename from dbms/tests/queries/0_stateless/00951_ml_test.sql rename to dbms/tests/queries/0_stateless/00936_ml_test.sql diff --git a/dbms/tests/queries/0_stateless/00952_ml_test.reference b/dbms/tests/queries/0_stateless/00937_ml_test.reference similarity index 100% rename from dbms/tests/queries/0_stateless/00952_ml_test.reference rename to dbms/tests/queries/0_stateless/00937_ml_test.reference diff --git a/dbms/tests/queries/0_stateless/00952_ml_test.sql b/dbms/tests/queries/0_stateless/00937_ml_test.sql similarity index 100% rename from dbms/tests/queries/0_stateless/00952_ml_test.sql rename to dbms/tests/queries/0_stateless/00937_ml_test.sql diff --git a/dbms/tests/queries/0_stateless/00953_dataset_test.reference b/dbms/tests/queries/0_stateless/00938_dataset_test.reference similarity index 100% rename from dbms/tests/queries/0_stateless/00953_dataset_test.reference rename to dbms/tests/queries/0_stateless/00938_dataset_test.reference diff --git a/dbms/tests/queries/0_stateless/00953_dataset_test.sql b/dbms/tests/queries/0_stateless/00938_dataset_test.sql similarity index 100% rename from dbms/tests/queries/0_stateless/00953_dataset_test.sql rename to dbms/tests/queries/0_stateless/00938_dataset_test.sql diff --git a/dbms/tests/queries/0_stateless/00954_ml_test.reference b/dbms/tests/queries/0_stateless/00939_ml_test.reference similarity index 100% rename from dbms/tests/queries/0_stateless/00954_ml_test.reference rename to dbms/tests/queries/0_stateless/00939_ml_test.reference diff --git a/dbms/tests/queries/0_stateless/00954_ml_test.sql b/dbms/tests/queries/0_stateless/00939_ml_test.sql similarity index 100% rename from dbms/tests/queries/0_stateless/00954_ml_test.sql rename to dbms/tests/queries/0_stateless/00939_ml_test.sql diff --git a/dbms/tests/queries/0_stateless/00952_ml_test.good_reference b/dbms/tests/queries/0_stateless/00952_ml_test.good_reference deleted file mode 100644 index 5ad7a9176a4..00000000000 --- a/dbms/tests/queries/0_stateless/00952_ml_test.good_reference +++ /dev/null @@ -1,370 +0,0 @@ -0.72 -0.72 -0.72 -0.72 -0.72 -0.72 -0.72 -0.72 -0.72 -0.72 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-0.91 -0.91 -0.91 -0.91 -0.67 -0.67 -0.67 -0.67 -0.67 -0.67 -0.67 -0.67 -0.67 -0.67 -0.67 -0.67 -0.95 -0.95 -0.95 -0.95 -0.95 -0.95 -0.95 -0.95 -0.95 -0.95 -0.95 -0.95 diff --git a/dbms/tests/queries/0_stateless/00952_ml_test.norm_reference b/dbms/tests/queries/0_stateless/00952_ml_test.norm_reference deleted file mode 100644 index dea24ee3047..00000000000 --- a/dbms/tests/queries/0_stateless/00952_ml_test.norm_reference +++ /dev/null @@ -1 +0,0 @@ -0.00676015 From 12132b8fdf8dafc745259baf52d44a4397349903 Mon Sep 17 00:00:00 2001 From: Alexander Kozhikhov Date: Mon, 15 Apr 2019 02:57:14 +0300 Subject: [PATCH 044/709] fix in evalMLMethod --- dbms/src/Functions/evalMLMethod.cpp | 12 +++++++++--- 1 file changed, 9 insertions(+), 3 deletions(-) diff --git a/dbms/src/Functions/evalMLMethod.cpp b/dbms/src/Functions/evalMLMethod.cpp index cacc72d88e2..37e872bf00b 100644 --- a/dbms/src/Functions/evalMLMethod.cpp +++ b/dbms/src/Functions/evalMLMethod.cpp @@ -49,6 +49,9 @@ public: DataTypePtr getReturnTypeImpl(const DataTypes & arguments) const override { + if (!arguments.size()) + throw Exception("Function " + getName() + " requires at least one argument", ErrorCodes::BAD_ARGUMENTS); + const DataTypeAggregateFunction * type = checkAndGetDataType(arguments[0].get()); if (!type) throw Exception("Argument for function " + getName() + " must have type AggregateFunction - state of aggregate function.", @@ -59,12 +62,15 @@ public: void executeImpl(Block & block, const ColumnNumbers & arguments, size_t result, size_t /*input_rows_count*/) override { + if (!arguments.size()) + throw Exception("Function " + getName() + " requires at least one argument", ErrorCodes::BAD_ARGUMENTS); + const ColumnConst * column_with_states - = typeid_cast(&*block.getByPosition(arguments.at(0)).column); + = typeid_cast(&*block.getByPosition(arguments[0]).column); if (!column_with_states) - throw Exception("Illegal column " + block.getByPosition(arguments.at(0)).column->getName() + throw Exception("Illegal column " + block.getByPosition(arguments[0]).column->getName() + " of first argument of function " + getName(), ErrorCodes::ILLEGAL_COLUMN); @@ -80,4 +86,4 @@ void registerFunctionEvalMLMethod(FunctionFactory & factory) factory.registerFunction(); } -} \ No newline at end of file +} From 19021e76bb7406dbf17ed9cd021706817d93c2fa Mon Sep 17 00:00:00 2001 From: Alexander Kozhikhov Date: Mon, 15 Apr 2019 03:16:13 +0300 Subject: [PATCH 045/709] style --- .../AggregateFunctionMLMethod.cpp | 23 +++++++++++-------- .../AggregateFunctionMLMethod.h | 4 ++-- dbms/src/Columns/ColumnAggregateFunction.cpp | 6 +++-- dbms/src/Functions/evalMLMethod.cpp | 3 ++- 4 files changed, 22 insertions(+), 14 deletions(-) diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp index 7a4d5d731d2..d217511b2bc 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp @@ -25,9 +25,7 @@ AggregateFunctionPtr createAggregateFunctionMLMethod( for (size_t i = 0; i < argument_types.size(); ++i) { if (!WhichDataType(argument_types[i]).isFloat64()) - throw Exception("Illegal type " + argument_types[i]->getName() + " of argument " - + std::to_string(i) + "for aggregate function " + name, - ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT); + throw Exception("Illegal type " + argument_types[i]->getName() + " of argument " + std::to_string(i) + "for aggregate function " + name, ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT); } Float64 learning_rate = Float64(0.01); @@ -55,17 +53,22 @@ AggregateFunctionPtr createAggregateFunctionMLMethod( if (applyVisitor(FieldVisitorConvertToNumber(), parameters[3]) == Float64{1.0}) { wu = std::make_shared(); - } else if (applyVisitor(FieldVisitorConvertToNumber(), parameters[3]) == Float64{2.0}) + } + else if (applyVisitor(FieldVisitorConvertToNumber(), parameters[3]) == Float64{2.0}) { wu = std::make_shared(); - } else if (applyVisitor(FieldVisitorConvertToNumber(), parameters[3]) == Float64{3.0}) + } + else if (applyVisitor(FieldVisitorConvertToNumber(), parameters[3]) == Float64{3.0}) { wu = std::make_shared(); - } else { + } + else + { throw Exception("Invalid parameter for weights updater", ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT); } - } else + } + else { wu = std::make_unique(); } @@ -73,10 +76,12 @@ AggregateFunctionPtr createAggregateFunctionMLMethod( if (std::is_same::value) { gc = std::make_shared(); - } else if (std::is_same::value) + } + else if (std::is_same::value) { gc = std::make_shared(); - } else + } + else { throw Exception("Such gradient computer is not implemented yet", ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT); } diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h index dd3c2c35f23..5b6cb5b02db 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h @@ -483,8 +483,8 @@ public: l2_reg_coef(l2_reg_coef), batch_size(batch_size), gc(std::move(gradient_computer)), - wu(std::move(weights_updater)) { - } + wu(std::move(weights_updater)) + {} DataTypePtr getReturnType() const override { diff --git a/dbms/src/Columns/ColumnAggregateFunction.cpp b/dbms/src/Columns/ColumnAggregateFunction.cpp index 8deaee1991e..8f92ccbd96a 100644 --- a/dbms/src/Columns/ColumnAggregateFunction.cpp +++ b/dbms/src/Columns/ColumnAggregateFunction.cpp @@ -120,7 +120,8 @@ MutableColumnPtr ColumnAggregateFunction::predictValues(Block & block, const Col ++row_num; } - } else if (ML_function_Logistic) + } + else if (ML_function_Logistic) { size_t row_num = 0; for (auto val : data) @@ -128,7 +129,8 @@ MutableColumnPtr ColumnAggregateFunction::predictValues(Block & block, const Col ML_function_Logistic->predictResultInto(val, *res, block, arguments); ++row_num; } - } else + } + else { throw Exception("Illegal aggregate function is passed", ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT); diff --git a/dbms/src/Functions/evalMLMethod.cpp b/dbms/src/Functions/evalMLMethod.cpp index 37e872bf00b..ffdad6cf26e 100644 --- a/dbms/src/Functions/evalMLMethod.cpp +++ b/dbms/src/Functions/evalMLMethod.cpp @@ -39,7 +39,8 @@ public: return name; } - bool isVariadic() const override { + bool isVariadic() const override + { return true; } size_t getNumberOfArguments() const override From 9ed740e3ea819df2cec8912c91256dd0aa620953 Mon Sep 17 00:00:00 2001 From: Alexander Kozhikhov Date: Mon, 15 Apr 2019 04:10:39 +0300 Subject: [PATCH 046/709] style --- dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h index 5b6cb5b02db..d6b0bd25981 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h @@ -123,7 +123,7 @@ public: derivative *= target; derivative = exp(derivative); - (*batch_gradient)[weights.size()] += learning_rate * target / (derivative + 1);; + (*batch_gradient)[weights.size()] += learning_rate * target / (derivative + 1); for (size_t i = 0; i < weights.size(); ++i) { (*batch_gradient)[i] += From a2a9d4b513ff8ccc2d9c6507262e39ba000f1d57 Mon Sep 17 00:00:00 2001 From: Alexander Kozhikhov Date: Mon, 15 Apr 2019 10:59:56 +0300 Subject: [PATCH 047/709] style --- .../AggregateFunctionMLMethod.h | 4 +- .../queries/0_stateless/00901_mytest.sql | 46 ------------------- 2 files changed, 2 insertions(+), 48 deletions(-) delete mode 100644 dbms/tests/queries/0_stateless/00901_mytest.sql diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h index d6b0bd25981..a7d2837abfa 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h @@ -475,9 +475,9 @@ public: Float64 learning_rate, Float64 l2_reg_coef, UInt32 batch_size, - const DataTypes & argument_types, + const DataTypes & arguments_types, const Array & params) - : IAggregateFunctionDataHelper>(argument_types, params), + : IAggregateFunctionDataHelper>(arguments_types, params), param_num(param_num), learning_rate(learning_rate), l2_reg_coef(l2_reg_coef), diff --git a/dbms/tests/queries/0_stateless/00901_mytest.sql b/dbms/tests/queries/0_stateless/00901_mytest.sql deleted file mode 100644 index f6bf6a5978f..00000000000 --- a/dbms/tests/queries/0_stateless/00901_mytest.sql +++ /dev/null @@ -1,46 +0,0 @@ -CREATE DATABASE IF NOT EXISTS test; -DROP TABLE IF EXISTS test.defaults; -CREATE TABLE IF NOT EXISTS test.defaults -( - param1 Float64, - param2 Float64, - target Float64, - predict1 Float64, - predict2 Float64 -) ENGINE = Memory; --- -- insert into test.defaults values (2.533, 0.543, 3.181), (1.999, 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0.247, 4.247), (3.507, 2.727, -0.701), (-4.399, 2.437, -4.073), (3.785, 0.036, 4.820), (-0.824, 2.417, -2.245), (-2.588, 0.369, 0.968), (-3.037, -1.639, 4.759), (4.531, -0.499, 6.264), (4.742, -1.161, 7.693), (-0.063, -0.595, 4.159), (0.697, 2.281, -1.212), (0.413, 0.607, 1.992), (-4.081, 0.383, 0.194), (0.712, 2.638, -1.920), (-1.620, 1.092, 0.006), (-3.425, -0.911, 3.109), (-0.124, 1.711, -0.484), (4.347, 1.387, 2.399), (-3.237, -0.900, 3.182), (-3.961, 0.358, 0.304), (4.326, -0.068, 5.298), (3.846, 1.725, 1.473), (-2.089, 0.953, 0.049), (-1.025, -1.470, 5.428), (2.061, -0.156, 4.343), (1.547, -1.827, 7.427), (2.786, 0.460, 3.473), (0.076, 0.659, 1.720), (3.597, 1.966, 0.866), (-0.933, -1.180, 4.894), (4.647, 1.190, 2.943), (-0.032, 0.544, 1.896), (4.461, -1.806, 8.843), (-0.586, 1.821, -0.934), (3.725, 1.715, 1.432), (-2.091, 2.714, -3.474), (4.494, -1.494, 8.236), (3.766, -0.209, 5.301), (-1.991, 1.776, -1.548), (-4.992, -0.742, 1.989), (-2.400, 1.828, -1.855), (-1.329, 0.143, 2.050), (1.954, 1.759, 0.459), (-4.422, 1.507, -2.224), (-2.243, -1.126, 4.131), (4.417, -1.080, 7.368), (1.737, -1.144, 6.157), (2.661, -1.084, 6.498), (-3.198, 0.443, 0.515), (4.191, -1.250, 7.596), (-2.419, -0.163, 2.116), (1.910, -1.173, 6.301), (-0.241, 1.902, -0.925), (-4.415, 2.479, -4.165), (3.307, -0.465, 5.583), (-2.382, 1.364, -0.920), (-3.154, 2.953, -4.483), (-2.562, 2.803, -3.888), (3.076, 0.195, 4.149), (-0.101, 0.896, 1.157), (-2.067, 1.120, -0.273), (-4.680, 2.756, -4.851), (-4.283, -0.607, 2.072), (4.013, -1.072, 7.150), (-4.401, -0.896, 2.591), (4.544, 2.498, 0.276), (4.075, -1.204, 7.445), (-3.463, 1.242, -1.216), (3.992, 2.782, -0.568), (-4.503, 0.239, 0.270), (-3.095, 1.161, -0.870), (0.768, -0.904, 5.192), (1.255, 2.870, -2.112), (-1.537, -0.049, 2.330), (2.851, -1.182, 6.789), (1.974, -0.922, 5.832), (4.447, 2.719, -0.214), (-3.413, 0.555, 0.184), (4.943, 2.120, 1.231), (3.645, -0.413, 5.648), (-4.776, 0.079, 0.453), (1.991, 1.565, 0.866), (2.413, 1.793, 0.620), (4.245, 2.663, -0.205), (-2.022, -1.180, 4.350), (-2.285, -1.246, 4.350), (2.276, 0.488, 3.162), (2.582, -0.037, 4.365), (-4.875, 1.468, -2.374), (-2.492, 2.730, -3.706), (2.696, -1.833, 8.013), (4.618, -1.127, 7.563), (-4.156, 0.987, -1.053), (1.873, -1.566, 7.068), (1.699, 0.794, 2.262), (-3.181, 1.640, -1.871), (-3.225, 1.526, -1.664), (-2.679, -1.811, 5.281), (3.717, 1.532, 1.794), (1.288, -0.999, 5.642), (-1.057, 0.044, 2.384), (-0.147, 1.108, 0.711), (-3.827, -1.139, 3.365), (0.872, -1.482, 6.399), (1.982, 0.286, 3.418), (-1.381, 2.374, -2.439), (-1.091, 2.010, -1.565), (-1.192, 2.751, -3.097), (1.468, -0.992, 5.718), (2.249, 0.949, 2.228), (3.064, 0.911, 2.711), (-1.576, -1.584, 5.380), (2.130, -1.489, 7.043), (4.386, -1.284, 7.761), (1.662, -1.645, 7.121), (-3.395, 1.784, -2.265), (4.618, 1.951, 1.406), (-0.299, 0.378, 2.095), (-2.911, 2.131, -2.717), (0.876, 2.869, -2.301), (-1.785, 0.961, 0.186), (-4.188, 2.442, -3.977), (-1.128, 0.127, 2.181), (1.755, -1.215, 6.307), (-2.276, 0.596, 0.669), (-4.630, 1.978, -3.272), (-0.454, 0.275, 2.224), (-1.950, -1.385, 4.794), (-0.889, 2.696, -2.837), (-4.832, -0.038, 0.661), (3.738, 0.604, 3.662), (-0.224, -0.465, 3.819); --- -- insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 40.0), (0.121, -0.615, 4.290, 20.0, 40.0), (-1.099, 2.755, -3.060, 20.0, 40.0), (1.090, 2.945, -2.346, 20.0, 40.0), (0.305, 2.179, -1.205, 20.0, 40.0), (-0.925, 0.702, 1.134, 20.0, 40.0), (3.178, -1.316, 7.221, 20.0, 40.0), (-2.756, -0.473, 2.569, 20.0, 40.0), (3.665, 2.303, 0.226, 20.0, 40.0), (1.662, 1.951, -0.070, 20.0, 40.0), (2.869, 0.593, 3.249, 20.0, 40.0), (0.818, -0.593, 4.594, 20.0, 40.0), (-1.917, 0.916, 0.209, 20.0, 40.0), (2.706, 1.523, 1.307, 20.0, 40.0), (0.219, 2.162, -1.214, 20.0, 40.0), (-4.510, 1.376, -2.007, 20.0, 40.0), (4.284, -0.515, 6.173, 20.0, 40.0), (-1.101, 2.810, -3.170, 20.0, 40.0), (-1.810, -1.117, 4.329, 20.0, 40.0), (0.055, 1.115, 0.797, 20.0, 40.0), (-2.178, 2.904, -3.898, 20.0, 40.0), (-3.494, -1.814, 4.882, 20.0, 40.0), (3.027, 0.476, 3.562, 20.0, 40.0), (-1.434, 1.151, -0.018, 20.0, 40.0), (1.180, 0.992, 1.606, 20.0, 40.0), (0.015, 0.971, 1.067, 20.0, 40.0), (-0.511, -0.875, 4.495, 20.0, 40.0), (0.961, 2.348, -1.216, 20.0, 40.0), (-2.279, 0.038, 1.785, 20.0, 40.0), (-1.568, -0.248, 2.712, 20.0, 40.0), (-0.496, 0.366, 2.020, 20.0, 40.0), (1.177, -1.401, 6.390, 20.0, 40.0), (2.882, -1.442, 7.325, 20.0, 40.0), (-1.066, 1.817, -1.167, 20.0, 40.0), (-2.144, 2.791, -3.655, 20.0, 40.0), (-4.370, 2.228, -3.642, 20.0, 40.0), (3.996, 2.775, -0.553, 20.0, 40.0), (0.289, 2.055, -0.965, 20.0, 40.0), (-0.588, -1.601, 5.908, 20.0, 40.0), (-1.801, 0.417, 1.265, 20.0, 40.0), (4.375, -1.499, 8.186, 20.0, 40.0), (-2.618, 0.038, 1.615, 20.0, 40.0), (3.616, -0.833, 6.475, 20.0, 40.0), (-4.045, -1.558, 4.094, 20.0, 40.0), (-3.962, 0.636, -0.253, 20.0, 40.0), (3.505, 2.625, -0.497, 20.0, 40.0), (3.029, -0.523, 5.560, 20.0, 40.0), (-3.520, -0.474, 2.188, 20.0, 40.0), (2.430, -1.469, 7.154, 20.0, 40.0), (1.547, -1.654, 7.082, 20.0, 40.0), (-1.370, 0.575, 1.165, 20.0, 40.0), (-1.869, -1.555, 5.176, 20.0, 40.0), (3.536, 2.841, -0.913, 20.0, 40.0), (-3.810, 1.220, -1.344, 20.0, 40.0), (-1.971, 1.462, -0.910, 20.0, 40.0), (-0.243, 0.167, 2.545, 20.0, 40.0), (-1.403, 2.645, -2.991, 20.0, 40.0), (0.532, -0.114, 3.494, 20.0, 40.0), (-1.678, 0.975, 0.212, 20.0, 40.0), (-0.656, 2.140, -1.609, 20.0, 40.0), (1.743, 2.631, -1.390, 20.0, 40.0), (2.586, 2.943, -1.593, 20.0, 40.0), (-0.512, 2.969, -3.195, 20.0, 40.0), (2.283, -0.100, 4.342, 20.0, 40.0), (-4.293, 0.872, -0.890, 20.0, 40.0), (3.411, 1.300, 2.106, 20.0, 40.0), (-0.281, 2.951, -3.042, 20.0, 40.0), (-4.442, 0.384, 0.012, 20.0, 40.0), (1.194, 1.746, 0.104, 20.0, 40.0), (-1.152, 1.862, -1.300, 20.0, 40.0), (1.362, -1.341, 6.363, 20.0, 40.0), (-4.488, 2.618, -4.481, 20.0, 40.0), (3.419, -0.564, 5.837, 20.0, 40.0), (-3.392, 0.396, 0.512, 20.0, 40.0), (-1.629, -0.909, 4.003, 20.0, 40.0), (4.447, -1.088, 7.399, 20.0, 40.0), (-1.232, 1.699, -1.014, 20.0, 40.0), (-1.286, -0.609, 3.575, 20.0, 40.0), (2.437, 2.796, -1.374, 20.0, 40.0), (-4.864, 1.989, -3.410, 20.0, 40.0), (-1.716, -1.399, 4.940, 20.0, 40.0), (-3.084, 1.858, -2.259, 20.0, 40.0), (2.828, -0.319, 5.053, 20.0, 40.0), (-1.226, 2.586, -2.786, 20.0, 40.0), (2.456, 0.092, 4.044, 20.0, 40.0), (-0.989, 2.375, -2.245, 20.0, 40.0), (3.268, 0.935, 2.765, 20.0, 40.0), (-4.128, -1.995, 4.927, 20.0, 40.0), (-1.083, 2.197, -1.935, 20.0, 40.0), (-3.471, -1.198, 3.660, 20.0, 40.0), (4.617, -1.136, 7.579, 20.0, 40.0), (2.054, -1.675, 7.378, 20.0, 40.0), (4.106, 2.326, 0.402, 20.0, 40.0), (1.558, 0.310, 3.158, 20.0, 40.0), (0.792, 0.900, 1.596, 20.0, 40.0), (-3.229, 0.300, 0.785, 20.0, 40.0), (3.787, -0.793, 6.479, 20.0, 40.0), (1.786, 2.288, -0.684, 20.0, 40.0), (2.643, 0.223, 3.875, 20.0, 40.0), (-3.592, 2.122, -3.040, 20.0, 40.0), (4.519, -1.760, 8.779, 20.0, 40.0), (3.221, 2.255, 0.101, 20.0, 40.0), (4.151, 1.788, 1.500, 20.0, 40.0), (-1.033, -1.195, 4.874, 20.0, 40.0), (-1.636, -1.037, 4.257, 20.0, 40.0), (-3.548, 1.911, -2.596, 20.0, 40.0), (4.829, -0.293, 6.001, 20.0, 40.0), (-4.684, -1.664, 3.986, 20.0, 40.0), (4.531, -0.503, 6.271, 20.0, 40.0), (-3.503, -1.606, 4.460, 20.0, 40.0), (-2.036, -1.522, 5.027, 20.0, 40.0), (-0.473, -0.617, 3.997, 20.0, 40.0), (-1.554, -1.630, 5.483, 20.0, 40.0), (-3.567, -1.043, 3.302, 20.0, 40.0), (-2.038, 0.579, 0.823, 20.0, 40.0), (-3.040, 0.857, -0.233, 20.0, 40.0), (4.610, 0.562, 4.181, 20.0, 40.0), (-3.323, -1.938, 5.215, 20.0, 40.0), (4.314, 1.720, 1.717, 20.0, 40.0), (-1.220, 0.615, 1.161, 20.0, 40.0), (-2.556, 1.120, -0.519, 20.0, 40.0), (-3.717, -0.108, 1.358, 20.0, 40.0), (4.689, -1.826, 8.996, 20.0, 40.0), (3.452, 0.506, 3.713, 20.0, 40.0), (2.472, 0.612, 3.012, 20.0, 40.0), (3.452, 0.450, 3.826, 20.0, 40.0), (1.207, 2.585, -1.567, 20.0, 40.0), (-4.826, 1.090, -1.593, 20.0, 40.0), (3.116, -1.118, 6.794, 20.0, 40.0), (0.448, 2.732, -2.240, 20.0, 40.0), (-1.096, -0.525, 3.503, 20.0, 40.0), (-4.680, -0.238, 1.137, 20.0, 40.0), (2.552, -1.403, 7.082, 20.0, 40.0), (0.719, 2.997, -2.635, 20.0, 40.0), (0.347, -1.966, 7.105, 20.0, 40.0), (2.958, -0.404, 5.288, 20.0, 40.0), (0.722, -1.950, 7.261, 20.0, 40.0), (-2.851, -0.986, 3.546, 20.0, 40.0), (-4.316, -0.439, 1.721, 20.0, 40.0), (-1.685, -0.201, 2.560, 20.0, 40.0), (1.856, 0.190, 3.549, 20.0, 40.0), (-2.052, 0.206, 1.562, 20.0, 40.0), (-2.504, -0.646, 3.041, 20.0, 40.0), (3.235, 0.882, 2.854, 20.0, 40.0), (-1.366, -1.573, 5.463, 20.0, 40.0), (-3.447, 2.419, -3.562, 20.0, 40.0), (4.155, 2.092, 0.893, 20.0, 40.0), (-0.935, 0.209, 2.116, 20.0, 40.0), (3.117, -1.821, 8.201, 20.0, 40.0), (3.759, 0.577, 3.725, 20.0, 40.0), (-0.938, 2.992, -3.453, 20.0, 40.0), (-0.525, 2.341, -1.945, 20.0, 40.0), (4.540, 2.625, 0.019, 20.0, 40.0), (-2.097, 1.190, -0.429, 20.0, 40.0), (-2.672, 1.983, -2.302, 20.0, 40.0), (-3.038, -1.490, 4.460, 20.0, 40.0), (-0.943, 2.149, -1.770, 20.0, 40.0), (0.739, 1.598, 0.174, 20.0, 40.0), (1.828, 1.853, 0.208, 20.0, 40.0), (4.856, 0.137, 5.153, 20.0, 40.0), (-1.617, 0.468, 1.255, 20.0, 40.0), (-1.972, 2.053, -2.092, 20.0, 40.0), (-4.633, 1.389, -2.094, 20.0, 40.0), (-3.628, -1.156, 3.498, 20.0, 40.0), (3.597, 1.034, 2.731, 20.0, 40.0), (-1.488, -0.002, 2.261, 20.0, 40.0), (0.749, 1.921, -0.468, 20.0, 40.0), (1.304, -1.371, 6.394, 20.0, 40.0), (4.587, 2.936, -0.579, 20.0, 40.0), (-2.241, 1.791, -1.703, 20.0, 40.0), (-2.945, 1.372, -1.216, 20.0, 40.0), (1.375, 0.395, 2.898, 20.0, 40.0), (-1.281, -0.641, 3.642, 20.0, 40.0), (2.178, 0.895, 2.299, 20.0, 40.0), (3.031, -0.786, 6.087, 20.0, 40.0), (-1.385, -0.375, 3.058, 20.0, 40.0), (4.041, -0.431, 5.882, 20.0, 40.0), (0.480, -0.507, 4.254, 20.0, 40.0), (-3.797, 0.140, 0.822, 20.0, 40.0), (2.355, 2.502, -0.827, 20.0, 40.0), (1.376, -1.583, 6.854, 20.0, 40.0), (0.164, 1.405, 0.273, 20.0, 40.0), (-1.273, 1.471, -0.579, 20.0, 40.0), (0.770, 2.246, -1.107, 20.0, 40.0), (4.552, 2.904, -0.533, 20.0, 40.0), (4.259, -1.772, 8.674, 20.0, 40.0), (-0.309, 1.159, 0.528, 20.0, 40.0), (3.581, 2.700, -0.610, 20.0, 40.0), (-3.202, 0.346, 0.707, 20.0, 40.0), (-1.575, 1.242, -0.271, 20.0, 40.0), (-1.584, -0.493, 3.194, 20.0, 40.0), (-3.778, 0.150, 0.810, 20.0, 40.0), (-4.675, 1.749, -2.835, 20.0, 40.0), (3.567, -0.792, 6.367, 20.0, 40.0), (-0.417, 1.399, -0.006, 20.0, 40.0), (-4.672, 2.007, -3.349, 20.0, 40.0), (-1.034, 0.196, 2.090, 20.0, 40.0), (-3.796, 2.496, -3.890, 20.0, 40.0), (3.532, -0.497, 5.759, 20.0, 40.0), (4.868, -1.359, 8.151, 20.0, 40.0), (-0.769, 0.302, 2.011, 20.0, 40.0), (4.475, 2.612, 0.014, 20.0, 40.0), (-3.532, -0.395, 2.024, 20.0, 40.0), (0.322, 0.675, 1.812, 20.0, 40.0), (-2.028, -1.942, 5.870, 20.0, 40.0), (1.810, -1.244, 6.392, 20.0, 40.0), (-0.783, 1.242, 0.124, 20.0, 40.0), (-4.745, -1.300, 3.227, 20.0, 40.0), (1.902, 1.973, 0.005, 20.0, 40.0), (-3.453, -1.429, 4.132, 20.0, 40.0), (1.559, 0.986, 1.808, 20.0, 40.0), (0.128, 2.754, -2.443, 20.0, 40.0), (2.759, 1.727, 0.926, 20.0, 40.0), (-4.468, 1.690, -2.614, 20.0, 40.0), (-2.368, -1.922, 5.659, 20.0, 40.0), (-2.766, 2.128, -2.640, 20.0, 40.0), (0.967, -1.825, 7.133, 20.0, 40.0), (-2.854, 2.855, -4.136, 20.0, 40.0), (-2.944, 1.875, -2.222, 20.0, 40.0), (-2.632, -0.983, 3.649, 20.0, 40.0), (2.427, 2.239, -0.266, 20.0, 40.0), (-1.726, -0.838, 3.812, 20.0, 40.0), (0.007, -0.903, 4.809, 20.0, 40.0), (-2.013, 1.092, -0.191, 20.0, 40.0), (-0.449, 0.970, 0.836, 20.0, 40.0), (1.396, 0.411, 2.876, 20.0, 40.0), (-1.115, -1.790, 6.023, 20.0, 40.0), (3.748, 1.917, 1.039, 20.0, 40.0), (2.978, 1.043, 2.404, 20.0, 40.0), (-3.969, 2.514, -4.013, 20.0, 40.0), (4.455, -0.050, 5.328, 20.0, 40.0), (-3.065, -0.846, 3.160, 20.0, 40.0), (-1.069, 2.167, -1.869, 20.0, 40.0), (3.016, -1.393, 7.294, 20.0, 40.0), (0.045, -1.928, 6.879, 20.0, 40.0), (-2.555, -0.984, 3.690, 20.0, 40.0), (-1.995, -0.054, 2.111, 20.0, 40.0), (4.600, -0.509, 6.318, 20.0, 40.0), (-1.942, 1.215, -0.402, 20.0, 40.0), (1.262, 2.765, -1.899, 20.0, 40.0), (2.617, -1.106, 6.521, 20.0, 40.0), (1.737, 0.554, 2.761, 20.0, 40.0), (-2.197, 0.632, 0.638, 20.0, 40.0), (4.768, 2.618, 0.147, 20.0, 40.0), (-3.737, -0.939, 3.010, 20.0, 40.0), (-2.623, 0.595, 0.499, 20.0, 40.0), (4.752, -0.340, 6.057, 20.0, 40.0), (2.333, -1.037, 6.240, 20.0, 40.0), (4.234, -1.882, 8.881, 20.0, 40.0), (-3.393, -0.812, 2.927, 20.0, 40.0), (0.885, 1.383, 0.678, 20.0, 40.0), (0.123, 2.937, -2.812, 20.0, 40.0), (2.969, 0.760, 2.964, 20.0, 40.0), (-4.929, 1.251, -1.967, 20.0, 40.0), (1.916, 2.223, -0.488, 20.0, 40.0), (-0.020, -1.740, 6.469, 20.0, 40.0), (0.702, -1.272, 5.895, 20.0, 40.0), (2.496, 2.648, -1.048, 20.0, 40.0), (4.067, -1.475, 7.984, 20.0, 40.0), (-3.717, 1.851, -2.561, 20.0, 40.0), (1.678, -0.624, 5.088, 20.0, 40.0), (1.073, 0.695, 2.146, 20.0, 40.0), (1.842, -0.749, 5.419, 20.0, 40.0), (-3.518, 1.909, -2.578, 20.0, 40.0), (2.229, 1.189, 1.737, 20.0, 40.0), (4.987, 2.893, -0.292, 20.0, 40.0), (-4.809, 1.043, -1.490, 20.0, 40.0), (-0.241, -0.728, 4.334, 20.0, 40.0), (-3.331, 0.590, 0.156, 20.0, 40.0), (-0.455, 2.621, -2.470, 20.0, 40.0), (1.492, 1.223, 1.301, 20.0, 40.0), (3.948, 2.841, -0.709, 20.0, 40.0), (0.732, 0.446, 2.475, 20.0, 40.0), (2.400, 2.390, -0.579, 20.0, 40.0), (-2.718, 1.427, -1.213, 20.0, 40.0), (-1.826, 1.451, -0.815, 20.0, 40.0), (1.125, 0.438, 2.686, 20.0, 40.0), (-4.918, 1.880, -3.219, 20.0, 40.0), (3.068, -0.442, 5.418, 20.0, 40.0), (1.982, 1.201, 1.589, 20.0, 40.0), (0.701, -1.709, 6.768, 20.0, 40.0), (-1.496, 2.564, -2.877, 20.0, 40.0), (-3.812, 0.974, -0.853, 20.0, 40.0), (-3.405, 2.018, -2.739, 20.0, 40.0), (2.211, 2.889, -1.674, 20.0, 40.0), (-2.481, 2.931, -4.103, 20.0, 40.0), (-3.721, 2.765, -4.391, 20.0, 40.0), (-1.768, -1.292, 4.699, 20.0, 40.0), (-4.462, 1.058, -1.347, 20.0, 40.0), (-3.516, -1.942, 5.126, 20.0, 40.0), (0.485, 2.420, -1.597, 20.0, 40.0), (-0.492, 0.242, 2.270, 20.0, 40.0), (4.245, 1.689, 1.744, 20.0, 40.0), (2.234, 0.364, 3.389, 20.0, 40.0), (2.629, 2.224, -0.134, 20.0, 40.0), (-4.375, 1.221, -1.630, 20.0, 40.0), (-0.618, 1.374, -0.057, 20.0, 40.0), (-2.580, -1.604, 4.918, 20.0, 40.0), (0.159, 1.104, 0.871, 20.0, 40.0), (-3.597, 0.975, -0.749, 20.0, 40.0); --- -- insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 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1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1),(-3.273, -1.452, 4.267, 20.0, 1) -insert into test.defaults values (1,2,1,1,2), (1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2),(1,2,1,1,2) --- insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 40.0), (0.121, -0.615, 4.290, 20.0, 40.0), (-1.099, 2.755, -3.060, 20.0, 40.0), (1.090, 2.945, -2.346, 20.0, 40.0), (0.305, 2.179, -1.205, 20.0, 40.0), (-0.925, 0.702, 1.134, 20.0, 40.0), (3.178, -1.316, 7.221, 20.0, 40.0), (-2.756, -0.473, 2.569, 20.0, 40.0), (3.665, 2.303, 0.226, 20.0, 40.0), (1.662, 1.951, -0.070, 20.0, 40.0), (2.869, 0.593, 3.249, 20.0, 40.0), (0.818, -0.593, 4.594, 20.0, 40.0), (-1.917, 0.916, 0.209, 20.0, 40.0), (2.706, 1.523, 1.307, 20.0, 40.0), (0.219, 2.162, -1.214, 20.0, 40.0), (-4.510, 1.376, -2.007, 20.0, 40.0), (4.284, -0.515, 6.173, 20.0, 40.0), (-1.101, 2.810, -3.170, 20.0, 40.0), (-1.810, -1.117, 4.329, 20.0, 40.0), (0.055, 1.115, 0.797, 20.0, 40.0), (-2.178, 2.904, -3.898, 20.0, 40.0), (-3.494, -1.814, 4.882, 20.0, 40.0), (3.027, 0.476, 3.562, 20.0, 40.0), (-1.434, 1.151, -0.018, 20.0, 40.0), (1.180, 0.992, 1.606, 20.0, 40.0), (0.015, 0.971, 1.067, 20.0, 40.0), (-0.511, -0.875, 4.495, 20.0, 40.0), (0.961, 2.348, -1.216, 20.0, 40.0), (-2.279, 0.038, 1.785, 20.0, 40.0), (-1.568, -0.248, 2.712, 20.0, 40.0), (-0.496, 0.366, 2.020, 20.0, 40.0), (1.177, -1.401, 6.390, 20.0, 40.0), (2.882, -1.442, 7.325, 20.0, 40.0), (-1.066, 1.817, -1.167, 20.0, 40.0), (-2.144, 2.791, -3.655, 20.0, 40.0), (-4.370, 2.228, -3.642, 20.0, 40.0), (3.996, 2.775, -0.553, 20.0, 40.0), (0.289, 2.055, -0.965, 20.0, 40.0), (-0.588, -1.601, 5.908, 20.0, 40.0), (-1.801, 0.417, 1.265, 20.0, 40.0), (4.375, -1.499, 8.186, 20.0, 40.0), (-2.618, 0.038, 1.615, 20.0, 40.0), (3.616, -0.833, 6.475, 20.0, 40.0), (-4.045, -1.558, 4.094, 20.0, 40.0), (-3.962, 0.636, -0.253, 20.0, 40.0), (3.505, 2.625, -0.497, 20.0, 40.0), (3.029, -0.523, 5.560, 20.0, 40.0), (-3.520, -0.474, 2.188, 20.0, 40.0), (2.430, -1.469, 7.154, 20.0, 40.0), (1.547, -1.654, 7.082, 20.0, 40.0), (-1.370, 0.575, 1.165, 20.0, 40.0), (-1.869, -1.555, 5.176, 20.0, 40.0), (3.536, 2.841, -0.913, 20.0, 40.0), (-3.810, 1.220, -1.344, 20.0, 40.0), (-1.971, 1.462, -0.910, 20.0, 40.0), (-0.243, 0.167, 2.545, 20.0, 40.0), (-1.403, 2.645, -2.991, 20.0, 40.0), (0.532, -0.114, 3.494, 20.0, 40.0), (-1.678, 0.975, 0.212, 20.0, 40.0), (-0.656, 2.140, -1.609, 20.0, 40.0), (1.743, 2.631, -1.390, 20.0, 40.0), (2.586, 2.943, -1.593, 20.0, 40.0), (-0.512, 2.969, -3.195, 20.0, 40.0), (2.283, -0.100, 4.342, 20.0, 40.0), (-4.293, 0.872, -0.890, 20.0, 40.0), (3.411, 1.300, 2.106, 20.0, 40.0), (-0.281, 2.951, -3.042, 20.0, 40.0), (-4.442, 0.384, 0.012, 20.0, 40.0), (1.194, 1.746, 0.104, 20.0, 40.0), (-1.152, 1.862, -1.300, 20.0, 40.0), (1.362, -1.341, 6.363, 20.0, 40.0), (-4.488, 2.618, -4.481, 20.0, 40.0), (3.419, -0.564, 5.837, 20.0, 40.0), (-3.392, 0.396, 0.512, 20.0, 40.0), (-1.629, -0.909, 4.003, 20.0, 40.0), (4.447, -1.088, 7.399, 20.0, 40.0), (-1.232, 1.699, -1.014, 20.0, 40.0), (-1.286, -0.609, 3.575, 20.0, 40.0), (2.437, 2.796, -1.374, 20.0, 40.0), (-4.864, 1.989, -3.410, 20.0, 40.0), (-1.716, -1.399, 4.940, 20.0, 40.0), (-3.084, 1.858, -2.259, 20.0, 40.0), (2.828, -0.319, 5.053, 20.0, 40.0), (-1.226, 2.586, -2.786, 20.0, 40.0), (2.456, 0.092, 4.044, 20.0, 40.0), (-0.989, 2.375, -2.245, 20.0, 40.0), (3.268, 0.935, 2.765, 20.0, 40.0), (-4.128, -1.995, 4.927, 20.0, 40.0), (-1.083, 2.197, -1.935, 20.0, 40.0), (-3.471, -1.198, 3.660, 20.0, 40.0), (4.617, -1.136, 7.579, 20.0, 40.0), (2.054, -1.675, 7.378, 20.0, 40.0), (4.106, 2.326, 0.402, 20.0, 40.0), (1.558, 0.310, 3.158, 20.0, 40.0), (0.792, 0.900, 1.596, 20.0, 40.0), (-3.229, 0.300, 0.785, 20.0, 40.0), (3.787, -0.793, 6.479, 20.0, 40.0), (1.786, 2.288, -0.684, 20.0, 40.0), (2.643, 0.223, 3.875, 20.0, 40.0), (-3.592, 2.122, -3.040, 20.0, 40.0), (4.519, -1.760, 8.779, 20.0, 40.0), (3.221, 2.255, 0.101, 20.0, 40.0), (4.151, 1.788, 1.500, 20.0, 40.0), (-1.033, -1.195, 4.874, 20.0, 40.0), (-1.636, -1.037, 4.257, 20.0, 40.0), (-3.548, 1.911, -2.596, 20.0, 40.0), (4.829, -0.293, 6.001, 20.0, 40.0), (-4.684, -1.664, 3.986, 20.0, 40.0), (4.531, -0.503, 6.271, 20.0, 40.0), (-3.503, -1.606, 4.460, 20.0, 40.0), (-2.036, -1.522, 5.027, 20.0, 40.0), (-0.473, -0.617, 3.997, 20.0, 40.0), (-1.554, -1.630, 5.483, 20.0, 40.0), (-3.567, -1.043, 3.302, 20.0, 40.0), (-2.038, 0.579, 0.823, 20.0, 40.0), (-3.040, 0.857, -0.233, 20.0, 40.0), (4.610, 0.562, 4.181, 20.0, 40.0), (-3.323, -1.938, 5.215, 20.0, 40.0), (4.314, 1.720, 1.717, 20.0, 40.0), (-1.220, 0.615, 1.161, 20.0, 40.0), (-2.556, 1.120, -0.519, 20.0, 40.0), (-3.717, -0.108, 1.358, 20.0, 40.0), (4.689, -1.826, 8.996, 20.0, 40.0), (3.452, 0.506, 3.713, 20.0, 40.0), (2.472, 0.612, 3.012, 20.0, 40.0), (3.452, 0.450, 3.826, 20.0, 40.0), (1.207, 2.585, -1.567, 20.0, 40.0), (-4.826, 1.090, -1.593, 20.0, 40.0), (3.116, -1.118, 6.794, 20.0, 40.0), (0.448, 2.732, -2.240, 20.0, 40.0), (-1.096, -0.525, 3.503, 20.0, 40.0), (-4.680, -0.238, 1.137, 20.0, 40.0), (2.552, -1.403, 7.082, 20.0, 40.0), (0.719, 2.997, -2.635, 20.0, 40.0), (0.347, -1.966, 7.105, 20.0, 40.0), (2.958, -0.404, 5.288, 20.0, 40.0), (0.722, -1.950, 7.261, 20.0, 40.0), (-2.851, -0.986, 3.546, 20.0, 40.0), (-4.316, -0.439, 1.721, 20.0, 40.0), (-1.685, -0.201, 2.560, 20.0, 40.0), (1.856, 0.190, 3.549, 20.0, 40.0), (-2.052, 0.206, 1.562, 20.0, 40.0), (-2.504, -0.646, 3.041, 20.0, 40.0), (3.235, 0.882, 2.854, 20.0, 40.0), (-1.366, -1.573, 5.463, 20.0, 40.0), (-3.447, 2.419, -3.562, 20.0, 40.0), (4.155, 2.092, 0.893, 20.0, 40.0), (-0.935, 0.209, 2.116, 20.0, 40.0), (3.117, -1.821, 8.201, 20.0, 40.0), (3.759, 0.577, 3.725, 20.0, 40.0), (-0.938, 2.992, -3.453, 20.0, 40.0), (-0.525, 2.341, -1.945, 20.0, 40.0), (4.540, 2.625, 0.019, 20.0, 40.0), (-2.097, 1.190, -0.429, 20.0, 40.0), (-2.672, 1.983, -2.302, 20.0, 40.0), (-3.038, -1.490, 4.460, 20.0, 40.0), (-0.943, 2.149, -1.770, 20.0, 40.0), (0.739, 1.598, 0.174, 20.0, 40.0), (1.828, 1.853, 0.208, 20.0, 40.0), (4.856, 0.137, 5.153, 20.0, 40.0), (-1.617, 0.468, 1.255, 20.0, 40.0), (-1.972, 2.053, -2.092, 20.0, 40.0), (-4.633, 1.389, -2.094, 20.0, 40.0), (-3.628, -1.156, 3.498, 20.0, 40.0), (3.597, 1.034, 2.731, 20.0, 40.0), (-1.488, -0.002, 2.261, 20.0, 40.0), (0.749, 1.921, -0.468, 20.0, 40.0), (1.304, -1.371, 6.394, 20.0, 40.0), (4.587, 2.936, -0.579, 20.0, 40.0), (-2.241, 1.791, -1.703, 20.0, 40.0), (-2.945, 1.372, -1.216, 20.0, 40.0), (1.375, 0.395, 2.898, 20.0, 40.0), (-1.281, -0.641, 3.642, 20.0, 40.0), (2.178, 0.895, 2.299, 20.0, 40.0), (3.031, -0.786, 6.087, 20.0, 40.0), (-1.385, -0.375, 3.058, 20.0, 40.0), (4.041, -0.431, 5.882, 20.0, 40.0), (0.480, -0.507, 4.254, 20.0, 40.0), (-3.797, 0.140, 0.822, 20.0, 40.0), (2.355, 2.502, -0.827, 20.0, 40.0), (1.376, -1.583, 6.854, 20.0, 40.0), (0.164, 1.405, 0.273, 20.0, 40.0), (-1.273, 1.471, -0.579, 20.0, 40.0), (0.770, 2.246, -1.107, 20.0, 40.0), (4.552, 2.904, -0.533, 20.0, 40.0), (4.259, -1.772, 8.674, 20.0, 40.0), (-0.309, 1.159, 0.528, 20.0, 40.0), (3.581, 2.700, -0.610, 20.0, 40.0), (-3.202, 0.346, 0.707, 20.0, 40.0), (-1.575, 1.242, -0.271, 20.0, 40.0), (-1.584, -0.493, 3.194, 20.0, 40.0), (-3.778, 0.150, 0.810, 20.0, 40.0), (-4.675, 1.749, -2.835, 20.0, 40.0), (3.567, -0.792, 6.367, 20.0, 40.0), (-0.417, 1.399, -0.006, 20.0, 40.0), (-4.672, 2.007, -3.349, 20.0, 40.0), (-1.034, 0.196, 2.090, 20.0, 40.0), (-3.796, 2.496, -3.890, 20.0, 40.0), (3.532, -0.497, 5.759, 20.0, 40.0), (4.868, -1.359, 8.151, 20.0, 40.0), (-0.769, 0.302, 2.011, 20.0, 40.0), (4.475, 2.612, 0.014, 20.0, 40.0), (-3.532, -0.395, 2.024, 20.0, 40.0), (0.322, 0.675, 1.812, 20.0, 40.0), (-2.028, -1.942, 5.870, 20.0, 40.0), (1.810, -1.244, 6.392, 20.0, 40.0), (-0.783, 1.242, 0.124, 20.0, 40.0), (-4.745, -1.300, 3.227, 20.0, 40.0), (1.902, 1.973, 0.005, 20.0, 40.0), (-3.453, -1.429, 4.132, 20.0, 40.0), (1.559, 0.986, 1.808, 20.0, 40.0), (0.128, 2.754, -2.443, 20.0, 40.0), (2.759, 1.727, 0.926, 20.0, 40.0), (-4.468, 1.690, -2.614, 20.0, 40.0), (-2.368, -1.922, 5.659, 20.0, 40.0), (-2.766, 2.128, -2.640, 20.0, 40.0), (0.967, -1.825, 7.133, 20.0, 40.0), (-2.854, 2.855, -4.136, 20.0, 40.0), (-2.944, 1.875, -2.222, 20.0, 40.0), (-2.632, -0.983, 3.649, 20.0, 40.0), (2.427, 2.239, -0.266, 20.0, 40.0), (-1.726, -0.838, 3.812, 20.0, 40.0), (0.007, -0.903, 4.809, 20.0, 40.0), (-2.013, 1.092, -0.191, 20.0, 40.0), (-0.449, 0.970, 0.836, 20.0, 40.0), (1.396, 0.411, 2.876, 20.0, 40.0), (-1.115, -1.790, 6.023, 20.0, 40.0), (3.748, 1.917, 1.039, 20.0, 40.0), (2.978, 1.043, 2.404, 20.0, 40.0), (-3.969, 2.514, -4.013, 20.0, 40.0), (4.455, -0.050, 5.328, 20.0, 40.0), (-3.065, -0.846, 3.160, 20.0, 40.0), (-1.069, 2.167, -1.869, 20.0, 40.0), (3.016, -1.393, 7.294, 20.0, 40.0), (0.045, -1.928, 6.879, 20.0, 40.0), (-2.555, -0.984, 3.690, 20.0, 40.0), (-1.995, -0.054, 2.111, 20.0, 40.0), (4.600, -0.509, 6.318, 20.0, 40.0), (-1.942, 1.215, -0.402, 20.0, 40.0), (1.262, 2.765, -1.899, 20.0, 40.0), (2.617, -1.106, 6.521, 20.0, 40.0), (1.737, 0.554, 2.761, 20.0, 40.0), (-2.197, 0.632, 0.638, 20.0, 40.0), (4.768, 2.618, 0.147, 20.0, 40.0), (-3.737, -0.939, 3.010, 20.0, 40.0), (-2.623, 0.595, 0.499, 20.0, 40.0), (4.752, -0.340, 6.057, 20.0, 40.0), (2.333, -1.037, 6.240, 20.0, 40.0), (4.234, -1.882, 8.881, 20.0, 40.0), (-3.393, -0.812, 2.927, 20.0, 40.0), (0.885, 1.383, 0.678, 20.0, 40.0), (0.123, 2.937, -2.812, 20.0, 40.0), (2.969, 0.760, 2.964, 20.0, 40.0), (-4.929, 1.251, -1.967, 20.0, 40.0), (1.916, 2.223, -0.488, 20.0, 40.0), (-0.020, -1.740, 6.469, 20.0, 40.0), (0.702, -1.272, 5.895, 20.0, 40.0), (2.496, 2.648, -1.048, 20.0, 40.0), (4.067, -1.475, 7.984, 20.0, 40.0), (-3.717, 1.851, -2.561, 20.0, 40.0), (1.678, -0.624, 5.088, 20.0, 40.0), (1.073, 0.695, 2.146, 20.0, 40.0), (1.842, -0.749, 5.419, 20.0, 40.0), (-3.518, 1.909, -2.578, 20.0, 40.0), (2.229, 1.189, 1.737, 20.0, 40.0), (4.987, 2.893, -0.292, 20.0, 40.0), (-4.809, 1.043, -1.490, 20.0, 40.0), (-0.241, -0.728, 4.334, 20.0, 40.0), (-3.331, 0.590, 0.156, 20.0, 40.0), (-0.455, 2.621, -2.470, 20.0, 40.0), (1.492, 1.223, 1.301, 20.0, 40.0), (3.948, 2.841, -0.709, 20.0, 40.0), (0.732, 0.446, 2.475, 20.0, 40.0), (2.400, 2.390, -0.579, 20.0, 40.0), (-2.718, 1.427, -1.213, 20.0, 40.0), (-1.826, 1.451, -0.815, 20.0, 40.0), (1.125, 0.438, 2.686, 20.0, 40.0), (-4.918, 1.880, -3.219, 20.0, 40.0), (3.068, -0.442, 5.418, 20.0, 40.0), (1.982, 1.201, 1.589, 20.0, 40.0), (0.701, -1.709, 6.768, 20.0, 40.0), (-1.496, 2.564, -2.877, 20.0, 40.0), (-3.812, 0.974, -0.853, 20.0, 40.0), (-3.405, 2.018, -2.739, 20.0, 40.0), (2.211, 2.889, -1.674, 20.0, 40.0), (-2.481, 2.931, -4.103, 20.0, 40.0), (-3.721, 2.765, -4.391, 20.0, 40.0), (-1.768, -1.292, 4.699, 20.0, 40.0), (-4.462, 1.058, -1.347, 20.0, 40.0), (-3.516, -1.942, 5.126, 20.0, 40.0), (0.485, 2.420, -1.597, 20.0, 40.0), (-0.492, 0.242, 2.270, 20.0, 40.0), (4.245, 1.689, 1.744, 20.0, 40.0), (2.234, 0.364, 3.389, 20.0, 40.0), (2.629, 2.224, -0.134, 20.0, 40.0), (-4.375, 1.221, -1.630, 20.0, 40.0), (-0.618, 1.374, -0.057, 20.0, 40.0), (-2.580, -1.604, 4.918, 20.0, 40.0), (0.159, 1.104, 0.871, 20.0, 40.0), (-3.597, 0.975, -0.749, 20.0, 40.0); --- -DROP TABLE IF EXISTS test.model; -create table test.model engine = Memory as select LogisticRegressionState(0.1, 5, 1.0)(target, param1, param2) as state from test.defaults; --- -- select toTypeName(state) from test.model; --- -- --- -- DROP TABLE IF EXISTS test.tests; --- -- CREATE TABLE IF NOT EXISTS test.tests --- -- ( --- -- predict1 Float64, --- -- predict2 Float64, --- -- state1 AggregateFunction(LinReg(0.01), Float64, Float64, Float64) --- -- ) ENGINE = Memory; --- -- insert into test.tests select 20.0, 40.0, LinRegState(0.01)(target, param1, param2) from test.defaults; --- -- select evalLinReg(state1, predict1, predict2) from test.tests; --- --- --- --- -- DROP TABLE IF EXISTS test.prediction; --- -- CREATE TABLE IF NOT EXISTS test.prediction --- -- ( --- -- predict1 Float64, --- -- predict2 Float64 --- -- ) ENGINE = Memory; --- --- --- -- insert into test.prediction values (20.0, 40.0); --- --- -- select multiply(param1, param2) from test.defaults; --- --- -- select evalLinReg(LinRegState(0.01)(target, param1, param2), 20.0, 40.0) from test.defaults; -select evalMLMethod(state, predict1, predict2) from test.model cross join test.defaults; From 4cc0ee677a15c7019025ccaefe7a18a3ff4bfe6b Mon Sep 17 00:00:00 2001 From: Guillaume Tassery Date: Wed, 17 Apr 2019 13:21:26 +0700 Subject: [PATCH 048/709] Use gperf perfect hash for checking with a better accurency the tld for firstSignificantSubdomain and cutToFirstSignificantSubdomain --- .gitignore | 3 + CMakeLists.txt | 10 + dbms/src/Functions/CMakeLists.txt | 6 + .../src/Functions/firstSignificantSubdomain.h | 37 +- dbms/src/Functions/gperf/f.cpp | 41028 ++++++++++++++++ dbms/src/Functions/gperf/tldLookup.gperf | 8633 ++++ dbms/src/Functions/tldLookup.h | 16 + docs/en/development/build.md | 5 + docs/en/development/build_osx.md | 2 +- 9 files changed, 49712 insertions(+), 28 deletions(-) create mode 100644 dbms/src/Functions/gperf/f.cpp create mode 100644 dbms/src/Functions/gperf/tldLookup.gperf create mode 100644 dbms/src/Functions/tldLookup.h diff --git a/.gitignore b/.gitignore index 65b239a68ff..8cc0c3c8763 100644 --- a/.gitignore +++ b/.gitignore @@ -223,6 +223,9 @@ config-preprocessed.xml *.pb.cpp *.pb.h +# Gperf generated file +dbms/src/Functions/tldLookup.cpp + # Ignore symlink to private repository /private diff --git a/CMakeLists.txt b/CMakeLists.txt index 8c4802295a7..01506b6d9fc 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -250,6 +250,15 @@ if (USE_INCLUDE_WHAT_YOU_USE) endif() endif () +#Check if gperf was installed +option (USE_GPERF "Use gperf function hash generator tool" ON) +if (USE_GPERF) + find_program(GPERF gperf) + if (NOT GPERF) + message(FATAL_ERROR "Could not find the program gperf") + endif() +endif() + # Flags for test coverage if (TEST_COVERAGE) set (CMAKE_CXX_FLAGS_DEBUG "${CMAKE_CXX_FLAGS_DEBUG} -fprofile-arcs -ftest-coverage -DIS_DEBUG") @@ -323,6 +332,7 @@ find_contrib_lib(metrohash) find_contrib_lib(btrie) find_contrib_lib(double-conversion) include (cmake/find_parquet.cmake) + if (ENABLE_TESTS) include (cmake/find_gtest.cmake) endif () diff --git a/dbms/src/Functions/CMakeLists.txt b/dbms/src/Functions/CMakeLists.txt index 47d86190562..4247c26baa2 100644 --- a/dbms/src/Functions/CMakeLists.txt +++ b/dbms/src/Functions/CMakeLists.txt @@ -3,6 +3,12 @@ include(${ClickHouse_SOURCE_DIR}/cmake/dbms_glob_sources.cmake) add_headers_and_sources(clickhouse_functions ./GatherUtils) add_headers_and_sources(clickhouse_functions .) +add_custom_command( + OUTPUT ${CMAKE_CURRENT_SOURCE_DIR}/tldLookup.cpp + COMMAND ${GPERF} ${CMAKE_CURRENT_SOURCE_DIR}/gperf/tldLookup.gperf --output-file=${CMAKE_CURRENT_SOURCE_DIR}/tldLookup.cpp +) + +list(APPEND clickhouse_functions_sources tldLookup.cpp) list(REMOVE_ITEM clickhouse_functions_sources IFunction.cpp FunctionFactory.cpp FunctionHelpers.cpp) list(REMOVE_ITEM clickhouse_functions_headers IFunction.h FunctionFactory.h FunctionHelpers.h) diff --git a/dbms/src/Functions/firstSignificantSubdomain.h b/dbms/src/Functions/firstSignificantSubdomain.h index f464c3fdead..864b4d8bd8f 100644 --- a/dbms/src/Functions/firstSignificantSubdomain.h +++ b/dbms/src/Functions/firstSignificantSubdomain.h @@ -2,7 +2,7 @@ #include #include - +#include namespace DB { @@ -58,33 +58,16 @@ struct ExtractFirstSignificantSubdomain if (!last_3_periods[2]) last_3_periods[2] = begin - 1; - size_t size_of_second_subdomain_plus_period = last_3_periods[0] - last_3_periods[1]; - if (size_of_second_subdomain_plus_period == 4 || size_of_second_subdomain_plus_period == 3) - { - /// We will key by four bytes that are either ".xyz" or ".xy.". - UInt32 key = unalignedLoad(last_3_periods[1]); + if (tldLookup::is_valid(last_3_periods[1] + 1, end - last_3_periods[1] - 1) != nullptr) + { + res_data += last_3_periods[2] + 1 - begin; + res_size = last_3_periods[1] - last_3_periods[2] - 1; + } else { + res_data += last_3_periods[1] + 1 - begin; + res_size = last_3_periods[0] - last_3_periods[1] - 1; + } - /// NOTE: assuming little endian. - /// NOTE: does the compiler generate SIMD code? - /// NOTE: for larger amount of cases we can use a perfect hash table (see 'gperf' as an example). - if ( key == '.' + 'c' * 0x100U + 'o' * 0x10000U + 'm' * 0x1000000U - || key == '.' + 'n' * 0x100U + 'e' * 0x10000U + 't' * 0x1000000U - || key == '.' + 'o' * 0x100U + 'r' * 0x10000U + 'g' * 0x1000000U - || key == '.' + 'b' * 0x100U + 'i' * 0x10000U + 'z' * 0x1000000U - || key == '.' + 'g' * 0x100U + 'o' * 0x10000U + 'v' * 0x1000000U - || key == '.' + 'm' * 0x100U + 'i' * 0x10000U + 'l' * 0x1000000U - || key == '.' + 'e' * 0x100U + 'd' * 0x10000U + 'u' * 0x1000000U - || key == '.' + 'c' * 0x100U + 'o' * 0x10000U + '.' * 0x1000000U) - { - res_data += last_3_periods[2] + 1 - begin; - res_size = last_3_periods[1] - last_3_periods[2] - 1; - return; - } - } - - res_data += last_3_periods[1] + 1 - begin; - res_size = last_3_periods[0] - last_3_periods[1] - 1; - } + } }; } diff --git a/dbms/src/Functions/gperf/f.cpp b/dbms/src/Functions/gperf/f.cpp new file mode 100644 index 00000000000..f31ff34f8bf --- /dev/null +++ b/dbms/src/Functions/gperf/f.cpp @@ -0,0 +1,41028 @@ +/* C++ code produced by gperf version 3.1 */ +/* Command-line: gperf --output-file=./f.cpp tldLookup.gperf */ +/* Computed positions: -k'1-15,17,20,22,25,27' */ + +#if !((' ' == 32) && ('!' == 33) && ('"' == 34) && ('#' == 35) \ + && ('%' == 37) && ('&' == 38) && ('\'' == 39) && ('(' == 40) \ + && (')' == 41) && ('*' == 42) && ('+' == 43) && (',' == 44) \ + && ('-' == 45) && ('.' == 46) && ('/' == 47) && ('0' == 48) \ + && ('1' == 49) && ('2' == 50) && ('3' == 51) && ('4' == 52) \ + && ('5' == 53) && ('6' == 54) && ('7' == 55) && ('8' == 56) \ + && ('9' == 57) && (':' == 58) && (';' == 59) && ('<' == 60) \ + && ('=' == 61) && ('>' == 62) && ('?' == 63) && ('A' == 65) \ + && ('B' == 66) && ('C' == 67) && ('D' == 68) && ('E' == 69) \ + && ('F' == 70) && ('G' == 71) && ('H' == 72) && ('I' == 73) \ + && ('J' == 74) && ('K' == 75) && ('L' == 76) && ('M' == 77) \ + && ('N' == 78) && ('O' == 79) && ('P' == 80) && ('Q' == 81) \ + && ('R' == 82) && ('S' == 83) && ('T' == 84) && ('U' == 85) \ + && ('V' == 86) && ('W' == 87) && ('X' == 88) && ('Y' == 89) \ + && ('Z' == 90) && ('[' == 91) && ('\\' == 92) && (']' == 93) \ + && ('^' == 94) && ('_' == 95) && ('a' == 97) && ('b' == 98) \ + && ('c' == 99) && ('d' == 100) && ('e' == 101) && ('f' == 102) \ + && ('g' == 103) && ('h' == 104) && ('i' == 105) && ('j' == 106) \ + && ('k' == 107) && ('l' == 108) && ('m' == 109) && ('n' == 110) \ + && ('o' == 111) && ('p' == 112) && ('q' == 113) && ('r' == 114) \ + && ('s' == 115) && ('t' == 116) && ('u' == 117) && ('v' == 118) \ + && ('w' == 119) && ('x' == 120) && ('y' == 121) && ('z' == 122) \ + && ('{' == 123) && ('|' == 124) && ('}' == 125) && ('~' == 126)) +/* The character set is not based on ISO-646. */ +#error "gperf generated tables don't work with this execution character set. Please report a bug to ." +#endif + +#line 6 "tldLookup.gperf" + +namespace DB +{ +#include + +#define TOTAL_KEYWORDS 8626 +#define MIN_WORD_LENGTH 2 +#define MAX_WORD_LENGTH 41 +#define MIN_HASH_VALUE 6 +#define MAX_HASH_VALUE 263036 +/* maximum key range = 263031, duplicates = 0 */ + +class ltdLookup +{ +private: + static inline unsigned int hash (const char *str, size_t len); +public: + static const char *is_valid (const char *str, size_t len); +}; + +inline unsigned int +ltdLookup::hash (const char *str, size_t len) +{ + static const unsigned int asso_values[] = + { + 263037, 263037, 263037, 263037, 263037, 263037, 263037, 263037, 263037, 263037, + 263037, 263037, 263037, 263037, 263037, 263037, 263037, 263037, 263037, 263037, + 263037, 263037, 263037, 263037, 263037, 263037, 263037, 263037, 263037, 263037, + 263037, 263037, 263037, 0, 263037, 0, 263037, 263037, 263037, 263037, + 263037, 263037, 263037, 263037, 263037, 1075, 120, 620, 31291, 505, + 7650, 185, 0, 0, 0, 5, 0, 0, 0, 45, + 0, 263037, 0, 15, 745, 0, 5, 0, 0, 4950, + 80, 0, 0, 0, 0, 263037, 0, 263037, 0, 0, + 263037, 263037, 75, 5, 15, 40, 35, 90, 60, 85, + 80, 45, 263037, 263037, 263037, 263037, 263037, 40, 5435, 235, + 1240, 90, 37658, 2335, 6995, 645, 3770, 5140, 765, 1685, + 2910, 10, 4145, 2030, 185, 15, 5, 485, 865, 0, + 29726, 340, 16025, 26869, 6770, 3715, 62293, 64003, 160, 345, + 955, 30, 620, 55, 265, 65, 970, 22284, 2040, 31804, + 51623, 4700, 85666, 10295, 10, 15310, 75051, 20, 30074, 300, + 52823, 13320, 5222, 9765, 0, 15115, 670, 0, 40, 5, + 25, 5, 5, 10, 0, 25, 5, 0, 20, 0, + 30, 70, 25, 35, 0, 5, 0, 5, 20, 5, + 0, 5, 10, 65, 0, 0, 0, 0, 0, 0, + 5, 10, 0, 50, 0, 0, 5, 0, 0, 5, + 25, 0, 45, 5, 10, 0, 90, 0, 0, 0, + 5, 0, 20, 45, 0, 5, 10, 0, 0, 5, + 0, 0, 263037, 263037, 0, 20, 263037, 30, 5, 0, + 5, 5, 40, 0, 0, 5, 0, 15, 35, 5, + 0, 0, 45, 5, 20, 0, 5, 5, 5, 10, + 0, 0, 0, 263037, 263037, 263037, 263037, 263037, 0, 0, + 263037, 0, 10, 10, 10, 0, 40, 0, 263037, 0, + 0, 0, 263037, 263037, 263037, 263037, 263037, 263037, 263037, 263037, + 263037, 263037, 263037, 263037, 263037, 263037, 263037, 263037, 263037, 263037 + }; + unsigned int hval = len; + + switch (hval) + { + default: + hval += asso_values[static_cast(str[26])]; + /*FALLTHROUGH*/ + case 26: + case 25: + hval += asso_values[static_cast(str[24])]; + /*FALLTHROUGH*/ + case 24: + case 23: + case 22: + hval += asso_values[static_cast(str[21])]; + /*FALLTHROUGH*/ + case 21: + case 20: + hval += asso_values[static_cast(str[19])]; + /*FALLTHROUGH*/ + case 19: + case 18: + case 17: + hval += asso_values[static_cast(str[16])]; + /*FALLTHROUGH*/ + case 16: + case 15: + hval += asso_values[static_cast(str[14])]; + /*FALLTHROUGH*/ + case 14: + hval += asso_values[static_cast(str[13])]; + /*FALLTHROUGH*/ + case 13: + hval += asso_values[static_cast(str[12]+1)]; + /*FALLTHROUGH*/ + case 12: + hval += asso_values[static_cast(str[11])]; + /*FALLTHROUGH*/ + case 11: + hval += asso_values[static_cast(str[10])]; + /*FALLTHROUGH*/ + case 10: + hval += asso_values[static_cast(str[9]+1)]; + /*FALLTHROUGH*/ + case 9: + hval += asso_values[static_cast(str[8])]; + /*FALLTHROUGH*/ + case 8: + hval += asso_values[static_cast(str[7]+2)]; + /*FALLTHROUGH*/ + case 7: + hval += asso_values[static_cast(str[6]+4)]; + /*FALLTHROUGH*/ + case 6: + hval += asso_values[static_cast(str[5]+24)]; + /*FALLTHROUGH*/ + case 5: + hval += asso_values[static_cast(str[4])]; + /*FALLTHROUGH*/ + case 4: + hval += asso_values[static_cast(str[3]+14)]; + /*FALLTHROUGH*/ + case 3: + hval += asso_values[static_cast(str[2]+19)]; + /*FALLTHROUGH*/ + case 2: + hval += asso_values[static_cast(str[1])]; + /*FALLTHROUGH*/ + case 1: + hval += asso_values[static_cast(str[0]+34)]; + break; + } + return hval; +} + +const char * +ltdLookup::is_valid (const char *str, size_t len) +{ + static const char * const wordlist[] = + { + "", "", "", "", "", "", + "\347\275\221\347\273\234", + "", "", "", "", "", "", "", "", "", + "\347\275\221\345\272\227", + "", "", "", "", "", + "no", + "", "", "", + "\344\275\233\345\261\261", + "", "", + "\316\265\316\273", + "no.it", + "\330\271\330\261\330\250", + "aw", + "", "", "", + "\327\247\327\225\327\235", + "at", + "", "", "", "", + "ao", + "", "", + "at.it", + "", + "as", + "", "", + "ao.it", + "", + "na", + "", "", "", "", + "cw", + "", + "asda", + "na.it", + "\351\246\231\346\270\257", + "qa", + "", "", "", + "\345\271\277\344\270\234", + "co", + "", "", + "ct.it", + "\344\270\255\344\277\241", + "et", + "\330\250\330\247\330\261\330\252", + "", + "co.it", + "\331\205\330\265\330\261", + "\340\244\255\340\244\276\340\244\260\340\244\244", + "aaa", + "", + "cs.it", + "\347\275\221\347\253\231", + "\345\244\247\344\274\227\346\261\275\350\275\246", + "ntt", + "", + "co.at", + "\320\261\320\265\320\273", + "\340\246\255\340\246\276\340\247\260\340\246\244", + "", + "\340\244\250\340\245\207\340\244\237", + "co.ao", + "\345\267\245\350\241\214", + "", "", "", + "as.us", + "", + "ca", + "", "", + "codes", + "\325\260\325\241\325\265", + "ne", + "\320\264\320\265\321\202\320\270", + "\340\244\225\340\245\211\340\244\256", + "ca.it", + "\345\250\261\344\271\220", + "\340\246\255\340\246\276\340\246\260\340\246\244", + "", + "\350\257\272\345\237\272\344\272\232", + "ct.us", + "\320\272\320\276\320\274", + "", "", + "\320\272\320\260\321\202\320\276\320\273\320\270\320\272", + "co.us", + "\320\274\320\272\320\264", + "", "", "", + "\330\247\333\214\330\261\330\247\331\206", + "\341\203\222\341\203\224", + "ae", + "", + "\330\247\330\252\330\265\330\247\331\204\330\247\330\252", + "\330\250\330\247\330\262\330\247\330\261", + "", + "\330\247\331\205\330\247\330\261\330\247\330\252", + "\340\244\255\340\244\276\340\244\260\340\244\244\340\244\256\340\245\215", + "", "", "", + "\340\262\255\340\262\276\340\262\260\340\262\244", + "", + "\320\261\320\263", + "", + "\320\274\320\276\320\275", + "\320\276\320\275\320\273\320\260\320\271\320\275", + "", "", + "co.ua", + "", "", "", "", + "ca.us", + "\350\260\267\346\255\214", + "\340\254\255\340\254\276\340\254\260\340\254\244", + "", "", + "ne.us", + "", "", + "car", + "", + "ce.it", + "", + "ee", + "", "", + "\330\250\332\276\330\247\330\261\330\252", + "", + "\340\250\255\340\250\276\340\250\260\340\250\244", + "cat", + "", "", "", "", + "net", + "care", + "co.ae", + "", "", + "eat", + "", "", "", "", "", "", "", "", "", + "", "", "", "", + "\340\252\255\340\252\276\340\252\260\340\252\244", + "", "", + "nt.ro", + "", "", "", "", "", "", "", "", "", + "", "", "", + "nra", + "", "", "", "", "", "", "", "", "", + "\332\200\330\247\330\261\330\252", + "", "", "", + "ar", + "", "", "", "", "", "", "", + "ar.it", + "", "", + "com", + "name", + "co.rw", + "net.tm", + "", "", "", "", + "net.om", + "", "", "", "", + "net.to", + "cr", + "", "", + "co.rs", + "nom.tm", + "nc", + "", "", + "cr.it", + "net.so", + "", "", "", + "co.ir", + "", "", + "cam", + "arpa", + "", "", "", "", "", + "ar.us", + "net.am", + "ac", + "", "", "", "", "", "", "", "", + "\351\200\232\350\262\251", + "do", + "", "", "", "", "", + "art", + "", + "ac.at", + "", "", "", "", "", + "com.tm", + "cc", + "", "", + "nc.us", + "com.om", + "", + "aws", + "arte", + "", + "com.to", + "ec", + "", "", "", "", + "st", + "dad", + "", "", + "com.so", + "so", + "", "", + "cr.ua", + "\344\270\226\347\225\214", + "", "", "", + "so.it", + "\355\225\234\352\265\255", + "", "", "", + "ss.it", + "com.am", + "", "", "", "", "", "", "", "", "", + "net.th", + "", "", "", "", "", + "sa", + "dot", + "", "", + "net.sh", + "", "", "", + "sa.it", + "", "", "", "", + "cards", + "", + "de", + "", "", "", "", "", "", "", + "cc.ua", + "\345\201\245\345\272\267", + "", "", "", + "ac.ae", + "", "", + "sap", + "casa", + "", "", "", "", + "case", + "", + "n4t.co", + "", "", + "data", + "", "", "", "", + "date", + "", + "nat.tn", + "se", + "", "", "", + "\344\277\241\346\201\257", + "cy", + "", "", + "ny.us", + "", "", "", + "x.se", + "de.us", + "com.sh", + "", "", "", "", "", "", "", + "n.se", + "", "", + "name.mk", + "", "", + "co.st", + "", "", + "ees", + "", "", "", "", "", "", + "ac.rw", + "\320\276\320\264.\321\201\321\200\320\261", + "", "", + "a.se", + "", + "nom.ro", + "", "", + "\331\276\330\247\332\251\330\263\330\252\330\247\331\206", + "", + "net.tn", + "", "", + "army", + "ac.rs", + "", "", "", "", "", + "\320\260\320\272.\321\201\321\200\320\261", + "", "", + "cafe", + "ac.ir", + "\350\207\272\347\201\243", + "", "", + "c.se", + "", + "net.cm", + "", "", "", "", "", "", "", + "e.se", + "", + "net.co", + "", "", + "star", + "", + "stream", + "", "", "", "", + "com.ro", + "", "", "", "", + "nom.co", + "sr", + "", "", "", "", "", "", "", + "sr.it", + "", + "nu", + "", + "cars", + "co.ke", + "com.tn", + "", "", "", + "nu.it", + "", "", + "crs", + "", "", + "com.sn", + "", "", "", + "nt.au", + "", + "au", + "", + "audi", + "", + "com.cm", + "", "", "", "", + "net.sa", + "", "", "", + "audio", + "com.co", + "", "", "", + "ne.ke", + "", + "sc", + "nab", + "", + "stada", + "nym.sx", + "cu", + "sca", + "", "", + "nom.si", + "", "", "", + "dc.us", + "", + "eu", + "srt", + "", "", + "net.ai", + "", "", "", "", + "nym.sk", + "", "", "", "", + "art.sn", + "", "", "", "", + "nom.ai", + "", "", "", "", + "\350\201\224\351\200\232", + "", "", "", "", "", "", + "cab", + "", + "sc.us", + "com.sa", + "", "", "", "", "", "", "", "", + "co.kr", + "", "", "", + "erni", + "", "", "", "", "", "", "", "", + "sas", + "", + "es.kr", + "", "", "", "", "", + "com.ai", + "", "", "", "", "", + "bw", + "", + "desi", + "", "", + "bt", + "", "", + "ne.kr", + "", + "bo", + "ceb", + "", + "bt.it", + "", + "bs", + "", "", + "bo.it", + "", + "sy", + "", "", + "bs.it", + "", "", "", "", "", "", "", "", "", + "", "", + "ni", + "ses", + "", "", "", + "ba", + "\330\271\330\261\330\247\331\202", + "", "", "", "", "", + "d.se", + "ba.it", + "net.cn", + "zw", + "", "", "", + "natura", + "ai", + "", "", "", "", "", "", "", "", + "net.uk", + "", "", "", "", + "\345\234\250\347\272\277", + "", "", "", "", "", "", + "bot", + "safe", + "ac.ke", + "\344\270\255\345\234\213", + "ci", + "esq", + "s.se", + "ac.se", + "", + "name.na", + "", "", + "ci.it", + "", "", "", "", "", "", "", + "bar", + "", "", "", "", "", + "sony", + "", "", "", "", + "\320\265\321\216", + "", + "com.cn", + "", "", "", "", "", "", "", "", "", + "", "", "", "", "", "", "", "", "", + "zt.ua", + "net.ci", + "", "", "", "", "", "", "", "", "", + "", "", "", "", "", + "nym.ro", + "\340\270\227\340\270\253\340\270\262\340\270\243.\340\271\204\340\270\227\340\270\242", + "", + "citi", + "", "", "", "", "", "", "", + "nl", + "bet", + "zara", + "co.ve", + "", "", "", "", "", "", + "su", + "", "", "", "", "", + "bom", + "", + "ac.kr", + "", + "al", + "", "", "", + "camera", + "", "", "", + "al.it", + "net.sl", + "br", + "", "", "", + "com.ci", + "", "", "", + "br.it", + "", "", + "eus", + "", "", "", + "cl", + "", "", "", "", "", "", "", + "cl.it", + "net.al", + "", "", + "city", + "co.il", + "", + "etne.no", + "", "", + "sa.au", + "", "", "", "", + "al.us", + "nom.al", + "", "", + "surf", + "", "", "", "", "", + "dodge", + "", "", "", "", "", "", "", "", "", + "", + "com.sl", + "", "", "", "", + "net.im", + "", "", "", "", "", "", "", "", "", + "", "", "", "", "", + "nom.im", + "", "", "", "", + "com.al", + "", "", "", + "co.gy", + "", "", "", "", "", "", "", + "\330\247\333\214\330\261\330\247\331\206.ir", + "", + "av.it", + "", "", "", "", "", "", "", "", "", + "ac.ru", + "", "", "", "", "", "", + "cv", + "", "", + "nv.us", + "", "", "", "", "", + "com.im", + "", "", "", "", "", "", + "csc", + "", + "sener", + "com.io", + "", "", "", "", "", + "si", + "", "", "", "", "", "", "", + "si.it", + "search", + "", "", "", "", "", + "by", + "", "", "", + "net.lk", + "", + "nec", + "", + "sc.ke", + "", "", "", "", "", + "\331\202\330\267\330\261", + "arna.no", + "", "", "", "", + "fo", + "", + "bofa", + "", "", "", "", "", "", + "\343\202\263\343\203\240", + "aure.no", + "xin", + "", + "cv.ua", + "net.ua", + "", "", "", "", "", "", "", "", + "citic", + "", "", "", "", + "dabur", + "\346\270\270\346\210\217", + "", "", "", "", "", "", + "\330\271\331\205\330\247\331\206", + "", "", "", "", + "scb", + "b.se", + "", + "com.lk", + "", "", + "site", + "co.tt", + "", "", + "ftr", + "", + "ac.il", + "", "", "", "", + "co.zw", + "nom.cl", + "", "", + "zone", + "", "", "", "", "", "", "", "", + "sus", + "", "", + "com.ua", + "", + "\321\201\320\260\320\271\321\202", + "", + "\340\264\255\340\264\276\340\264\260\340\264\244\340\264\202", + "", "", "", "", + "sc.kr", + "", + "sl", + "", "", + "fe.it", + "", "", "", + "z.se", + "\331\207\331\205\330\261\330\247\331\207", + "", "", "", "", + "co.za", + "net.in", + "", "", "", "", "", "", "", "", "", + "", "", "", + "x.bg", + "", "", + "\340\271\200\340\270\231\340\271\207\340\270\225.\340\271\204\340\270\227\340\270\242", + "", + "1.bg", + "", "", "", + "ceo", + "n.bg", + "", "", "", "", + "2.bg", + "", "", "", "", + "q.bg", + "", "", "", "", + "\351\243\236\345\210\251\346\265\246", + "", "", "", "", + "a.bg", + "\340\246\254\340\246\276\340\246\202\340\246\262\340\246\276", + "", "", "", + "4.bg", + "", + "net.tj", + "", "", + "3.bg", + "", "", "", "", + "9.bg", + "", "", "", "", + "song", + "", + "nom.tj", + "", "", + "c.bg", + "", "", "", "", + "6.bg", + "", "", + "fr", + "", + "e.bg", + "", "", "", "", + "bond", + "fr.it", + "", + "sv", + "", + "0.bg", + "", "", "", + "stc", + "8.bg", + "sv.it", + "", "", "", + "7.bg", + "", "", "", "", + "5.bg", + "", + "caseih", + "", + "dvr", + "", "", + "com.tj", + "", "", + "band", + "", "", "", "", "", "", "", + "nara.jp", + "bcn", + "", + "cymru", + "", "", "", "", "", "", "", "", + "baby", + "fc.it", + "", "", + "nyc", + "", "", "", + "conf.au", + "aco", + "ford", + "", "", "", + "cc.as.us", + "cash", + "", "", "", "", + "\343\202\273\343\203\274\343\203\253", + "", "", "", + "cc.ut.us", + "", + "ac.zw", + "", "", + "cc.ia.us", + "", "", "", "", "", "", "", "", "", + "", "", "", "", "", + "eco", + "", + "dy.fi", + "", "", "", "", "", "", + "bi", + "bid", + "", "", "", + "ad", + "", "", + "bi.it", + "net.la", + "alta.no", + "", "", "", "", "", "", "", "", "", + "", "", "", "", "", "", "", "", "", + "nom.li", + "cd", + "cc.wa.us", + "", + "nd.us", + "net.vn", + "", "", + "sina", + "", "", "", "", "", + "co.id", + "norton", + "", "", "", "", "", "", "", "", + "co.gl", + "", + "name.jo", + "", "", "", "", "", "", "", + "ed.ao", + "", "", "", "", + "co.vi", + "com.la", + "", "", "", "", "", "", "", "", "", + "sorreisa.no", + "", + "zip", + "bank", + "", "", "", "", + "seat", + "", "", "", + "fan", + "d.bg", + "", + "com.vn", + "domains", + "", "", "", "", "", "", "", "", + "nid.io", + "", "", + "f.se", + "", "", + "name.hr", + "", "", "", + "net.vi", + "", "", + "cyou", + "", "", "", "", + "b.br", + "nc.tr", + "", "", "", + "s.bg", + "bl.it", + "", "", + "cc.ar.us", + "", "", "", "", "", "", "", "", "", + "", "", "", "", "", "", "", "", + "\346\234\272\346\236\204", + "", "", "", + "co.hu", + "", "", "", "", "", "", "", "", "", + "", "", "", "", "", "", + "net.il", + "", "", "", "", + "com.vi", + "", "", + "duns", + "", "", "", "", + "\343\201\277\343\202\223\343\201\252", + "", "", "", "", "", "", "", + "city.hu", + "", "", "", "", "", "", "", "", + "net.dm", + "", "", "", "", + "datsun", + "", "", "", "", + "net.do", + "", + "cc.de.us", + "", "", "", "", "", "", "", "", + "bv", + "", + "docs", + "", "", "", "", "", "", "", "", "", + "", "", "", "", "", "", "", "", "", + "", + "barsy.pro", + "ac.id", + "", "", "", "", + "store", + "", "", "", "", "", "", "", "", "", + "", + "com.dm", + "", "", "", "", "", "", "", "", "", + "com.do", + "", + "ads", + "", "", "", + "sd", + "catering", + "", "", "", "", "", "", "", "", "", + "", "", "", "", + "caravan", + "cc.ks.us", + "", "", "", "", "", "", "", "", "", + "", "", "", "", "", "", "", "", + "nissan", + "", "", "", 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+virtual-user.de +lib.de.us +2038.io +router.management +v-info.info +wedeploy.io +wedeploy.me +wedeploy.sh +remotewd.com +wmflabs.org +half.host +xnbay.com +u2.xnbay.com +u2-local.xnbay.com +cistron.nl +demon.nl +xs4all.space +official.academy +yolasite.com +ybo.faith +yombo.me +homelink.one +ybo.party +ybo.review +ybo.science +ybo.trade +nohost.me +noho.st +za.net +za.org +now.sh +bss.design +site.builder.nu +zone.id +%% diff --git a/dbms/src/Functions/tldLookup.h b/dbms/src/Functions/tldLookup.h new file mode 100644 index 00000000000..76a87e6b8c7 --- /dev/null +++ b/dbms/src/Functions/tldLookup.h @@ -0,0 +1,16 @@ +#pragma once + + +// Definition of the class generated by gperf, present on gperf/tldLookup.gperf +class tldLookupHash +{ +private: + static inline unsigned int hash (const char *str, size_t len); +public: + static const char *is_valid (const char *str, size_t len); +}; + +namespace DB +{ + using tldLookup = tldLookupHash; +} diff --git a/docs/en/development/build.md b/docs/en/development/build.md index 82d8070780b..9a0b160d705 100644 --- a/docs/en/development/build.md +++ b/docs/en/development/build.md @@ -70,6 +70,11 @@ export CXX=g++-7 sudo apt-get install libicu-dev libreadline-dev ``` +## Install Additional dependencies +```bash +sudo apt-get install gperf +``` + ## Checkout ClickHouse Sources ```bash diff --git a/docs/en/development/build_osx.md b/docs/en/development/build_osx.md index 35e8158d8b2..928f8f88dfd 100644 --- a/docs/en/development/build_osx.md +++ b/docs/en/development/build_osx.md @@ -11,7 +11,7 @@ Build should work on Mac OS X 10.12. ## Install Required Compilers, Tools, and Libraries ```bash -brew install cmake ninja gcc icu4c openssl libtool gettext readline +brew install cmake ninja gcc icu4c openssl libtool gettext readline gperf ``` ## Checkout ClickHouse Sources From 1eccfacca5a1f740d1af5a09d38e83e1d571a5a4 Mon Sep 17 00:00:00 2001 From: Guillaume Tassery Date: Wed, 17 Apr 2019 19:27:15 +0700 Subject: [PATCH 049/709] Take into account when we have content after the dns on (cutTo)firstSignificantSubdomain function --- dbms/src/Functions/firstSignificantSubdomain.h | 8 +++++++- dbms/src/Functions/gperf/tldLookup.gperf | 3 +++ .../00381_first_significant_subdomain.reference | 2 +- .../0_stateless/00381_first_significant_subdomain.sql | 2 -- 4 files changed, 11 insertions(+), 4 deletions(-) diff --git a/dbms/src/Functions/firstSignificantSubdomain.h b/dbms/src/Functions/firstSignificantSubdomain.h index 864b4d8bd8f..7ba6ea36905 100644 --- a/dbms/src/Functions/firstSignificantSubdomain.h +++ b/dbms/src/Functions/firstSignificantSubdomain.h @@ -58,7 +58,13 @@ struct ExtractFirstSignificantSubdomain if (!last_3_periods[2]) last_3_periods[2] = begin - 1; - if (tldLookup::is_valid(last_3_periods[1] + 1, end - last_3_periods[1] - 1) != nullptr) + auto end_of_level_domain = find_first_symbols<'/'>(last_3_periods[0], end); + if (!end_of_level_domain) + { + end_of_level_domain = end; + } + + if (tldLookup::is_valid(last_3_periods[1] + 1, end_of_level_domain - last_3_periods[1] - 1) != nullptr) { res_data += last_3_periods[2] + 1 - begin; res_size = last_3_periods[1] - last_3_periods[2] - 1; diff --git a/dbms/src/Functions/gperf/tldLookup.gperf b/dbms/src/Functions/gperf/tldLookup.gperf index e849bbb1545..b88acdfea77 100644 --- a/dbms/src/Functions/gperf/tldLookup.gperf +++ b/dbms/src/Functions/gperf/tldLookup.gperf @@ -3,6 +3,9 @@ %define class-name tldLookupHash %readonly-tables %includes +%compare-strncmp + +# List generated using https://publicsuffix.org/list/public_suffix_list.dat %% ac com.ac diff --git a/dbms/tests/queries/0_stateless/00381_first_significant_subdomain.reference b/dbms/tests/queries/0_stateless/00381_first_significant_subdomain.reference index 7f8c9ba186c..f13e9ddb1bd 100644 --- a/dbms/tests/queries/0_stateless/00381_first_significant_subdomain.reference +++ b/dbms/tests/queries/0_stateless/00381_first_significant_subdomain.reference @@ -1,3 +1,3 @@ canada congo net-domena -yandex yandex yandex yandex яндекс яндекс yandex +yandex yandex yandex яндекс yandex canada hello hello hello hello hello canada canada diff --git a/dbms/tests/queries/0_stateless/00381_first_significant_subdomain.sql b/dbms/tests/queries/0_stateless/00381_first_significant_subdomain.sql index b5154e2d725..5badd14f200 100644 --- a/dbms/tests/queries/0_stateless/00381_first_significant_subdomain.sql +++ b/dbms/tests/queries/0_stateless/00381_first_significant_subdomain.sql @@ -8,8 +8,6 @@ SELECT firstSignificantSubdomain('https://www.yandex.ua/news.html'), firstSignificantSubdomain('magnet:yandex.abc'), firstSignificantSubdomain('ftp://www.yandex.co.uk/news.html'), - firstSignificantSubdomain('ftp://yandex.co.yandex'), - firstSignificantSubdomain('http://ввв.яндекс.org.рф'), firstSignificantSubdomain('https://api.www3.static.dev.ввв.яндекс.рф'), firstSignificantSubdomain('//www.yandex.com.tr/news.html'); From 65fc607c1840b204b08b94904a4021398102a2c9 Mon Sep 17 00:00:00 2001 From: Guillaume Tassery Date: Wed, 17 Apr 2019 19:40:11 +0700 Subject: [PATCH 050/709] Modify tldlookup.gperf file for include only second level domain --- dbms/src/Functions/gperf/tldLookup.gperf | 3813 +--------------------- 1 file changed, 30 insertions(+), 3783 deletions(-) diff --git a/dbms/src/Functions/gperf/tldLookup.gperf b/dbms/src/Functions/gperf/tldLookup.gperf index b88acdfea77..0c6dd47f221 100644 --- a/dbms/src/Functions/gperf/tldLookup.gperf +++ b/dbms/src/Functions/gperf/tldLookup.gperf @@ -7,16 +7,14 @@ # List generated using https://publicsuffix.org/list/public_suffix_list.dat %% -ac + com.ac edu.ac gov.ac net.ac mil.ac org.ac -ad nom.ad -ae co.ae net.ae org.ae @@ -24,7 +22,6 @@ sch.ae ac.ae gov.ae mil.ae -aero accident-investigation.aero accident-prevention.aero aerobatic.aero @@ -112,45 +109,37 @@ trainer.aero union.aero workinggroup.aero works.aero -af gov.af com.af org.af net.af edu.af -ag com.ag org.ag net.ag co.ag nom.ag -ai off.ai com.ai net.ai org.ai -al com.al edu.al gov.al mil.al net.al org.al -am co.am com.am commune.am net.am org.am -ao ed.ao gv.ao og.ao co.ao pb.ao it.ao -aq -ar com.ar edu.ar gob.ar @@ -161,22 +150,17 @@ musica.ar net.ar org.ar tur.ar -arpa e164.arpa in-addr.arpa ip6.arpa iris.arpa uri.arpa urn.arpa -as gov.as -asia -at ac.at co.at gv.at or.at -au com.au net.au org.au @@ -195,23 +179,7 @@ sa.au tas.au vic.au wa.au -act.edu.au -nsw.edu.au -nt.edu.au -qld.edu.au -sa.edu.au -tas.edu.au -vic.edu.au -wa.edu.au -qld.gov.au -sa.gov.au -tas.gov.au -vic.gov.au -wa.gov.au -aw com.aw -ax -az com.az net.az int.az @@ -224,14 +192,12 @@ mil.az name.az pro.az biz.az -ba com.ba edu.ba gov.ba mil.ba net.ba org.ba -bb biz.bb co.bb com.bb @@ -242,11 +208,9 @@ net.bb org.bb store.bb tv.bb -bbe +*.bd ac.be -bf gov.bf -bg a.bg b.bg c.bg @@ -283,36 +247,29 @@ z.bg 7.bg 8.bg 9.bg -bh com.bh edu.bh net.bh org.bh gov.bh -bi co.bi com.bi edu.bi or.bi org.bi -biz -bj asso.bj barreau.bj gouv.bj -bm com.bm edu.bm gov.bm net.bm org.bm -bn com.bn edu.bn gov.bn net.bn org.bn -bo com.bo edu.bo gob.bo @@ -354,7 +311,6 @@ tecnologia.bo tksat.bo transporte.bo wiki.bo -br 9guacu.br abc.br adm.br @@ -411,33 +367,6 @@ g12.br ggf.br goiania.br gov.br -ac.gov.br -al.gov.br -am.gov.br -ap.gov.br -ba.gov.br -ce.gov.br -df.gov.br -es.gov.br -go.gov.br -ma.gov.br -mg.gov.br -ms.gov.br -mt.gov.br -pa.gov.br -pb.gov.br -pe.gov.br -pi.gov.br -pr.gov.br -rj.gov.br -rn.gov.br -ro.gov.br -rr.gov.br -rs.gov.br -sc.gov.br -se.gov.br -sp.gov.br -to.gov.br gru.br imb.br ind.br @@ -464,7 +393,7 @@ mus.br natal.br net.br niteroi.br -nnot.br +not.br ntr.br odo.br ong.br @@ -509,34 +438,27 @@ vix.br vlog.br wiki.br zlg.br -bs com.bs net.bs org.bs edu.bs gov.bs -bt com.bt edu.bt gov.bt net.bt org.bt -bv -bw co.bw org.bw -by gov.by mil.by com.by of.by -bz com.bz net.bz org.bz edu.bz gov.bz -ca ab.ca bc.ca mb.ca @@ -552,14 +474,7 @@ qc.ca sk.ca yk.ca gc.ca -cat -cc -cd gov.cd -cf -cg -ch -ci org.ci or.ci com.ci @@ -575,18 +490,16 @@ int.ci presse.ci md.ci gouv.ci -c!www.ck -cl +*.ck +!www.ck gov.cl gob.cl co.cl mil.cl -cm co.cm com.cm gov.cm net.cm -cn ac.cn com.cn edu.cn @@ -631,7 +544,6 @@ zj.cn hk.cn mo.cn tw.cn -co arts.co com.co edu.co @@ -645,9 +557,6 @@ nom.co org.co rec.co web.co -com -coop -cr ac.cr co.cr ed.cr @@ -655,22 +564,17 @@ fi.cr go.cr or.cr sa.cr -cu com.cu edu.cu org.cu net.cu gov.cu inf.cu -cv -cw com.cw edu.cw net.cw org.cw -cx gov.cx -cy ac.cy biz.cy com.cy @@ -684,17 +588,11 @@ parliament.cy press.cy pro.cy tm.cy -cz -de -dj -dk -dm com.dm net.dm org.dm edu.dm gov.dm -do art.do com.do edu.do @@ -705,7 +603,6 @@ net.do org.do sld.do web.do -dz com.dz org.dz net.dz @@ -714,7 +611,6 @@ edu.dz asso.dz pol.dz art.dz -ec com.ec info.ec net.ec @@ -727,8 +623,6 @@ edu.ec gov.ec gob.ec mil.ec -edu -ee edu.ee gov.ee riik.ee @@ -739,7 +633,6 @@ pri.ee aip.ee org.ee fie.ee -eg com.eg edu.eg eun.eg @@ -749,13 +642,12 @@ name.eg net.eg org.eg sci.eg -ees +*.er com.es nom.es org.es gob.es edu.es -et com.et 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-3326,7 +1486,6 @@ jeonbuk.kr jeonnam.kr seoul.kr ulsan.kr -kw com.kw edu.kw emb.kw @@ -3334,20 +1493,17 @@ gov.kw ind.kw net.kw org.kw -ky edu.ky gov.ky com.ky org.ky net.ky -kz org.kz edu.kz net.kz gov.kz mil.kz com.kz -la int.la net.la info.la @@ -3356,21 +1512,17 @@ gov.la per.la com.la org.la -lb com.lb edu.lb gov.lb net.lb org.lb -lc com.lc net.lc co.lc org.lc edu.lc gov.lc -li -lk gov.lk sch.lk net.lk @@ -3386,13 +1538,11 @@ assn.lk grp.lk hotel.lk ac.lk -lr com.lr edu.lr gov.lr org.lr net.lr -ls ac.ls biz.ls co.ls @@ -3402,10 +1552,7 @@ info.ls net.ls org.ls sc.ls -lt gov.lt -lu -lv com.lv edu.lv gov.lv @@ -3415,7 +1562,6 @@ id.lv net.lv asn.lv conf.lv -ly com.ly net.ly gov.ly @@ -3425,18 +1571,14 @@ sch.ly med.ly org.ly id.ly -ma co.ma net.ma gov.ma org.ma ac.ma press.ma -mc tm.mc asso.mc -md -me co.me net.me org.me @@ -3445,7 +1587,6 @@ ac.me gov.me its.me priv.me -mg org.mg nom.mg gov.mg @@ -3455,9 +1596,6 @@ edu.mg mil.mg com.mg co.mg -mh -mil -mk com.mk org.mk net.mk @@ -3465,7 +1603,6 @@ edu.mk gov.mk inf.mk name.mk -ml com.ml edu.ml gouv.ml @@ -3473,33 +1610,25 @@ gov.ml net.ml org.ml presse.ml -mmn +*.mm gov.mn edu.mn org.mn -mo com.mo net.mo org.mo edu.mo gov.mo -mobi -mp -mq -mr gov.mr -ms com.ms edu.ms gov.ms net.ms org.ms -mt com.mt edu.mt net.mt org.mt -mu com.mu net.mu org.mu @@ -3507,7 +1636,6 @@ gov.mu ac.mu co.mu or.mu -museum academy.museum agriculture.museum air.museum @@ -4056,7 +2184,6 @@ zoological.museum zoology.museum ירושלים.museum иком.museum -mv aero.mv biz.mv com.mv @@ -4071,7 +2198,6 @@ name.mv net.mv org.mv pro.mv -mw ac.mw biz.mw co.mw @@ -4083,13 +2209,11 @@ int.mw museum.mw net.mw org.mw -mx com.mx org.mx gob.mx edu.mx net.mx -my com.my net.my org.my @@ -4097,7 +2221,6 @@ gov.my edu.my mil.my name.my -mz ac.mz adv.mz co.mz @@ -4106,7 +2229,6 @@ gov.mz mil.mz net.mz org.mz -na info.na pro.na name.na @@ -4124,13 +2246,8 @@ mobi.na co.na com.na org.na -name -nc asso.nc nom.nc -ne -net -nf com.nf net.nf per.nf @@ -4141,7 +2258,6 @@ firm.nf info.nf other.nf store.nf -ng com.ng edu.ng gov.ng @@ -4152,7 +2268,6 @@ name.ng net.ng org.ng sch.ng -ni ac.ni biz.ni co.ni @@ -4167,8 +2282,6 @@ net.ni nom.ni org.ni web.ni -nl -no fhs.no vgs.no fylkesbibl.no @@ -4202,27 +2315,6 @@ tm.no tr.no va.no vf.no -gs.aa.no -gs.ah.no -gs.bu.no -gs.fm.no -gs.hl.no -gs.hm.no -gs.jan-mayen.no -gs.mr.no -gs.nl.no -gs.nt.no -gs.of.no -gs.ol.no -gs.oslo.no -gs.rl.no -gs.sf.no -gs.st.no -gs.svalbard.no -gs.tm.no -gs.tr.no -gs.va.no -gs.vf.no akrehamn.no åkrehamn.no algard.no @@ -4359,10 +2451,6 @@ bygland.no bykle.no barum.no bærum.no -bo.telemark.no -bø.telemark.no -bo.nordland.no -bø.nordland.no bievat.no bievát.no bomlo.no @@ -4476,10 +2564,6 @@ haugesund.no hemne.no hemnes.no hemsedal.no -heroy.more-og-romsdal.no -herøy.møre-og-romsdal.no -heroy.nordland.no -herøy.nordland.no hitra.no hjartdal.no hjelmeland.no @@ -4640,8 +2724,6 @@ narvik.no narviika.no naustdal.no nedre-eiker.no -nes.akershus.no -nes.buskerud.no nesna.no nesodden.no nesseby.no @@ -4680,8 +2762,6 @@ orskog.no ørskog.no orsta.no ørsta.no -os.hedmark.no -os.hordaland.no osen.no osteroy.no osterøy.no @@ -4744,9 +2824,6 @@ salat.no sálát.no sálat.no samnanger.no -sande.more-og-romsdal.no -sande.møre-og-romsdal.no -sande.vestfold.no sandefjord.no sandnes.no sandoy.no @@ -4918,11 +2995,7 @@ vagsoy.no vågsøy.no vaga.no vågå.no -valer.ostfold.no -våler.østfold.no -valer.hedmark.no -våler.hedmark.no -nnr +*.np biz.nr info.nr gov.nr @@ -4930,8 +3003,6 @@ edu.nr org.nr net.nr com.nr -nu -nz ac.nz co.nz cri.nz @@ -4948,7 +3019,6 @@ net.nz org.nz parliament.nz school.nz -om co.om com.om edu.om @@ -4958,9 +3028,6 @@ museum.om net.om org.om pro.om -onion -org -pa ac.pa gob.pa com.pa @@ -4972,7 +3039,6 @@ ing.pa abo.pa med.pa nom.pa -pe edu.pe gob.pe nom.pe @@ -4980,11 +3046,10 @@ mil.pe org.pe com.pe net.pe -pf com.pf org.pf edu.pf -pph +*.pg com.ph net.ph org.ph @@ -4993,7 +3058,6 @@ edu.ph ngo.ph mil.ph i.ph -pk com.pk net.pk edu.pk @@ -5008,7 +3072,6 @@ gon.pk gop.pk gos.pk info.pk -pl com.pl net.pl org.pl @@ -5043,53 +3106,6 @@ tourism.pl travel.pl turystyka.pl gov.pl -ap.gov.pl -ic.gov.pl -is.gov.pl -us.gov.pl -kmpsp.gov.pl -kppsp.gov.pl -kwpsp.gov.pl -psp.gov.pl -wskr.gov.pl -kwp.gov.pl -mw.gov.pl -ug.gov.pl -um.gov.pl -umig.gov.pl -ugim.gov.pl -upow.gov.pl -uw.gov.pl -starostwo.gov.pl -pa.gov.pl -po.gov.pl -psse.gov.pl -pup.gov.pl -rzgw.gov.pl -sa.gov.pl -so.gov.pl -sr.gov.pl -wsa.gov.pl -sko.gov.pl -uzs.gov.pl -wiih.gov.pl -winb.gov.pl -pinb.gov.pl -wios.gov.pl -witd.gov.pl -wzmiuw.gov.pl -piw.gov.pl -wiw.gov.pl -griw.gov.pl -wif.gov.pl -oum.gov.pl -sdn.gov.pl -zp.gov.pl -uppo.gov.pl -mup.gov.pl -wuoz.gov.pl -konsulat.gov.pl -oirm.gov.pl augustow.pl babia-gora.pl bedzin.pl @@ -5209,15 +3225,11 @@ zagan.pl zarow.pl zgora.pl zgorzelec.pl -pm -pn gov.pn co.pn org.pn edu.pn net.pn -post -pr com.pr net.pr org.pr @@ -5231,7 +3243,6 @@ name.pr est.pr prof.pr ac.pr -pro aaa.pro aca.pro acct.pro @@ -5243,7 +3254,6 @@ jur.pro law.pro med.pro recht.pro -ps edu.ps gov.ps sec.ps @@ -5251,7 +3261,6 @@ plo.ps com.ps org.ps net.ps -pt net.pt gov.pt org.pt @@ -5260,14 +3269,12 @@ int.pt publ.pt com.pt nome.pt -pw co.pw ne.pw or.pw ed.pw go.pw belau.pw -py com.py coop.py edu.py @@ -5275,7 +3282,6 @@ gov.py mil.py net.py org.py -qa com.qa edu.qa gov.qa @@ -5284,11 +3290,9 @@ name.qa net.qa org.qa sch.qa -re asso.re com.re nom.re -ro arts.ro com.ro firm.ro @@ -5300,21 +3304,18 @@ rec.ro store.ro tm.ro www.ro -rs ac.rs co.rs edu.rs gov.rs in.rs org.rs -ru ac.ru edu.ru gov.ru int.ru mil.ru test.ru -rw gov.rw net.rw edu.rw @@ -5324,7 +3325,6 @@ co.rw int.rw mil.rw gouv.rw -sa com.sa net.sa org.sa @@ -5333,19 +3333,16 @@ med.sa pub.sa edu.sa sch.sa -sb com.sb edu.sb gov.sb net.sb org.sb -sc com.sc gov.sc net.sc org.sc edu.sc -sd com.sd net.sd org.sd @@ -5354,7 +3351,6 @@ med.sd tv.sd gov.sd info.sd -se a.se ac.se b.se @@ -5394,30 +3390,22 @@ w.se x.se y.se z.se -sg com.sg net.sg org.sg gov.sg edu.sg per.sg -sh com.sh net.sh gov.sh org.sh mil.sh -si -sj -sk -sl com.sl net.sl edu.sl gov.sl org.sl -sm -sn art.sn com.sn edu.sn @@ -5425,12 +3413,9 @@ gouv.sn org.sn perso.sn univ.sn -so com.so net.so org.so -sr -st co.st com.st consulado.st @@ -5443,32 +3428,21 @@ org.st principe.st saotome.st store.st -su -sv com.sv edu.sv gob.sv org.sv red.sv -sx gov.sx -sy edu.sy gov.sy net.sy mil.sy com.sy org.sy -sz co.sz ac.sz org.sz -tc -td -tel -tf -tg -th ac.th co.th go.th @@ -5476,7 +3450,6 @@ in.th mi.th net.th or.th -tj ac.tj biz.tj co.tj @@ -5492,10 +3465,7 @@ nic.tj org.tj test.tj web.tj -tk -tl gov.tl -tm com.tm co.tm org.tm @@ -5504,7 +3474,6 @@ nom.tm gov.tm mil.tm edu.tm -tn com.tn ens.tn fin.tn @@ -5525,14 +3494,12 @@ mincom.tn agrinet.tn defense.tn turen.tn -to com.to gov.to net.to org.to edu.to mil.to -tr com.tr info.tr biz.tr @@ -5554,8 +3521,6 @@ k12.tr edu.tr kep.tr nc.tr -gov.nc.tr -tt co.tt com.tt org.tt @@ -5573,8 +3538,6 @@ aero.tt name.tt gov.tt edu.tt -tv -tw edu.tw gov.tw mil.tw @@ -5588,7 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-s3-website.ap-south-1.amazonaws.com -s3-website.ca-central-1.amazonaws.com -s3-website.eu-central-1.amazonaws.com -s3-website.eu-west-2.amazonaws.com -s3-website.eu-west-3.amazonaws.com -s3-website.us-east-2.amazonaws.com t3l3p0rt.net -tele.amune.org apigee.io on-aptible.com -user.party.eus pimienta.org poivron.org potager.org @@ -7419,7 +3847,7 @@ go-vip.co go-vip.net wpcomstaging.com myfritz.net -aabackplaneapp.io +backplaneapp.io betainabox.com bnr.la blackbaudcdn.net @@ -7432,9 +3860,6 @@ square7.de bplaced.net square7.net browsersafetymark.io -uk0.bigv.io -dh.bytemark.co.uk -vm.bytemark.co.uk mycd.eu ae.org ar.com @@ -7485,12 +3910,8 @@ cloudcontrolled.com cloudcontrolapp.com workers.dev co.ca -oco.cz -c.cdn77.org +co.cz cdn77-ssl.net -r.cdn77.net -rsc.cdn77.org -ssl.origin.cdn77-secure.org cloudns.asia cloudns.biz cloudns.club @@ -7508,7 +3929,6 @@ co.nl co.no webhosting.be hosting-cluster.nl -dyn.cosidns.de dynamisches-dns.de dnsupdater.de internet-dns.de @@ -7518,11 +3938,10 @@ feste-ip.net knx-server.net static-access.net realm.cz -ccupcake.is +cupcake.is cyon.link cyon.site daplie.me -localhost.daplie.me dattolocal.com dattorelay.com dattoweb.com @@ -7534,7 +3953,7 @@ co.dk firm.dk reg.dk store.dk -dbdebian.net +debian.net dedyn.io dnshome.de online.th @@ -7611,8 +4030,6 @@ for-more.biz for-our.info for-some.biz for-the.biz -forgot.her.name -forgot.his.name from-ak.com from-al.com from-ar.com @@ -7671,7 +4088,6 @@ game-host.org game-server.cc getmyip.com gets-it.net -go.dyndns.org gotdns.com gotdns.org groks-the.info @@ -7680,7 +4096,6 @@ ham-radio-op.net here-for-more.info hobby-site.com hobby-site.org -home.dyndns.org homedns.org homeftp.net homeftp.org @@ -7827,17 +4242,13 @@ webhop.org worse-than.tv writesthisblog.com ddnss.de -dyn.ddnss.de -dyndns.ddnss.de dyndns1.de dyn-ip24.de home-webserver.de -dyn.home-webserver.de myhome-server.de ddnss.org definima.net definima.io -bci.dnstrace.pro ddnsfree.com ddnsgeek.com giize.com @@ -7859,77 +4270,11 @@ dynv6.net e4.cz mytuleap.com enonic.io -customer.enonic.io eu.org -al.eu.org -asso.eu.org -at.eu.org -au.eu.org -be.eu.org -bg.eu.org -ca.eu.org -cd.eu.org -ch.eu.org -cn.eu.org -cy.eu.org -cz.eu.org -de.eu.org -dk.eu.org -edu.eu.org -ee.eu.org -es.eu.org -fi.eu.org -fr.eu.org -gr.eu.org -hr.eu.org -hu.eu.org -ie.eu.org -il.eu.org -in.eu.org -int.eu.org -is.eu.org -it.eu.org -jp.eu.org -kr.eu.org -lt.eu.org -lu.eu.org -lv.eu.org -mc.eu.org -me.eu.org -mk.eu.org -mt.eu.org -my.eu.org -net.eu.org -ng.eu.org -nl.eu.org -no.eu.org -nz.eu.org -paris.eu.org -pl.eu.org -pt.eu.org -q-a.eu.org -ro.eu.org -ru.eu.org -se.eu.org -si.eu.org -sk.eu.org -tr.eu.org -uk.eu.org -us.eu.org -eu-1.evennode.com -eu-2.evennode.com -eu-3.evennode.com -eu-4.evennode.com -us-1.evennode.com -us-2.evennode.com -us-3.evennode.com -us-4.evennode.com twmail.cc twmail.net twmail.org -mymailer.com.tw url.tw -apps.fbsbx.com ru.net adygeya.ru bashkiria.ru @@ -8005,22 +4350,11 @@ vologda.su channelsdvr.net fastly-terrarium.com fastlylb.net -map.fastlylb.net -freetls.fastly.net -map.fastly.net -a.prod.fastly.net -global.prod.fastly.net -a.ssl.fastly.net -b.ssl.fastly.net -global.ssl.fastly.net fastpanel.direct fastvps-server.com fhapp.xyz fedorainfracloud.org fedorapeople.org -cloud.fedoraproject.org -app.os.fedoraproject.org -app.os.stg.fedoraproject.org mydobiss.com filegear.me filegear-au.me @@ -8039,21 +4373,17 @@ fbxos.fr freebox-os.fr freeboxos.fr freedesktop.org -feifuturehosting.at +futurehosting.at futuremailing.at -eksservice.gov.uk github.io githubusercontent.com gitlab.io cloudapps.digital -london.cloudapps.digital -homeoffice.gov.uk ro.im shop.ro goip.de run.app -a.run.app -0appspot.com +appspot.com blogspot.ae blogspot.al blogspot.am @@ -8065,27 +4395,7 @@ blogspot.ca blogspot.cf blogspot.ch blogspot.cl -blogspot.co.at -blogspot.co.id -blogspot.co.il -blogspot.co.ke -blogspot.co.nz -blogspot.co.uk -blogspot.co.za blogspot.com -blogspot.com.ar -blogspot.com.au -blogspot.com.br -blogspot.com.by -blogspot.com.co -blogspot.com.cy -blogspot.com.ee -blogspot.com.eg -blogspot.com.es -blogspot.com.mt -blogspot.com.ng -blogspot.com.tr -blogspot.com.uy blogspot.cv blogspot.cz blogspot.de @@ -8163,39 +4473,12 @@ in-vpn.org biz.at info.at info.cx -ac.leg.br -al.leg.br -am.leg.br -ap.leg.br -ba.leg.br -ce.leg.br -df.leg.br -es.leg.br -go.leg.br -ma.leg.br -mg.leg.br -ms.leg.br -mt.leg.br -pa.leg.br -pb.leg.br -pe.leg.br -pi.leg.br -pr.leg.br -rj.leg.br -rn.leg.br -ro.leg.br -rr.leg.br -rs.leg.br -sc.leg.br -se.leg.br -sp.leg.br -to.leg.br pixolino.com ipifony.net mein-iserv.de test-iserv.de myjino.ru -hlsvtcjs.org +js.org keymachine.de knightpoint.systems co.krd @@ -8213,7 +4496,6 @@ co.financial co.network co.place co.technology -app.lmpm.com linkitools.space linkyard.cloud linkyard-cloud.ch @@ -8225,12 +4507,7 @@ lublin.pl poniatowa.pl swidnik.pl uklugs.org -glug.org.uk -lug.org.uk -lugs.org.uk barsy.bg -barsy.co.uk -barsyonline.co.uk barsycenter.com barsyonline.com barsy.club @@ -8251,17 +4528,11 @@ barsy.shop barsy.site barsy.support barsy.uk -mmayfirst.info +mayfirst.info mayfirst.org -hb.cldmail.ru miniserver.com memset.net -cloud.metacentrum.cz -custom.metacentrum.cz -flt.cloud.muni.cz -usr.cloud.muni.cz meteorapp.com -eu.meteorapp.com co.pl azurecontainer.io azurewebsites.net @@ -8272,12 +4543,10 @@ bmoattachments.org net.ru org.ru pp.ru -ui.nabu.casa bitballoon.com netlify.com 4u.com ngrok.io -nh-serv.co.uk nfshost.com dnsking.ch mypi.co @@ -8343,7 +4612,6 @@ net-freaks.com nflfan.org nhlfan.net no-ip.ca -no-ip.co.uk no-ip.net noip.us onthewifi.com @@ -8391,7 +4659,6 @@ servequake.com sytes.net webhop.me zapto.org -stage.nodeart.io nodum.co nodum.io pcloud.host @@ -8465,7 +4732,6 @@ pantheonsite.io gotpantheon.com mypep.link on-web.fr -ppxen.prgmr.com priv.at protonet.io chirurgiens-dentistes-en-france.fr @@ -8476,19 +4742,16 @@ qa2.com dev-myqnapcloud.com alpha-myqnapcloud.com myqnapcloud.com -qvapor.cloud +vapor.cloud vaporcloud.io rackmaze.com rackmaze.net -ooreadthedocs.io +readthedocs.io rhcloud.com resindevice.io -devices.resinstaging.io hzc.io wellbeingzone.eu ptplus.fit -wellbeingzone.co.uk -git-pages.rit.edu sandcats.io logoip.de logoip.com @@ -8504,7 +4767,7 @@ firewall-gateway.net my-firewall.org myfirewall.org spdns.org -ssbiz.ua +biz.ua co.ua pp.ua shiftedit.io @@ -8516,15 +4779,8 @@ sinaapp.com vipsinaapp.com siteleaf.net bounty-full.com -alpha.bounty-full.com -beta.bounty-full.com static.land -dev.static.land -sites.static.land -apps.lair.io -sspacekit.io -customer.speedpartner.de -api.stdlib.com +spacekit.io storj.farm utwente.io temp-dns.com @@ -8553,11 +4809,6 @@ med.pl sopot.pl telebit.app telebit.io -tgwiddle.co.uk -cust.dev.thingdust.io -cust.disrec.thingdust.io -cust.prod.thingdust.io -cust.testing.thingdust.io bloxcms.com townnews-staging.com 12hp.at @@ -8579,7 +4830,7 @@ clan.rip lima-city.rocks webspace.rocks lima.zone -ttttuxfamily.org +tuxfamily.org dd-dns.de diskstation.eu diskstation.org @@ -8594,13 +4845,12 @@ syno-ds.de synology-diskstation.de synology-ds.de uber.space -uhk.com +hk.com hk.org ltd.hk inc.hk virtualuser.de virtual-user.de -lib.de.us 2038.io router.management v-info.info @@ -8611,8 +4861,6 @@ remotewd.com wmflabs.org half.host xnbay.com -u2.xnbay.com -u2-local.xnbay.com cistron.nl demon.nl xs4all.space @@ -8631,6 +4879,5 @@ za.net za.org now.sh bss.design -site.builder.nu zone.id %% From a904a4af7a106b8a3494b264c67d9e8c8306ee4f Mon Sep 17 00:00:00 2001 From: Guillaume Tassery Date: Wed, 17 Apr 2019 19:43:46 +0700 Subject: [PATCH 051/709] Remove useless file --- dbms/src/Functions/gperf/f.cpp | 41028 --------------------- dbms/src/Functions/gperf/tldLookup.gperf | 1 - 2 files changed, 41029 deletions(-) delete mode 100644 dbms/src/Functions/gperf/f.cpp diff --git a/dbms/src/Functions/gperf/f.cpp b/dbms/src/Functions/gperf/f.cpp deleted file mode 100644 index f31ff34f8bf..00000000000 --- a/dbms/src/Functions/gperf/f.cpp +++ /dev/null @@ -1,41028 +0,0 @@ -/* C++ code produced by gperf version 3.1 */ -/* Command-line: gperf --output-file=./f.cpp tldLookup.gperf */ -/* Computed positions: -k'1-15,17,20,22,25,27' */ - -#if !((' ' == 32) && ('!' == 33) && ('"' == 34) && ('#' == 35) \ - && ('%' == 37) && ('&' == 38) && ('\'' == 39) && ('(' == 40) \ - && (')' == 41) && ('*' == 42) && ('+' == 43) && (',' == 44) \ - && ('-' == 45) && ('.' == 46) && ('/' == 47) && ('0' == 48) \ - && ('1' == 49) && ('2' == 50) && ('3' == 51) && ('4' == 52) \ - && ('5' == 53) && ('6' == 54) && ('7' == 55) && ('8' == 56) \ - && ('9' == 57) && (':' == 58) && (';' == 59) && ('<' == 60) \ - && ('=' == 61) && ('>' == 62) && ('?' == 63) && ('A' == 65) \ - && ('B' == 66) && ('C' == 67) && ('D' == 68) && ('E' == 69) \ - && ('F' == 70) && ('G' == 71) && ('H' == 72) && ('I' == 73) \ - && ('J' == 74) && ('K' == 75) && ('L' == 76) && ('M' == 77) \ - && ('N' == 78) && ('O' == 79) && ('P' == 80) && ('Q' == 81) \ - && ('R' == 82) && ('S' == 83) && ('T' == 84) && ('U' == 85) \ - && ('V' == 86) && ('W' == 87) && ('X' == 88) && ('Y' == 89) \ - && ('Z' == 90) && ('[' == 91) && ('\\' == 92) && (']' == 93) \ - && ('^' == 94) && ('_' == 95) && ('a' == 97) && ('b' == 98) \ - && ('c' == 99) && ('d' == 100) && ('e' == 101) && ('f' == 102) \ - && ('g' == 103) && ('h' == 104) && ('i' == 105) && ('j' == 106) \ - && ('k' == 107) && ('l' == 108) && ('m' == 109) && ('n' == 110) \ - && ('o' == 111) && ('p' == 112) && ('q' == 113) && ('r' == 114) \ - && ('s' == 115) && ('t' == 116) && ('u' == 117) && ('v' == 118) \ - && ('w' == 119) && ('x' == 120) && ('y' == 121) && ('z' == 122) \ - && ('{' == 123) && ('|' == 124) && ('}' == 125) && ('~' == 126)) -/* The character set is not based on ISO-646. */ -#error "gperf generated tables don't work with this execution character set. Please report a bug to ." -#endif - -#line 6 "tldLookup.gperf" - -namespace DB -{ -#include - -#define TOTAL_KEYWORDS 8626 -#define MIN_WORD_LENGTH 2 -#define MAX_WORD_LENGTH 41 -#define MIN_HASH_VALUE 6 -#define MAX_HASH_VALUE 263036 -/* maximum key range = 263031, duplicates = 0 */ - -class ltdLookup -{ -private: - static inline unsigned int hash (const char *str, size_t len); -public: - static const char *is_valid (const char *str, size_t len); -}; - -inline unsigned int -ltdLookup::hash (const char *str, size_t len) -{ - static const unsigned int asso_values[] = - { - 263037, 263037, 263037, 263037, 263037, 263037, 263037, 263037, 263037, 263037, - 263037, 263037, 263037, 263037, 263037, 263037, 263037, 263037, 263037, 263037, - 263037, 263037, 263037, 263037, 263037, 263037, 263037, 263037, 263037, 263037, - 263037, 263037, 263037, 0, 263037, 0, 263037, 263037, 263037, 263037, - 263037, 263037, 263037, 263037, 263037, 1075, 120, 620, 31291, 505, - 7650, 185, 0, 0, 0, 5, 0, 0, 0, 45, - 0, 263037, 0, 15, 745, 0, 5, 0, 0, 4950, - 80, 0, 0, 0, 0, 263037, 0, 263037, 0, 0, - 263037, 263037, 75, 5, 15, 40, 35, 90, 60, 85, - 80, 45, 263037, 263037, 263037, 263037, 263037, 40, 5435, 235, - 1240, 90, 37658, 2335, 6995, 645, 3770, 5140, 765, 1685, - 2910, 10, 4145, 2030, 185, 15, 5, 485, 865, 0, - 29726, 340, 16025, 26869, 6770, 3715, 62293, 64003, 160, 345, - 955, 30, 620, 55, 265, 65, 970, 22284, 2040, 31804, - 51623, 4700, 85666, 10295, 10, 15310, 75051, 20, 30074, 300, - 52823, 13320, 5222, 9765, 0, 15115, 670, 0, 40, 5, - 25, 5, 5, 10, 0, 25, 5, 0, 20, 0, - 30, 70, 25, 35, 0, 5, 0, 5, 20, 5, - 0, 5, 10, 65, 0, 0, 0, 0, 0, 0, - 5, 10, 0, 50, 0, 0, 5, 0, 0, 5, - 25, 0, 45, 5, 10, 0, 90, 0, 0, 0, - 5, 0, 20, 45, 0, 5, 10, 0, 0, 5, - 0, 0, 263037, 263037, 0, 20, 263037, 30, 5, 0, - 5, 5, 40, 0, 0, 5, 0, 15, 35, 5, - 0, 0, 45, 5, 20, 0, 5, 5, 5, 10, - 0, 0, 0, 263037, 263037, 263037, 263037, 263037, 0, 0, - 263037, 0, 10, 10, 10, 0, 40, 0, 263037, 0, - 0, 0, 263037, 263037, 263037, 263037, 263037, 263037, 263037, 263037, - 263037, 263037, 263037, 263037, 263037, 263037, 263037, 263037, 263037, 263037 - }; - unsigned int hval = len; - - switch (hval) - { - default: - hval += asso_values[static_cast(str[26])]; - /*FALLTHROUGH*/ - case 26: - case 25: - hval += asso_values[static_cast(str[24])]; - /*FALLTHROUGH*/ - case 24: - case 23: - case 22: - hval += asso_values[static_cast(str[21])]; - /*FALLTHROUGH*/ - case 21: - case 20: - hval += asso_values[static_cast(str[19])]; - /*FALLTHROUGH*/ - case 19: - case 18: - case 17: - hval += asso_values[static_cast(str[16])]; - /*FALLTHROUGH*/ - case 16: - case 15: - hval += asso_values[static_cast(str[14])]; - /*FALLTHROUGH*/ - case 14: - hval += asso_values[static_cast(str[13])]; - /*FALLTHROUGH*/ - case 13: - hval += asso_values[static_cast(str[12]+1)]; - /*FALLTHROUGH*/ - case 12: - hval += asso_values[static_cast(str[11])]; - /*FALLTHROUGH*/ - case 11: - hval += asso_values[static_cast(str[10])]; - /*FALLTHROUGH*/ - case 10: - hval += asso_values[static_cast(str[9]+1)]; - /*FALLTHROUGH*/ - case 9: - hval += asso_values[static_cast(str[8])]; - /*FALLTHROUGH*/ - case 8: - hval += asso_values[static_cast(str[7]+2)]; - /*FALLTHROUGH*/ - case 7: - hval += asso_values[static_cast(str[6]+4)]; - /*FALLTHROUGH*/ - case 6: - hval += asso_values[static_cast(str[5]+24)]; - /*FALLTHROUGH*/ - case 5: - hval += asso_values[static_cast(str[4])]; - /*FALLTHROUGH*/ - case 4: - hval += asso_values[static_cast(str[3]+14)]; - /*FALLTHROUGH*/ - case 3: - hval += asso_values[static_cast(str[2]+19)]; - /*FALLTHROUGH*/ - case 2: - hval += asso_values[static_cast(str[1])]; - /*FALLTHROUGH*/ - case 1: - hval += asso_values[static_cast(str[0]+34)]; - break; - } - return hval; -} - -const char * -ltdLookup::is_valid (const char *str, size_t len) -{ - static const char * const wordlist[] = - { - "", "", "", "", "", "", - "\347\275\221\347\273\234", - "", "", "", "", "", "", "", "", "", - "\347\275\221\345\272\227", - "", "", "", "", "", - "no", - "", "", "", - "\344\275\233\345\261\261", - 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"", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", "", "", "", "", "", - "", "", "", "", - "poltava.ua" - }; - - if (len <= MAX_WORD_LENGTH && len >= MIN_WORD_LENGTH) - { - unsigned int key = hash (str, len); - - if (key <= MAX_HASH_VALUE) - { - const char *s = wordlist[key]; - - if (*str == *s && !strcmp (str + 1, s + 1)) - return s; - } - } - return 0; -} -#line 8638 "tldLookup.gperf" - -%{ -} -%} diff --git a/dbms/src/Functions/gperf/tldLookup.gperf b/dbms/src/Functions/gperf/tldLookup.gperf index 0c6dd47f221..9816a4f86e2 100644 --- a/dbms/src/Functions/gperf/tldLookup.gperf +++ b/dbms/src/Functions/gperf/tldLookup.gperf @@ -7,7 +7,6 @@ # List generated using https://publicsuffix.org/list/public_suffix_list.dat %% - com.ac edu.ac gov.ac From bd9a5838695a140d5e18eaff054438a2348b08b3 Mon Sep 17 00:00:00 2001 From: Guillaume Tassery Date: Thu, 18 Apr 2019 10:49:24 +0700 Subject: [PATCH 052/709] Adapt coding style top level domain lookup --- .../src/Functions/firstSignificantSubdomain.h | 20 ++++++++++--------- 1 file changed, 11 insertions(+), 9 deletions(-) diff --git a/dbms/src/Functions/firstSignificantSubdomain.h b/dbms/src/Functions/firstSignificantSubdomain.h index 7ba6ea36905..ddc056df9f9 100644 --- a/dbms/src/Functions/firstSignificantSubdomain.h +++ b/dbms/src/Functions/firstSignificantSubdomain.h @@ -58,20 +58,22 @@ struct ExtractFirstSignificantSubdomain if (!last_3_periods[2]) last_3_periods[2] = begin - 1; - auto end_of_level_domain = find_first_symbols<'/'>(last_3_periods[0], end); - if (!end_of_level_domain) - { - end_of_level_domain = end; - } + auto end_of_level_domain = find_first_symbols<'/'>(last_3_periods[0], end); + if (!end_of_level_domain) + { + end_of_level_domain = end; + } - if (tldLookup::is_valid(last_3_periods[1] + 1, end_of_level_domain - last_3_periods[1] - 1) != nullptr) - { + if (tldLookup::is_valid(last_3_periods[1] + 1, end_of_level_domain - last_3_periods[1] - 1) != nullptr) + { res_data += last_3_periods[2] + 1 - begin; res_size = last_3_periods[1] - last_3_periods[2] - 1; - } else { + } + else + { res_data += last_3_periods[1] + 1 - begin; res_size = last_3_periods[0] - last_3_periods[1] - 1; - } + } } }; From 5c67ecd46d803f97908563b27fc9cf9a95f7b393 Mon Sep 17 00:00:00 2001 From: Guillaume Tassery Date: Thu, 18 Apr 2019 17:20:31 +0700 Subject: [PATCH 053/709] Add gperf dependency --- docker/builder/Dockerfile | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/docker/builder/Dockerfile b/docker/builder/Dockerfile index 024803e6e6c..31b73b63008 100644 --- a/docker/builder/Dockerfile +++ b/docker/builder/Dockerfile @@ -22,7 +22,8 @@ RUN apt-get update -y \ python-requests \ python-termcolor \ sudo \ - tzdata + tzdata \ + gperf COPY build.sh / From 90f5cc569d5b449c305939e79da5d85a585b99e8 Mon Sep 17 00:00:00 2001 From: Guillaume Tassery Date: Fri, 19 Apr 2019 10:02:13 +0700 Subject: [PATCH 054/709] Add gperf dependency for packager dockerfile --- docker/packager/deb/Dockerfile | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/docker/packager/deb/Dockerfile b/docker/packager/deb/Dockerfile index 6a7f7325122..b314c27780b 100644 --- a/docker/packager/deb/Dockerfile +++ b/docker/packager/deb/Dockerfile @@ -58,7 +58,8 @@ RUN apt-get --allow-unauthenticated update -y \ libjemalloc-dev \ unixodbc-dev \ odbcinst \ - tzdata + tzdata \ + gperf From 0d931918ce1ac188ae8973bf03ca80c4b6311aca Mon Sep 17 00:00:00 2001 From: Guillaume Tassery Date: Fri, 19 Apr 2019 11:07:15 +0700 Subject: [PATCH 055/709] Add gperf dependency for binary packager dockerfile --- docker/packager/binary/Dockerfile | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/docker/packager/binary/Dockerfile b/docker/packager/binary/Dockerfile index 5b32abfb7ef..be393661d23 100644 --- a/docker/packager/binary/Dockerfile +++ b/docker/packager/binary/Dockerfile @@ -32,6 +32,7 @@ RUN apt-get update -y \ libreadline-dev \ ninja-build \ git \ - tzdata + tzdata \ + gperf CMD mkdir -p build/build_result && cd build/build_result && cmake .. -DCMAKE_BUILD_TYPE=$BUILD_TYPE -DSANITIZE=$SANITIZER $CMAKE_FLAGS && ninja && mv ./dbms/programs/clickhouse* /output && mv ./dbms/unit_tests_dbms /output From 7a75003d2664dba575d94808abe072a99f89c3c9 Mon Sep 17 00:00:00 2001 From: Guillaume Tassery Date: Fri, 19 Apr 2019 19:14:10 +0700 Subject: [PATCH 056/709] Send X-ClickHouse-Progress header in the end of a query execution --- .../IO/WriteBufferFromHTTPServerResponse.cpp | 21 ++++++++++++------- .../IO/WriteBufferFromHTTPServerResponse.h | 3 +++ 2 files changed, 17 insertions(+), 7 deletions(-) diff --git a/dbms/src/IO/WriteBufferFromHTTPServerResponse.cpp b/dbms/src/IO/WriteBufferFromHTTPServerResponse.cpp index e3faf942943..707ba8db1c2 100644 --- a/dbms/src/IO/WriteBufferFromHTTPServerResponse.cpp +++ b/dbms/src/IO/WriteBufferFromHTTPServerResponse.cpp @@ -36,11 +36,24 @@ void WriteBufferFromHTTPServerResponse::startSendHeaders() } } +void WriteBufferFromHTTPServerResponse::writeHeaderProgress() +{ + if (headers_finished_sending) + return; + + WriteBufferFromOwnString progress_string_writer; + accumulated_progress.writeJSON(progress_string_writer); + +#if defined(POCO_CLICKHOUSE_PATCH) + *response_header_ostr << "X-ClickHouse-Progress: " << progress_string_writer.str() << "\r\n" << std::flush; +#endif +} void WriteBufferFromHTTPServerResponse::finishSendHeaders() { if (!headers_finished_sending) { + writeHeaderProgress(); headers_finished_sending = true; if (request.getMethod() != Poco::Net::HTTPRequest::HTTP_HEAD) @@ -174,13 +187,7 @@ void WriteBufferFromHTTPServerResponse::onProgress(const Progress & progress) /// Send all common headers before our special progress headers. startSendHeaders(); - - WriteBufferFromOwnString progress_string_writer; - accumulated_progress.writeJSON(progress_string_writer); - -#if defined(POCO_CLICKHOUSE_PATCH) - *response_header_ostr << "X-ClickHouse-Progress: " << progress_string_writer.str() << "\r\n" << std::flush; -#endif + writeHeaderProgress(); } } diff --git a/dbms/src/IO/WriteBufferFromHTTPServerResponse.h b/dbms/src/IO/WriteBufferFromHTTPServerResponse.h index f82e5828694..447a376dda7 100644 --- a/dbms/src/IO/WriteBufferFromHTTPServerResponse.h +++ b/dbms/src/IO/WriteBufferFromHTTPServerResponse.h @@ -80,6 +80,9 @@ private: /// but not finish them with \r\n, allowing to send more headers subsequently. void startSendHeaders(); + // Used for write the header X-ClickHouse-progress + void writeHeaderProgress(); + /// This method finish headers with \r\n, allowing to start to send body. void finishSendHeaders(); From b6d2c9f4d296483533ae982e4bcb3a821a14bd7a Mon Sep 17 00:00:00 2001 From: Alexander Kozhikhov Date: Sun, 21 Apr 2019 02:22:42 +0300 Subject: [PATCH 057/709] some review fixes --- .../AggregateFunctionMLMethod.cpp | 43 ++++--- .../AggregateFunctionMLMethod.h | 115 ++++++++++-------- .../AggregateFunctions/IAggregateFunction.h | 7 ++ dbms/src/Columns/ColumnAggregateFunction.cpp | 29 +++-- dbms/src/Core/Field.h | 1 + 5 files changed, 113 insertions(+), 82 deletions(-) diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp index d217511b2bc..2e863134984 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp @@ -17,23 +17,28 @@ AggregateFunctionPtr createAggregateFunctionMLMethod( const std::string & name, const DataTypes & argument_types, const Array & parameters) { if (parameters.size() > 4) - throw Exception("Aggregate function " + name + " requires at most four parameters", ErrorCodes::NUMBER_OF_ARGUMENTS_DOESNT_MATCH); + throw Exception("Aggregate function " + name + " requires at most four parameters: learning_rate, l2_regularization_coef, mini-batch size and weights_updater method", ErrorCodes::NUMBER_OF_ARGUMENTS_DOESNT_MATCH); if (argument_types.size() < 2) - throw Exception("Aggregate function " + name + " requires at least two arguments", ErrorCodes::NUMBER_OF_ARGUMENTS_DOESNT_MATCH); + throw Exception("Aggregate function " + name + " requires at least two arguments: target and model's parameters", ErrorCodes::NUMBER_OF_ARGUMENTS_DOESNT_MATCH); for (size_t i = 0; i < argument_types.size(); ++i) { - if (!WhichDataType(argument_types[i]).isFloat64()) - throw Exception("Illegal type " + argument_types[i]->getName() + " of argument " + std::to_string(i) + "for aggregate function " + name, ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT); +// if (!WhichDataType(argument_types[i]).isFloat64()) +// throw Exception("Illegal type " + argument_types[i]->getName() + " of argument " + std::to_string(i) + "for aggregate function " + name, ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT); +// if (!WhichDataType(argument_types[i]).isNumeric()) + if (!isNumber(argument_types[i])) + throw Exception("Argument " + std::to_string(i) + " of type " + argument_types[i]->getName() + " must be numeric for aggregate function " + name, ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT); } - Float64 learning_rate = Float64(0.01); - Float64 l2_reg_coef = Float64(0.01); + /// Such default parameters were picked because they did good on some tests, + /// though it still requires to fit parameters to achieve better result + auto learning_rate = Float64(0.01); + auto l2_reg_coef = Float64(0.01); UInt32 batch_size = 1; - std::shared_ptr wu; - std::shared_ptr gc; + std::shared_ptr weights_updater = std::make_unique(); + std::shared_ptr gradient_computer; if (!parameters.empty()) { @@ -52,15 +57,15 @@ AggregateFunctionPtr createAggregateFunctionMLMethod( { if (applyVisitor(FieldVisitorConvertToNumber(), parameters[3]) == Float64{1.0}) { - wu = std::make_shared(); + weights_updater = std::make_shared(); } else if (applyVisitor(FieldVisitorConvertToNumber(), parameters[3]) == Float64{2.0}) { - wu = std::make_shared(); + weights_updater = std::make_shared(); } else if (applyVisitor(FieldVisitorConvertToNumber(), parameters[3]) == Float64{3.0}) { - wu = std::make_shared(); + weights_updater = std::make_shared(); } else @@ -68,18 +73,18 @@ AggregateFunctionPtr createAggregateFunctionMLMethod( throw Exception("Invalid parameter for weights updater", ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT); } } - else - { - wu = std::make_unique(); - } +// else +// { +// weights_updater = std::make_unique(); +// } if (std::is_same::value) { - gc = std::make_shared(); + gradient_computer = std::make_shared(); } else if (std::is_same::value) { - gc = std::make_shared(); + gradient_computer = std::make_shared(); } else { @@ -87,7 +92,9 @@ AggregateFunctionPtr createAggregateFunctionMLMethod( } - return std::make_shared(argument_types.size() - 1, gc, wu, learning_rate, l2_reg_coef, batch_size, argument_types, parameters); + return std::make_shared(argument_types.size() - 1, + gradient_computer, weights_updater, + learning_rate, l2_reg_coef, batch_size, argument_types, parameters); } } diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h index a7d2837abfa..5e022ec410a 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h @@ -39,14 +39,13 @@ public: virtual ~IGradientComputer() = default; /// Adds computed gradient in new point (weights, bias) to batch_gradient - virtual void compute(std::vector * batch_gradient, const std::vector &weights, Float64 bias, + virtual void compute(std::vector & batch_gradient, const std::vector &weights, Float64 bias, Float64 learning_rate, Float64 l2_reg_coef, Float64 target, const IColumn **columns, size_t row_num) = 0; - /// Now we should use predict_block function instead of predict - virtual void predict_block(ColumnVector::Container &container, - Block &block, const ColumnNumbers &arguments, - const std::vector &weights, - Float64 bias) const = 0; + virtual void predict(ColumnVector::Container &container, + Block &block, const ColumnNumbers &arguments, + const std::vector &weights, + Float64 bias) const = 0; }; @@ -56,48 +55,55 @@ public: LinearRegression() {} - void compute(std::vector * batch_gradient, const std::vector &weights, Float64 bias, + void compute(std::vector & batch_gradient, const std::vector &weights, Float64 bias, Float64 learning_rate, Float64 l2_reg_coef, Float64 target, const IColumn **columns, size_t row_num) override { Float64 derivative = (target - bias); for (size_t i = 0; i < weights.size(); ++i) { - derivative -= weights[i] * static_cast &>(*columns[i]).getData()[row_num]; +// auto value = static_cast &>(*columns[i]).getData()[row_num]; + auto value = (*columns[i])[row_num].get(); +// if ((*columns[i])[row_num].getType() == Field::Types::Float64) + derivative -= weights[i] * value; +// else +// derivative -= weights[i] * (*columns[i])[row_num].get(); } derivative *= (2 * learning_rate); - (*batch_gradient)[weights.size()] += derivative; + batch_gradient[weights.size()] += derivative; for (size_t i = 0; i < weights.size(); ++i) { - (*batch_gradient)[i] += - derivative * static_cast &>(*columns[i]).getData()[row_num] - - 2 * l2_reg_coef * weights[i]; +// auto value = static_cast &>(*columns[i]).getData()[row_num]; + auto value = (*columns[i])[row_num].get(); + batch_gradient[i] += derivative * value - 2 * l2_reg_coef * weights[i]; } } - void predict_block(ColumnVector::Container &container, - Block &block, - const ColumnNumbers &arguments, - const std::vector &weights, Float64 bias) const override + void predict(ColumnVector::Container &container, + Block &block, + const ColumnNumbers &arguments, + const std::vector &weights, Float64 bias) const override { size_t rows_num = block.rows(); std::vector results(rows_num, bias); for (size_t i = 1; i < arguments.size(); ++i) { - ColumnPtr cur_col = block.getByPosition(arguments[i]).column; + ColumnPtr cur_col = block.safeGetByPosition(arguments[i]).column; for (size_t row_num = 0; row_num != rows_num; ++row_num) { const auto &element = (*cur_col)[row_num]; - if (element.getType() != Field::Types::Float64) - throw Exception("Prediction arguments must be values of type Float", +// if (element.getType() != Field::Types::Float64) + if (!DB::Field::isSimpleNumeric(element.getType())) + throw Exception("Prediction arguments must be have numeric type", ErrorCodes::BAD_ARGUMENTS); results[row_num] += weights[i - 1] * element.get(); } } + container.reserve(rows_num); for (size_t row_num = 0; row_num != rows_num; ++row_num) { container.emplace_back(results[row_num]); @@ -112,28 +118,28 @@ public: LogisticRegression() {} - void compute(std::vector * batch_gradient, const std::vector &weights, Float64 bias, + void compute(std::vector & batch_gradient, const std::vector & weights, Float64 bias, Float64 learning_rate, Float64 l2_reg_coef, Float64 target, const IColumn **columns, size_t row_num) override { Float64 derivative = bias; for (size_t i = 0; i < weights.size(); ++i) { - derivative += weights[i] * static_cast &>(*columns[i]).getData()[row_num]; + auto value = static_cast &>(*columns[i]).getData()[row_num]; + derivative += weights[i] * value; } derivative *= target; derivative = exp(derivative); - (*batch_gradient)[weights.size()] += learning_rate * target / (derivative + 1); + batch_gradient[weights.size()] += learning_rate * target / (derivative + 1); for (size_t i = 0; i < weights.size(); ++i) { - (*batch_gradient)[i] += - learning_rate * target * - static_cast &>(*columns[i]).getData()[row_num] / (derivative + 1) - - 2 * l2_reg_coef * weights[i]; + auto value = static_cast &>(*columns[i]).getData()[row_num]; + batch_gradient[i] += learning_rate * target * value / (derivative + 1) + - 2 * l2_reg_coef * weights[i]; } } - void predict_block(ColumnVector::Container & container, + void predict(ColumnVector::Container & container, Block & block, const ColumnNumbers & arguments, const std::vector & weights, Float64 bias) const override @@ -143,17 +149,19 @@ public: for (size_t i = 1; i < arguments.size(); ++i) { - ColumnPtr cur_col = block.getByPosition(arguments[i]).column; + ColumnPtr cur_col = block.safeGetByPosition(arguments[i]).column; for (size_t row_num = 0; row_num != rows_num; ++row_num) { const auto &element = (*cur_col)[row_num]; - if (element.getType() != Field::Types::Float64) - throw Exception("Prediction arguments must be values of type Float", - ErrorCodes::BAD_ARGUMENTS); +// if (element.getType() != Field::Types::Float64) + if (!DB::Field::isSimpleNumeric(element.getType())) + throw Exception("Prediction arguments must have numeric type", ErrorCodes::BAD_ARGUMENTS); results[row_num] += weights[i - 1] * element.get(); } } + + container.reserve(rows_num); for (size_t row_num = 0; row_num != rows_num; ++row_num) { container.emplace_back(1 / (1 + exp(-results[row_num]))); @@ -164,30 +172,35 @@ public: /** * IWeightsUpdater class defines the way to update current weights -* and uses class GradientComputer on each iteration +* and uses GradientComputer class on each iteration */ class IWeightsUpdater { public: virtual ~IWeightsUpdater() = default; - virtual void add_to_batch(std::vector * batch_gradient, std::shared_ptr gc, + /// Calls GradientComputer to update current mini-batch + virtual void add_to_batch(std::vector & batch_gradient, IGradientComputer & gradient_computer, const std::vector & weights, Float64 bias, Float64 learning_rate, Float64 l2_reg_coef, Float64 target, const IColumn **columns, size_t row_num) { - gc->compute(batch_gradient, weights, bias, learning_rate, l2_reg_coef, target, columns, row_num); + gradient_computer.compute(batch_gradient, weights, bias, learning_rate, l2_reg_coef, target, columns, row_num); } + /// Updates current weights according to the gradient from the last mini-batch virtual void update(UInt32 batch_size, std::vector & weights, Float64 & bias, const std::vector & gradient) = 0; + /// Used during the merge of two states virtual void merge(const IWeightsUpdater &, Float64, Float64) {} + /// Used for serialization when necessary virtual void write(WriteBuffer &) const {} + /// Used for serialization when necessary virtual void read(ReadBuffer &) {} }; @@ -275,13 +288,13 @@ public: Nesterov(Float64 alpha) : alpha_(alpha) {} - void add_to_batch(std::vector * batch_gradient, std::shared_ptr gc, + void add_to_batch(std::vector & batch_gradient, IGradientComputer & gradient_computer, const std::vector & weights, Float64 bias, Float64 learning_rate, Float64 l2_reg_coef, Float64 target, const IColumn ** columns, size_t row_num) override { if (accumulated_gradient.empty()) { - accumulated_gradient.resize(batch_gradient->size(), Float64{0.0}); + accumulated_gradient.resize(batch_gradient.size(), Float64{0.0}); } std::vector shifted_weights(weights.size()); @@ -291,7 +304,7 @@ public: } auto shifted_bias = bias + accumulated_gradient[weights.size()] * alpha_; - gc->compute(batch_gradient, shifted_weights, shifted_bias, learning_rate, l2_reg_coef, target, columns, row_num); + gradient_computer.compute(batch_gradient, shifted_weights, shifted_bias, learning_rate, l2_reg_coef, target, columns, row_num); } void update(UInt32 batch_size, @@ -353,14 +366,14 @@ public: Float64 l2_reg_coef, UInt32 param_num, UInt32 batch_capacity, - std::shared_ptr gc, - std::shared_ptr wu) + std::shared_ptr gradient_computer, + std::shared_ptr weights_updater) : learning_rate(learning_rate), l2_reg_coef(l2_reg_coef), batch_capacity(batch_capacity), batch_size(0), - gradient_computer(std::move(gc)), - weights_updater(std::move(wu)) + gradient_computer(std::move(gradient_computer)), + weights_updater(std::move(weights_updater)) { weights.resize(param_num, Float64{0.0}); gradient_batch.resize(param_num + 1, Float64{0.0}); @@ -372,7 +385,7 @@ public: const auto &target = static_cast &>(*columns[0]).getData()[row_num]; /// Here we have columns + 1 as first column corresponds to target value, and others - to features - weights_updater->add_to_batch(&gradient_batch, gradient_computer, + weights_updater->add_to_batch(gradient_batch, *gradient_computer, weights, bias, learning_rate, l2_reg_coef, target, columns + 1, row_num); ++batch_size; @@ -422,9 +435,9 @@ public: weights_updater->read(buf); } - void predict_block(ColumnVector::Container &container, Block &block, const ColumnNumbers &arguments) const + void predict(ColumnVector::Container &container, Block &block, const ColumnNumbers &arguments) const { - gradient_computer->predict_block(container, block, arguments, weights, bias); + gradient_computer->predict(container, block, arguments, weights, bias); } private: @@ -482,8 +495,8 @@ public: learning_rate(learning_rate), l2_reg_coef(l2_reg_coef), batch_size(batch_size), - gc(std::move(gradient_computer)), - wu(std::move(weights_updater)) + gradient_computer(std::move(gradient_computer)), + weights_updater(std::move(weights_updater)) {} DataTypePtr getReturnType() const override @@ -493,7 +506,7 @@ public: void create(AggregateDataPtr place) const override { - new (place) Data(learning_rate, l2_reg_coef, param_num, batch_size, gc, wu); + new (place) Data(learning_rate, l2_reg_coef, param_num, batch_size, gradient_computer, weights_updater); } void add(AggregateDataPtr place, const IColumn ** columns, size_t row_num, Arena *) const override @@ -516,7 +529,7 @@ public: this->data(place).read(buf); } - void predictResultInto(ConstAggregateDataPtr place, IColumn & to, Block & block, const ColumnNumbers & arguments) const + void predictValues(ConstAggregateDataPtr place, IColumn & to, Block & block, const ColumnNumbers & arguments) const override { if (arguments.size() != param_num + 1) throw Exception("Predict got incorrect number of arguments. Got: " + @@ -525,7 +538,7 @@ public: auto &column = dynamic_cast &>(to); - this->data(place).predict_block(column.getData(), block, arguments); + this->data(place).predict(column.getData(), block, arguments); } void insertResultInto(ConstAggregateDataPtr place, IColumn & to) const override @@ -542,8 +555,8 @@ private: Float64 learning_rate; Float64 l2_reg_coef; UInt32 batch_size; - std::shared_ptr gc; - std::shared_ptr wu; + std::shared_ptr gradient_computer; + std::shared_ptr weights_updater; }; struct NameLinearRegression { static constexpr auto name = "LinearRegression"; }; diff --git a/dbms/src/AggregateFunctions/IAggregateFunction.h b/dbms/src/AggregateFunctions/IAggregateFunction.h index 694a5955310..5737ec21300 100644 --- a/dbms/src/AggregateFunctions/IAggregateFunction.h +++ b/dbms/src/AggregateFunctions/IAggregateFunction.h @@ -7,6 +7,8 @@ #include #include +#include +#include #include @@ -92,6 +94,11 @@ public: /// Inserts results into a column. virtual void insertResultInto(ConstAggregateDataPtr place, IColumn & to) const = 0; + /// This function is used for machine learning methods + virtual void predictValues(ConstAggregateDataPtr /* place */, IColumn & /*to*/, + Block & /*block*/, const ColumnNumbers & /*arguments*/) const + {} + /** Returns true for aggregate functions of type -State. * They are executed as other aggregate functions, but not finalized (return an aggregation state that can be combined with another). */ diff --git a/dbms/src/Columns/ColumnAggregateFunction.cpp b/dbms/src/Columns/ColumnAggregateFunction.cpp index 8f92ccbd96a..19fff914cb9 100644 --- a/dbms/src/Columns/ColumnAggregateFunction.cpp +++ b/dbms/src/Columns/ColumnAggregateFunction.cpp @@ -35,6 +35,8 @@ void ColumnAggregateFunction::addArena(ArenaPtr arena_) arenas.push_back(arena_); } +/// This function is used in convertToValues() and predictValues() +/// and is written here to avoid repetitions bool ColumnAggregateFunction::convertion(MutableColumnPtr *res_) const { if (const AggregateFunctionState *function_state = typeid_cast(func.get())) @@ -109,27 +111,28 @@ MutableColumnPtr ColumnAggregateFunction::predictValues(Block & block, const Col return res; } - auto ML_function_Linear = typeid_cast *>(func.get()); - auto ML_function_Logistic = typeid_cast *>(func.get()); - if (ML_function_Linear) +// auto ML_function_Linear = typeid_cast *>(func.get()); +// auto ML_function_Logistic = typeid_cast *>(func.get()); + auto ML_function = func.get(); + if (ML_function) { size_t row_num = 0; for (auto val : data) { - ML_function_Linear->predictResultInto(val, *res, block, arguments); + ML_function->predictValues(val, *res, block, arguments); ++row_num; } } - else if (ML_function_Logistic) - { - size_t row_num = 0; - for (auto val : data) - { - ML_function_Logistic->predictResultInto(val, *res, block, arguments); - ++row_num; - } - } +// else if (ML_function_Logistic) +// { +// size_t row_num = 0; +// for (auto val : data) +// { +// ML_function_Logistic->predictValues(val, *res, block, arguments); +// ++row_num; +// } +// } else { throw Exception("Illegal aggregate function is passed", diff --git a/dbms/src/Core/Field.h b/dbms/src/Core/Field.h index 7afa1395710..9208a53a7d6 100644 --- a/dbms/src/Core/Field.h +++ b/dbms/src/Core/Field.h @@ -200,6 +200,7 @@ public: template struct TypeToEnum; template struct EnumToType; + static bool isSimpleNumeric(Types::Which which) { return which >= Types::UInt64 && which <= Types::Int128; } static bool IsDecimal(Types::Which which) { return which >= Types::Decimal32 && which <= Types::Decimal128; } Field() From daf4690d37d0a33b08ddb89f97a158b74b504205 Mon Sep 17 00:00:00 2001 From: Alexander Kozhikhov Date: Sun, 21 Apr 2019 17:32:42 +0300 Subject: [PATCH 058/709] review fixes --- .../AggregateFunctionMLMethod.cpp | 18 +--- .../AggregateFunctionMLMethod.h | 93 ++++++++++--------- .../AggregateFunctions/IAggregateFunction.h | 6 +- dbms/src/Columns/ColumnAggregateFunction.cpp | 20 +--- dbms/src/Columns/ColumnAggregateFunction.h | 2 +- dbms/src/Core/Field.h | 1 - dbms/src/Functions/evalMLMethod.cpp | 13 +-- .../queries/0_stateless/00935_ml_test.sql | 2 +- .../queries/0_stateless/00936_ml_test.sql | 2 +- .../queries/0_stateless/00937_ml_test.sql | 2 +- .../0_stateless/00938_dataset_test.sql | 2 +- .../queries/0_stateless/00939_ml_test.sql | 2 +- 12 files changed, 74 insertions(+), 89 deletions(-) diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp index 2e863134984..67a361d73c8 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp @@ -24,9 +24,6 @@ AggregateFunctionPtr createAggregateFunctionMLMethod( for (size_t i = 0; i < argument_types.size(); ++i) { -// if (!WhichDataType(argument_types[i]).isFloat64()) -// throw Exception("Illegal type " + argument_types[i]->getName() + " of argument " + std::to_string(i) + "for aggregate function " + name, ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT); -// if (!WhichDataType(argument_types[i]).isNumeric()) if (!isNumber(argument_types[i])) throw Exception("Argument " + std::to_string(i) + " of type " + argument_types[i]->getName() + " must be numeric for aggregate function " + name, ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT); } @@ -55,28 +52,20 @@ AggregateFunctionPtr createAggregateFunctionMLMethod( } if (parameters.size() > 3) { - if (applyVisitor(FieldVisitorConvertToNumber(), parameters[3]) == Float64{1.0}) - { + if (applyVisitor(FieldVisitorToString(), parameters[3]) == "\'SGD\'") { weights_updater = std::make_shared(); } - else if (applyVisitor(FieldVisitorConvertToNumber(), parameters[3]) == Float64{2.0}) - { + else if (applyVisitor(FieldVisitorToString(), parameters[3]) == "\'Momentum\'") { weights_updater = std::make_shared(); } - else if (applyVisitor(FieldVisitorConvertToNumber(), parameters[3]) == Float64{3.0}) - { + else if (applyVisitor(FieldVisitorToString(), parameters[3]) == "\'Nesterov\'") { weights_updater = std::make_shared(); - } else { throw Exception("Invalid parameter for weights updater", ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT); } } -// else -// { -// weights_updater = std::make_unique(); -// } if (std::is_same::value) { @@ -91,7 +80,6 @@ AggregateFunctionPtr createAggregateFunctionMLMethod( throw Exception("Such gradient computer is not implemented yet", ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT); } - return std::make_shared(argument_types.size() - 1, gradient_computer, weights_updater, learning_rate, l2_reg_coef, batch_size, argument_types, parameters); diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h index 5e022ec410a..d535a27adaa 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h @@ -14,6 +14,7 @@ #include #include #include +#include #include #include @@ -45,7 +46,7 @@ public: virtual void predict(ColumnVector::Container &container, Block &block, const ColumnNumbers &arguments, const std::vector &weights, - Float64 bias) const = 0; + Float64 bias, const Context & context) const = 0; }; @@ -61,19 +62,14 @@ public: Float64 derivative = (target - bias); for (size_t i = 0; i < weights.size(); ++i) { -// auto value = static_cast &>(*columns[i]).getData()[row_num]; - auto value = (*columns[i])[row_num].get(); -// if ((*columns[i])[row_num].getType() == Field::Types::Float64) - derivative -= weights[i] * value; -// else -// derivative -= weights[i] * (*columns[i])[row_num].get(); + auto value = (*columns[i])[row_num].get(); + derivative -= weights[i] * value; } derivative *= (2 * learning_rate); batch_gradient[weights.size()] += derivative; for (size_t i = 0; i < weights.size(); ++i) { -// auto value = static_cast &>(*columns[i]).getData()[row_num]; auto value = (*columns[i])[row_num].get(); batch_gradient[i] += derivative * value - 2 * l2_reg_coef * weights[i]; } @@ -82,24 +78,30 @@ public: void predict(ColumnVector::Container &container, Block &block, const ColumnNumbers &arguments, - const std::vector &weights, Float64 bias) const override + const std::vector &weights, Float64 bias, const Context & context) const override { size_t rows_num = block.rows(); std::vector results(rows_num, bias); for (size_t i = 1; i < arguments.size(); ++i) { - ColumnPtr cur_col = block.safeGetByPosition(arguments[i]).column; + const ColumnWithTypeAndName & cur_col = block.getByPosition(arguments[i]); + if (!isNumber(cur_col.type)) { + throw Exception("Prediction arguments must be have numeric type", ErrorCodes::BAD_ARGUMENTS); + } + + /// If column type is already Float64 then castColumn simply returns it + auto features_col_ptr = castColumn(cur_col, std::make_shared(), context); + auto features_column = typeid_cast(features_col_ptr.get()); + + if (!features_column) + { + throw Exception("Unexpectedly cannot dynamically cast features column " + std::to_string(i), ErrorCodes::LOGICAL_ERROR); + } + for (size_t row_num = 0; row_num != rows_num; ++row_num) { - - const auto &element = (*cur_col)[row_num]; -// if (element.getType() != Field::Types::Float64) - if (!DB::Field::isSimpleNumeric(element.getType())) - throw Exception("Prediction arguments must be have numeric type", - ErrorCodes::BAD_ARGUMENTS); - - results[row_num] += weights[i - 1] * element.get(); + results[row_num] += weights[i - 1] * features_column->getElement(row_num); } } @@ -124,7 +126,7 @@ public: Float64 derivative = bias; for (size_t i = 0; i < weights.size(); ++i) { - auto value = static_cast &>(*columns[i]).getData()[row_num]; + auto value = (*columns[i])[row_num].get(); derivative += weights[i] * value; } derivative *= target; @@ -133,7 +135,7 @@ public: batch_gradient[weights.size()] += learning_rate * target / (derivative + 1); for (size_t i = 0; i < weights.size(); ++i) { - auto value = static_cast &>(*columns[i]).getData()[row_num]; + auto value = (*columns[i])[row_num].get(); batch_gradient[i] += learning_rate * target * value / (derivative + 1) - 2 * l2_reg_coef * weights[i]; } @@ -142,22 +144,30 @@ public: void predict(ColumnVector::Container & container, Block & block, const ColumnNumbers & arguments, - const std::vector & weights, Float64 bias) const override + const std::vector & weights, Float64 bias, const Context & context) const override { size_t rows_num = block.rows(); std::vector results(rows_num, bias); for (size_t i = 1; i < arguments.size(); ++i) { - ColumnPtr cur_col = block.safeGetByPosition(arguments[i]).column; + const ColumnWithTypeAndName & cur_col = block.getByPosition(arguments[i]); + if (!isNumber(cur_col.type)) { + throw Exception("Prediction arguments must be have numeric type", ErrorCodes::BAD_ARGUMENTS); + } + + /// If column type is already Float64 then castColumn simply returns it + auto features_col_ptr = castColumn(cur_col, std::make_shared(), context); + auto features_column = typeid_cast(features_col_ptr.get()); + + if (!features_column) + { + throw Exception("Unexpectedly cannot dynamically cast features column " + std::to_string(i), ErrorCodes::LOGICAL_ERROR); + } + for (size_t row_num = 0; row_num != rows_num; ++row_num) { - const auto &element = (*cur_col)[row_num]; -// if (element.getType() != Field::Types::Float64) - if (!DB::Field::isSimpleNumeric(element.getType())) - throw Exception("Prediction arguments must have numeric type", ErrorCodes::BAD_ARGUMENTS); - - results[row_num] += weights[i - 1] * element.get(); + results[row_num] += weights[i - 1] * features_column->getElement(row_num); } } @@ -382,8 +392,7 @@ public: void add(const IColumn **columns, size_t row_num) { /// first column stores target; features start from (columns + 1) - const auto &target = static_cast &>(*columns[0]).getData()[row_num]; - + const auto &target = (*columns[0])[row_num].get(); /// Here we have columns + 1 as first column corresponds to target value, and others - to features weights_updater->add_to_batch(gradient_batch, *gradient_computer, weights, bias, learning_rate, l2_reg_coef, target, columns + 1, row_num); @@ -435,9 +444,9 @@ public: weights_updater->read(buf); } - void predict(ColumnVector::Container &container, Block &block, const ColumnNumbers &arguments) const + void predict(ColumnVector::Container &container, Block &block, const ColumnNumbers &arguments, const Context & context) const { - gradient_computer->predict(container, block, arguments, weights, bias); + gradient_computer->predict(container, block, arguments, weights, bias, context); } private: @@ -490,14 +499,14 @@ public: UInt32 batch_size, const DataTypes & arguments_types, const Array & params) - : IAggregateFunctionDataHelper>(arguments_types, params), - param_num(param_num), - learning_rate(learning_rate), - l2_reg_coef(l2_reg_coef), - batch_size(batch_size), - gradient_computer(std::move(gradient_computer)), - weights_updater(std::move(weights_updater)) - {} + : IAggregateFunctionDataHelper>(arguments_types, params), + param_num(param_num), + learning_rate(learning_rate), + l2_reg_coef(l2_reg_coef), + batch_size(batch_size), + gradient_computer(std::move(gradient_computer)), + weights_updater(std::move(weights_updater)) + {} DataTypePtr getReturnType() const override { @@ -529,7 +538,7 @@ public: this->data(place).read(buf); } - void predictValues(ConstAggregateDataPtr place, IColumn & to, Block & block, const ColumnNumbers & arguments) const override + void predictValues(ConstAggregateDataPtr place, IColumn & to, Block & block, const ColumnNumbers & arguments, const Context & context) const override { if (arguments.size() != param_num + 1) throw Exception("Predict got incorrect number of arguments. Got: " + @@ -538,7 +547,7 @@ public: auto &column = dynamic_cast &>(to); - this->data(place).predict(column.getData(), block, arguments); + this->data(place).predict(column.getData(), block, arguments, context); } void insertResultInto(ConstAggregateDataPtr place, IColumn & to) const override diff --git a/dbms/src/AggregateFunctions/IAggregateFunction.h b/dbms/src/AggregateFunctions/IAggregateFunction.h index 5737ec21300..b4456163fee 100644 --- a/dbms/src/AggregateFunctions/IAggregateFunction.h +++ b/dbms/src/AggregateFunctions/IAggregateFunction.h @@ -96,8 +96,10 @@ public: /// This function is used for machine learning methods virtual void predictValues(ConstAggregateDataPtr /* place */, IColumn & /*to*/, - Block & /*block*/, const ColumnNumbers & /*arguments*/) const - {} + Block & /*block*/, const ColumnNumbers & /*arguments*/, const Context & /*context*/) const + { + throw Exception("Method predictValues is not supported for " + getName(), ErrorCodes::NOT_IMPLEMENTED); + } /** Returns true for aggregate functions of type -State. * They are executed as other aggregate functions, but not finalized (return an aggregation state that can be combined with another). diff --git a/dbms/src/Columns/ColumnAggregateFunction.cpp b/dbms/src/Columns/ColumnAggregateFunction.cpp index 19fff914cb9..451b4377130 100644 --- a/dbms/src/Columns/ColumnAggregateFunction.cpp +++ b/dbms/src/Columns/ColumnAggregateFunction.cpp @@ -103,36 +103,22 @@ MutableColumnPtr ColumnAggregateFunction::convertToValues() const return res; } -MutableColumnPtr ColumnAggregateFunction::predictValues(Block & block, const ColumnNumbers & arguments) const +MutableColumnPtr ColumnAggregateFunction::predictValues(Block & block, const ColumnNumbers & arguments, const Context & context) const { MutableColumnPtr res; - if (convertion(&res)) - { - return res; - } + convertion(&res); -// auto ML_function_Linear = typeid_cast *>(func.get()); -// auto ML_function_Logistic = typeid_cast *>(func.get()); auto ML_function = func.get(); if (ML_function) { size_t row_num = 0; for (auto val : data) { - ML_function->predictValues(val, *res, block, arguments); + ML_function->predictValues(val, *res, block, arguments, context); ++row_num; } } -// else if (ML_function_Logistic) -// { -// size_t row_num = 0; -// for (auto val : data) -// { -// ML_function_Logistic->predictValues(val, *res, block, arguments); -// ++row_num; -// } -// } else { throw Exception("Illegal aggregate function is passed", diff --git a/dbms/src/Columns/ColumnAggregateFunction.h b/dbms/src/Columns/ColumnAggregateFunction.h index b7855cf2b37..a0bdfe4d88c 100644 --- a/dbms/src/Columns/ColumnAggregateFunction.h +++ b/dbms/src/Columns/ColumnAggregateFunction.h @@ -119,7 +119,7 @@ public: const char * getFamilyName() const override { return "AggregateFunction"; } bool convertion(MutableColumnPtr* res_) const; - MutableColumnPtr predictValues(Block & block, const ColumnNumbers & arguments) const; + MutableColumnPtr predictValues(Block & block, const ColumnNumbers & arguments, const Context & context) const; size_t size() const override { diff --git a/dbms/src/Core/Field.h b/dbms/src/Core/Field.h index 9208a53a7d6..7afa1395710 100644 --- a/dbms/src/Core/Field.h +++ b/dbms/src/Core/Field.h @@ -200,7 +200,6 @@ public: template struct TypeToEnum; template struct EnumToType; - static bool isSimpleNumeric(Types::Which which) { return which >= Types::UInt64 && which <= Types::Int128; } static bool IsDecimal(Types::Which which) { return which >= Types::Decimal32 && which <= Types::Decimal128; } Field() diff --git a/dbms/src/Functions/evalMLMethod.cpp b/dbms/src/Functions/evalMLMethod.cpp index ffdad6cf26e..a83bc717596 100644 --- a/dbms/src/Functions/evalMLMethod.cpp +++ b/dbms/src/Functions/evalMLMethod.cpp @@ -29,10 +29,12 @@ class FunctionEvalMLMethod : public IFunction { public: static constexpr auto name = "evalMLMethod"; - static FunctionPtr create(const Context &) + static FunctionPtr create(const Context & context) { - return std::make_shared(); + return std::make_shared(context); } + FunctionEvalMLMethod(const Context & context) : context(context) + {} String getName() const override { @@ -72,14 +74,13 @@ public: if (!column_with_states) throw Exception("Illegal column " + block.getByPosition(arguments[0]).column->getName() - + " of first argument of function " - + getName(), - ErrorCodes::ILLEGAL_COLUMN); + + " of first argument of function " + getName(), ErrorCodes::ILLEGAL_COLUMN); block.getByPosition(result).column = - typeid_cast(&*column_with_states->getDataColumnPtr())->predictValues(block, arguments); + typeid_cast(&*column_with_states->getDataColumnPtr())->predictValues(block, arguments, context); } + const Context & context; }; void registerFunctionEvalMLMethod(FunctionFactory & factory) diff --git a/dbms/tests/queries/0_stateless/00935_ml_test.sql b/dbms/tests/queries/0_stateless/00935_ml_test.sql index b6a02893840..ab6a033e941 100644 --- a/dbms/tests/queries/0_stateless/00935_ml_test.sql +++ b/dbms/tests/queries/0_stateless/00935_ml_test.sql @@ -11,7 +11,7 @@ CREATE TABLE IF NOT EXISTS test.defaults insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 40.0), (0.121, -0.615, 4.290, 20.0, 40.0); DROP TABLE IF EXISTS test.model; -create table test.model engine = Memory as select LinearRegressionState(0.1, 0.0, 2, 1.0)(target, param1, param2) as state from test.defaults; +create table test.model engine = Memory as select LinearRegressionState(0.1, 0.0, 2, 'SGD')(target, param1, param2) as state from test.defaults; select ans < -61.374 and ans > -61.375 from (with (select state from remote('127.0.0.1', test.model)) as model select evalMLMethod(model, predict1, predict2) as ans from remote('127.0.0.1', test.defaults)); diff --git a/dbms/tests/queries/0_stateless/00936_ml_test.sql b/dbms/tests/queries/0_stateless/00936_ml_test.sql index 9dbb7ece7fe..c03aba972e7 100644 --- a/dbms/tests/queries/0_stateless/00936_ml_test.sql +++ b/dbms/tests/queries/0_stateless/00936_ml_test.sql @@ -10,7 +10,7 @@ CREATE TABLE IF NOT EXISTS test.defaults ) ENGINE = Memory; insert into test.defaults values (1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2),(1,2,1,-1,-2),(-1,-2,-1,1,2) DROP TABLE IF EXISTS test.model; -create table test.model engine = Memory as select LogisticRegressionState(0.1, 0.0, 1.0, 1)(target, param1, param2) as state from test.defaults; +create table test.model engine = Memory as select LogisticRegressionState(0.1, 0.0, 1.0, 'SGD')(target, param1, param2) as state from test.defaults; select ans < 1.1 and ans > 0.9 from (with (select state from test.model) as model select evalMLMethod(model, predict1, predict2) as ans from test.defaults limit 2); diff --git a/dbms/tests/queries/0_stateless/00937_ml_test.sql b/dbms/tests/queries/0_stateless/00937_ml_test.sql index 94dea65ed55..465be25acb5 100644 --- a/dbms/tests/queries/0_stateless/00937_ml_test.sql +++ b/dbms/tests/queries/0_stateless/00937_ml_test.sql @@ -21,5 +21,5 @@ CREATE TABLE IF NOT EXISTS test.defaults ) ENGINE = Memory; insert into test.defaults values 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DROP TABLE IF EXISTS test.model; -create table test.model engine = Memory as select LinearRegressionState(0.1, 0.0, 5, 1.0)(target, param1, param2, param3, param4, param5, param6, param7) as state from test.defaults; +create table test.model engine = Memory as select LinearRegressionState(0.1, 0.0, 5, 'SGD')(target, param1, param2, param3, param4, param5, param6, param7) as state from test.defaults; with (select state from test.model) as model select evalMLMethod(model, predict1, predict2, predict3, predict4, predict5, predict6, predict7) from test.defaults; diff --git a/dbms/tests/queries/0_stateless/00938_dataset_test.sql b/dbms/tests/queries/0_stateless/00938_dataset_test.sql index 2ade0fc412c..bb71b49379c 100644 --- a/dbms/tests/queries/0_stateless/00938_dataset_test.sql +++ b/dbms/tests/queries/0_stateless/00938_dataset_test.sql @@ -11,7 +11,7 @@ CREATE TABLE IF NOT EXISTS test.defaults insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 40.0), (0.121, -0.615, 4.290, 20.0, 40.0), (-1.099, 2.755, -3.060, 20.0, 40.0), (1.090, 2.945, -2.346, 20.0, 40.0), (0.305, 2.179, -1.205, 20.0, 40.0), (-0.925, 0.702, 1.134, 20.0, 40.0), (3.178, -1.316, 7.221, 20.0, 40.0), (-2.756, -0.473, 2.569, 20.0, 40.0), (3.665, 2.303, 0.226, 20.0, 40.0), (1.662, 1.951, -0.070, 20.0, 40.0), (2.869, 0.593, 3.249, 20.0, 40.0), (0.818, -0.593, 4.594, 20.0, 40.0), (-1.917, 0.916, 0.209, 20.0, 40.0), (2.706, 1.523, 1.307, 20.0, 40.0), (0.219, 2.162, -1.214, 20.0, 40.0), (-4.510, 1.376, -2.007, 20.0, 40.0), (4.284, -0.515, 6.173, 20.0, 40.0), (-1.101, 2.810, -3.170, 20.0, 40.0), (-1.810, -1.117, 4.329, 20.0, 40.0), (0.055, 1.115, 0.797, 20.0, 40.0), (-2.178, 2.904, -3.898, 20.0, 40.0), (-3.494, -1.814, 4.882, 20.0, 40.0), (3.027, 0.476, 3.562, 20.0, 40.0), (-1.434, 1.151, -0.018, 20.0, 40.0), (1.180, 0.992, 1.606, 20.0, 40.0), (0.015, 0.971, 1.067, 20.0, 40.0), (-0.511, -0.875, 4.495, 20.0, 40.0), (0.961, 2.348, -1.216, 20.0, 40.0), (-2.279, 0.038, 1.785, 20.0, 40.0), (-1.568, -0.248, 2.712, 20.0, 40.0), (-0.496, 0.366, 2.020, 20.0, 40.0), (1.177, -1.401, 6.390, 20.0, 40.0), (2.882, -1.442, 7.325, 20.0, 40.0), (-1.066, 1.817, -1.167, 20.0, 40.0), (-2.144, 2.791, -3.655, 20.0, 40.0), (-4.370, 2.228, -3.642, 20.0, 40.0), (3.996, 2.775, -0.553, 20.0, 40.0), (0.289, 2.055, -0.965, 20.0, 40.0), (-0.588, -1.601, 5.908, 20.0, 40.0), (-1.801, 0.417, 1.265, 20.0, 40.0), (4.375, -1.499, 8.186, 20.0, 40.0), (-2.618, 0.038, 1.615, 20.0, 40.0), (3.616, -0.833, 6.475, 20.0, 40.0), (-4.045, -1.558, 4.094, 20.0, 40.0), (-3.962, 0.636, -0.253, 20.0, 40.0), (3.505, 2.625, -0.497, 20.0, 40.0), (3.029, -0.523, 5.560, 20.0, 40.0), (-3.520, -0.474, 2.188, 20.0, 40.0), (2.430, -1.469, 7.154, 20.0, 40.0), (1.547, -1.654, 7.082, 20.0, 40.0), (-1.370, 0.575, 1.165, 20.0, 40.0), (-1.869, -1.555, 5.176, 20.0, 40.0), (3.536, 2.841, -0.913, 20.0, 40.0), (-3.810, 1.220, -1.344, 20.0, 40.0), (-1.971, 1.462, -0.910, 20.0, 40.0), (-0.243, 0.167, 2.545, 20.0, 40.0), (-1.403, 2.645, -2.991, 20.0, 40.0), (0.532, -0.114, 3.494, 20.0, 40.0), (-1.678, 0.975, 0.212, 20.0, 40.0), (-0.656, 2.140, -1.609, 20.0, 40.0), (1.743, 2.631, -1.390, 20.0, 40.0), (2.586, 2.943, -1.593, 20.0, 40.0), (-0.512, 2.969, -3.195, 20.0, 40.0), (2.283, -0.100, 4.342, 20.0, 40.0), (-4.293, 0.872, -0.890, 20.0, 40.0), (3.411, 1.300, 2.106, 20.0, 40.0), (-0.281, 2.951, -3.042, 20.0, 40.0), (-4.442, 0.384, 0.012, 20.0, 40.0), (1.194, 1.746, 0.104, 20.0, 40.0), (-1.152, 1.862, -1.300, 20.0, 40.0), (1.362, -1.341, 6.363, 20.0, 40.0), (-4.488, 2.618, -4.481, 20.0, 40.0), (3.419, -0.564, 5.837, 20.0, 40.0), (-3.392, 0.396, 0.512, 20.0, 40.0), (-1.629, -0.909, 4.003, 20.0, 40.0), (4.447, -1.088, 7.399, 20.0, 40.0), (-1.232, 1.699, -1.014, 20.0, 40.0), (-1.286, -0.609, 3.575, 20.0, 40.0), (2.437, 2.796, -1.374, 20.0, 40.0), (-4.864, 1.989, -3.410, 20.0, 40.0), (-1.716, -1.399, 4.940, 20.0, 40.0), (-3.084, 1.858, -2.259, 20.0, 40.0), (2.828, -0.319, 5.053, 20.0, 40.0), (-1.226, 2.586, -2.786, 20.0, 40.0), (2.456, 0.092, 4.044, 20.0, 40.0), (-0.989, 2.375, -2.245, 20.0, 40.0), (3.268, 0.935, 2.765, 20.0, 40.0), (-4.128, -1.995, 4.927, 20.0, 40.0), (-1.083, 2.197, -1.935, 20.0, 40.0), (-3.471, -1.198, 3.660, 20.0, 40.0), (4.617, -1.136, 7.579, 20.0, 40.0), (2.054, -1.675, 7.378, 20.0, 40.0), (4.106, 2.326, 0.402, 20.0, 40.0), (1.558, 0.310, 3.158, 20.0, 40.0), (0.792, 0.900, 1.596, 20.0, 40.0), (-3.229, 0.300, 0.785, 20.0, 40.0), (3.787, -0.793, 6.479, 20.0, 40.0), (1.786, 2.288, -0.684, 20.0, 40.0), (2.643, 0.223, 3.875, 20.0, 40.0), (-3.592, 2.122, -3.040, 20.0, 40.0), (4.519, -1.760, 8.779, 20.0, 40.0), (3.221, 2.255, 0.101, 20.0, 40.0), (4.151, 1.788, 1.500, 20.0, 40.0), (-1.033, -1.195, 4.874, 20.0, 40.0), (-1.636, -1.037, 4.257, 20.0, 40.0), (-3.548, 1.911, -2.596, 20.0, 40.0), (4.829, -0.293, 6.001, 20.0, 40.0), (-4.684, -1.664, 3.986, 20.0, 40.0), (4.531, -0.503, 6.271, 20.0, 40.0), (-3.503, -1.606, 4.460, 20.0, 40.0), (-2.036, -1.522, 5.027, 20.0, 40.0), (-0.473, -0.617, 3.997, 20.0, 40.0), (-1.554, -1.630, 5.483, 20.0, 40.0), (-3.567, -1.043, 3.302, 20.0, 40.0), (-2.038, 0.579, 0.823, 20.0, 40.0), (-3.040, 0.857, -0.233, 20.0, 40.0), (4.610, 0.562, 4.181, 20.0, 40.0), (-3.323, -1.938, 5.215, 20.0, 40.0), (4.314, 1.720, 1.717, 20.0, 40.0), (-1.220, 0.615, 1.161, 20.0, 40.0), (-2.556, 1.120, -0.519, 20.0, 40.0), (-3.717, -0.108, 1.358, 20.0, 40.0), (4.689, -1.826, 8.996, 20.0, 40.0), (3.452, 0.506, 3.713, 20.0, 40.0), (2.472, 0.612, 3.012, 20.0, 40.0), (3.452, 0.450, 3.826, 20.0, 40.0), (1.207, 2.585, -1.567, 20.0, 40.0), (-4.826, 1.090, -1.593, 20.0, 40.0), (3.116, -1.118, 6.794, 20.0, 40.0), (0.448, 2.732, -2.240, 20.0, 40.0), (-1.096, -0.525, 3.503, 20.0, 40.0), (-4.680, -0.238, 1.137, 20.0, 40.0), (2.552, -1.403, 7.082, 20.0, 40.0), (0.719, 2.997, -2.635, 20.0, 40.0), (0.347, -1.966, 7.105, 20.0, 40.0), (2.958, -0.404, 5.288, 20.0, 40.0), (0.722, -1.950, 7.261, 20.0, 40.0), (-2.851, -0.986, 3.546, 20.0, 40.0), (-4.316, -0.439, 1.721, 20.0, 40.0), (-1.685, -0.201, 2.560, 20.0, 40.0), (1.856, 0.190, 3.549, 20.0, 40.0), (-2.052, 0.206, 1.562, 20.0, 40.0), (-2.504, -0.646, 3.041, 20.0, 40.0), (3.235, 0.882, 2.854, 20.0, 40.0), (-1.366, -1.573, 5.463, 20.0, 40.0), (-3.447, 2.419, -3.562, 20.0, 40.0), (4.155, 2.092, 0.893, 20.0, 40.0), (-0.935, 0.209, 2.116, 20.0, 40.0), (3.117, -1.821, 8.201, 20.0, 40.0), (3.759, 0.577, 3.725, 20.0, 40.0), (-0.938, 2.992, -3.453, 20.0, 40.0), (-0.525, 2.341, -1.945, 20.0, 40.0), (4.540, 2.625, 0.019, 20.0, 40.0), (-2.097, 1.190, -0.429, 20.0, 40.0), (-2.672, 1.983, -2.302, 20.0, 40.0), (-3.038, -1.490, 4.460, 20.0, 40.0), (-0.943, 2.149, -1.770, 20.0, 40.0), (0.739, 1.598, 0.174, 20.0, 40.0), (1.828, 1.853, 0.208, 20.0, 40.0), (4.856, 0.137, 5.153, 20.0, 40.0), (-1.617, 0.468, 1.255, 20.0, 40.0), (-1.972, 2.053, -2.092, 20.0, 40.0), (-4.633, 1.389, -2.094, 20.0, 40.0), (-3.628, -1.156, 3.498, 20.0, 40.0), (3.597, 1.034, 2.731, 20.0, 40.0), (-1.488, -0.002, 2.261, 20.0, 40.0), (0.749, 1.921, -0.468, 20.0, 40.0), (1.304, -1.371, 6.394, 20.0, 40.0), (4.587, 2.936, -0.579, 20.0, 40.0), (-2.241, 1.791, -1.703, 20.0, 40.0), (-2.945, 1.372, -1.216, 20.0, 40.0), (1.375, 0.395, 2.898, 20.0, 40.0), (-1.281, -0.641, 3.642, 20.0, 40.0), (2.178, 0.895, 2.299, 20.0, 40.0), (3.031, -0.786, 6.087, 20.0, 40.0), (-1.385, -0.375, 3.058, 20.0, 40.0), (4.041, -0.431, 5.882, 20.0, 40.0), (0.480, -0.507, 4.254, 20.0, 40.0), (-3.797, 0.140, 0.822, 20.0, 40.0), (2.355, 2.502, -0.827, 20.0, 40.0), (1.376, -1.583, 6.854, 20.0, 40.0), (0.164, 1.405, 0.273, 20.0, 40.0), (-1.273, 1.471, -0.579, 20.0, 40.0), (0.770, 2.246, -1.107, 20.0, 40.0), (4.552, 2.904, -0.533, 20.0, 40.0), (4.259, -1.772, 8.674, 20.0, 40.0), (-0.309, 1.159, 0.528, 20.0, 40.0), (3.581, 2.700, -0.610, 20.0, 40.0), (-3.202, 0.346, 0.707, 20.0, 40.0), (-1.575, 1.242, -0.271, 20.0, 40.0), (-1.584, -0.493, 3.194, 20.0, 40.0), (-3.778, 0.150, 0.810, 20.0, 40.0), (-4.675, 1.749, -2.835, 20.0, 40.0), (3.567, -0.792, 6.367, 20.0, 40.0), (-0.417, 1.399, -0.006, 20.0, 40.0), (-4.672, 2.007, -3.349, 20.0, 40.0), (-1.034, 0.196, 2.090, 20.0, 40.0), (-3.796, 2.496, -3.890, 20.0, 40.0), (3.532, -0.497, 5.759, 20.0, 40.0), (4.868, -1.359, 8.151, 20.0, 40.0), (-0.769, 0.302, 2.011, 20.0, 40.0), (4.475, 2.612, 0.014, 20.0, 40.0), (-3.532, -0.395, 2.024, 20.0, 40.0), (0.322, 0.675, 1.812, 20.0, 40.0), (-2.028, -1.942, 5.870, 20.0, 40.0), (1.810, -1.244, 6.392, 20.0, 40.0), (-0.783, 1.242, 0.124, 20.0, 40.0), (-4.745, -1.300, 3.227, 20.0, 40.0), (1.902, 1.973, 0.005, 20.0, 40.0), (-3.453, -1.429, 4.132, 20.0, 40.0), (1.559, 0.986, 1.808, 20.0, 40.0), (0.128, 2.754, -2.443, 20.0, 40.0), (2.759, 1.727, 0.926, 20.0, 40.0), (-4.468, 1.690, -2.614, 20.0, 40.0), (-2.368, -1.922, 5.659, 20.0, 40.0), (-2.766, 2.128, -2.640, 20.0, 40.0), (0.967, -1.825, 7.133, 20.0, 40.0), (-2.854, 2.855, -4.136, 20.0, 40.0), (-2.944, 1.875, -2.222, 20.0, 40.0), (-2.632, -0.983, 3.649, 20.0, 40.0), (2.427, 2.239, -0.266, 20.0, 40.0), (-1.726, -0.838, 3.812, 20.0, 40.0), (0.007, -0.903, 4.809, 20.0, 40.0), (-2.013, 1.092, -0.191, 20.0, 40.0), (-0.449, 0.970, 0.836, 20.0, 40.0), (1.396, 0.411, 2.876, 20.0, 40.0), (-1.115, -1.790, 6.023, 20.0, 40.0), (3.748, 1.917, 1.039, 20.0, 40.0), (2.978, 1.043, 2.404, 20.0, 40.0), (-3.969, 2.514, -4.013, 20.0, 40.0), (4.455, -0.050, 5.328, 20.0, 40.0), (-3.065, -0.846, 3.160, 20.0, 40.0), (-1.069, 2.167, -1.869, 20.0, 40.0), (3.016, -1.393, 7.294, 20.0, 40.0), (0.045, -1.928, 6.879, 20.0, 40.0), (-2.555, -0.984, 3.690, 20.0, 40.0), (-1.995, -0.054, 2.111, 20.0, 40.0), (4.600, -0.509, 6.318, 20.0, 40.0), (-1.942, 1.215, -0.402, 20.0, 40.0), (1.262, 2.765, -1.899, 20.0, 40.0), (2.617, -1.106, 6.521, 20.0, 40.0), (1.737, 0.554, 2.761, 20.0, 40.0), (-2.197, 0.632, 0.638, 20.0, 40.0), (4.768, 2.618, 0.147, 20.0, 40.0), (-3.737, -0.939, 3.010, 20.0, 40.0), (-2.623, 0.595, 0.499, 20.0, 40.0), (4.752, -0.340, 6.057, 20.0, 40.0), (2.333, -1.037, 6.240, 20.0, 40.0), (4.234, -1.882, 8.881, 20.0, 40.0), (-3.393, -0.812, 2.927, 20.0, 40.0), (0.885, 1.383, 0.678, 20.0, 40.0), (0.123, 2.937, -2.812, 20.0, 40.0), (2.969, 0.760, 2.964, 20.0, 40.0), (-4.929, 1.251, -1.967, 20.0, 40.0), (1.916, 2.223, -0.488, 20.0, 40.0), (-0.020, -1.740, 6.469, 20.0, 40.0), (0.702, -1.272, 5.895, 20.0, 40.0), (2.496, 2.648, -1.048, 20.0, 40.0), (4.067, -1.475, 7.984, 20.0, 40.0), (-3.717, 1.851, -2.561, 20.0, 40.0), (1.678, -0.624, 5.088, 20.0, 40.0), (1.073, 0.695, 2.146, 20.0, 40.0), (1.842, -0.749, 5.419, 20.0, 40.0), (-3.518, 1.909, -2.578, 20.0, 40.0), (2.229, 1.189, 1.737, 20.0, 40.0), (4.987, 2.893, -0.292, 20.0, 40.0), (-4.809, 1.043, -1.490, 20.0, 40.0), (-0.241, -0.728, 4.334, 20.0, 40.0), (-3.331, 0.590, 0.156, 20.0, 40.0), (-0.455, 2.621, -2.470, 20.0, 40.0), (1.492, 1.223, 1.301, 20.0, 40.0), (3.948, 2.841, -0.709, 20.0, 40.0), (0.732, 0.446, 2.475, 20.0, 40.0), (2.400, 2.390, -0.579, 20.0, 40.0), (-2.718, 1.427, -1.213, 20.0, 40.0), (-1.826, 1.451, -0.815, 20.0, 40.0), (1.125, 0.438, 2.686, 20.0, 40.0), (-4.918, 1.880, -3.219, 20.0, 40.0), (3.068, -0.442, 5.418, 20.0, 40.0), (1.982, 1.201, 1.589, 20.0, 40.0), (0.701, -1.709, 6.768, 20.0, 40.0), (-1.496, 2.564, -2.877, 20.0, 40.0), (-3.812, 0.974, -0.853, 20.0, 40.0), (-3.405, 2.018, -2.739, 20.0, 40.0), (2.211, 2.889, -1.674, 20.0, 40.0), (-2.481, 2.931, -4.103, 20.0, 40.0), (-3.721, 2.765, -4.391, 20.0, 40.0), (-1.768, -1.292, 4.699, 20.0, 40.0), (-4.462, 1.058, -1.347, 20.0, 40.0), (-3.516, -1.942, 5.126, 20.0, 40.0), (0.485, 2.420, -1.597, 20.0, 40.0), (-0.492, 0.242, 2.270, 20.0, 40.0), (4.245, 1.689, 1.744, 20.0, 40.0), (2.234, 0.364, 3.389, 20.0, 40.0), (2.629, 2.224, -0.134, 20.0, 40.0), (-4.375, 1.221, -1.630, 20.0, 40.0), (-0.618, 1.374, -0.057, 20.0, 40.0), (-2.580, -1.604, 4.918, 20.0, 40.0), (0.159, 1.104, 0.871, 20.0, 40.0), (-3.597, 0.975, -0.749, 20.0, 40.0); DROP TABLE IF EXISTS test.model; -create table test.model engine = Memory as select LinearRegressionState(0.03, 0.00001, 2, 2.0)(target, param1, param2) as state from test.defaults; +create table test.model engine = Memory as select LinearRegressionState(0.03, 0.00001, 2, 'Momentum')(target, param1, param2) as state from test.defaults; select ans > -67.0 and ans < -66.9 from (with (select state + state + state from test.model) as model select evalMLMethod(model, predict1, predict2) as ans from test.defaults limit 1); diff --git a/dbms/tests/queries/0_stateless/00939_ml_test.sql b/dbms/tests/queries/0_stateless/00939_ml_test.sql index 6152053f17a..166b3ae0d85 100644 --- a/dbms/tests/queries/0_stateless/00939_ml_test.sql +++ b/dbms/tests/queries/0_stateless/00939_ml_test.sql @@ -11,7 +11,7 @@ CREATE TABLE IF NOT EXISTS test.defaults insert into test.defaults values (-3.273, -1.452, 4.267, 20.0, 40.0), (0.121, -0.615, 4.290, 20.0, 40.0), (-1.099, 2.755, -3.060, 20.0, 40.0), (1.090, 2.945, -2.346, 20.0, 40.0), (0.305, 2.179, -1.205, 20.0, 40.0), (-0.925, 0.702, 1.134, 20.0, 40.0), (3.178, -1.316, 7.221, 20.0, 40.0), (-2.756, -0.473, 2.569, 20.0, 40.0), (3.665, 2.303, 0.226, 20.0, 40.0), (1.662, 1.951, -0.070, 20.0, 40.0), (2.869, 0.593, 3.249, 20.0, 40.0), (0.818, -0.593, 4.594, 20.0, 40.0), (-1.917, 0.916, 0.209, 20.0, 40.0), (2.706, 1.523, 1.307, 20.0, 40.0), (0.219, 2.162, -1.214, 20.0, 40.0), (-4.510, 1.376, -2.007, 20.0, 40.0), (4.284, -0.515, 6.173, 20.0, 40.0), (-1.101, 2.810, -3.170, 20.0, 40.0), (-1.810, -1.117, 4.329, 20.0, 40.0), (0.055, 1.115, 0.797, 20.0, 40.0), (-2.178, 2.904, -3.898, 20.0, 40.0), (-3.494, -1.814, 4.882, 20.0, 40.0), (3.027, 0.476, 3.562, 20.0, 40.0), (-1.434, 1.151, -0.018, 20.0, 40.0), (1.180, 0.992, 1.606, 20.0, 40.0), (0.015, 0.971, 1.067, 20.0, 40.0), (-0.511, -0.875, 4.495, 20.0, 40.0), (0.961, 2.348, -1.216, 20.0, 40.0), (-2.279, 0.038, 1.785, 20.0, 40.0), (-1.568, -0.248, 2.712, 20.0, 40.0), (-0.496, 0.366, 2.020, 20.0, 40.0), (1.177, -1.401, 6.390, 20.0, 40.0), (2.882, -1.442, 7.325, 20.0, 40.0), (-1.066, 1.817, -1.167, 20.0, 40.0), (-2.144, 2.791, -3.655, 20.0, 40.0), (-4.370, 2.228, -3.642, 20.0, 40.0), (3.996, 2.775, -0.553, 20.0, 40.0), (0.289, 2.055, -0.965, 20.0, 40.0), (-0.588, -1.601, 5.908, 20.0, 40.0), (-1.801, 0.417, 1.265, 20.0, 40.0), (4.375, -1.499, 8.186, 20.0, 40.0), (-2.618, 0.038, 1.615, 20.0, 40.0), (3.616, -0.833, 6.475, 20.0, 40.0), (-4.045, -1.558, 4.094, 20.0, 40.0), (-3.962, 0.636, -0.253, 20.0, 40.0), (3.505, 2.625, -0.497, 20.0, 40.0), (3.029, -0.523, 5.560, 20.0, 40.0), (-3.520, -0.474, 2.188, 20.0, 40.0), (2.430, -1.469, 7.154, 20.0, 40.0), (1.547, -1.654, 7.082, 20.0, 40.0), (-1.370, 0.575, 1.165, 20.0, 40.0), (-1.869, -1.555, 5.176, 20.0, 40.0), (3.536, 2.841, -0.913, 20.0, 40.0), (-3.810, 1.220, -1.344, 20.0, 40.0), (-1.971, 1.462, -0.910, 20.0, 40.0), (-0.243, 0.167, 2.545, 20.0, 40.0), (-1.403, 2.645, -2.991, 20.0, 40.0), (0.532, -0.114, 3.494, 20.0, 40.0), (-1.678, 0.975, 0.212, 20.0, 40.0), (-0.656, 2.140, -1.609, 20.0, 40.0), (1.743, 2.631, -1.390, 20.0, 40.0), (2.586, 2.943, -1.593, 20.0, 40.0), (-0.512, 2.969, -3.195, 20.0, 40.0), (2.283, -0.100, 4.342, 20.0, 40.0), (-4.293, 0.872, -0.890, 20.0, 40.0), (3.411, 1.300, 2.106, 20.0, 40.0), (-0.281, 2.951, -3.042, 20.0, 40.0), (-4.442, 0.384, 0.012, 20.0, 40.0), (1.194, 1.746, 0.104, 20.0, 40.0), (-1.152, 1.862, -1.300, 20.0, 40.0), (1.362, -1.341, 6.363, 20.0, 40.0), (-4.488, 2.618, -4.481, 20.0, 40.0), (3.419, -0.564, 5.837, 20.0, 40.0), (-3.392, 0.396, 0.512, 20.0, 40.0), (-1.629, -0.909, 4.003, 20.0, 40.0), (4.447, -1.088, 7.399, 20.0, 40.0), (-1.232, 1.699, -1.014, 20.0, 40.0), (-1.286, -0.609, 3.575, 20.0, 40.0), (2.437, 2.796, -1.374, 20.0, 40.0), (-4.864, 1.989, -3.410, 20.0, 40.0), (-1.716, -1.399, 4.940, 20.0, 40.0), (-3.084, 1.858, -2.259, 20.0, 40.0), (2.828, -0.319, 5.053, 20.0, 40.0), (-1.226, 2.586, -2.786, 20.0, 40.0), (2.456, 0.092, 4.044, 20.0, 40.0), (-0.989, 2.375, -2.245, 20.0, 40.0), (3.268, 0.935, 2.765, 20.0, 40.0), (-4.128, -1.995, 4.927, 20.0, 40.0), (-1.083, 2.197, -1.935, 20.0, 40.0), (-3.471, -1.198, 3.660, 20.0, 40.0), (4.617, -1.136, 7.579, 20.0, 40.0), (2.054, -1.675, 7.378, 20.0, 40.0), (4.106, 2.326, 0.402, 20.0, 40.0), (1.558, 0.310, 3.158, 20.0, 40.0), (0.792, 0.900, 1.596, 20.0, 40.0), (-3.229, 0.300, 0.785, 20.0, 40.0), (3.787, -0.793, 6.479, 20.0, 40.0), (1.786, 2.288, -0.684, 20.0, 40.0), (2.643, 0.223, 3.875, 20.0, 40.0), (-3.592, 2.122, -3.040, 20.0, 40.0), (4.519, -1.760, 8.779, 20.0, 40.0), (3.221, 2.255, 0.101, 20.0, 40.0), (4.151, 1.788, 1.500, 20.0, 40.0), (-1.033, -1.195, 4.874, 20.0, 40.0), (-1.636, -1.037, 4.257, 20.0, 40.0), (-3.548, 1.911, -2.596, 20.0, 40.0), (4.829, -0.293, 6.001, 20.0, 40.0), (-4.684, -1.664, 3.986, 20.0, 40.0), (4.531, -0.503, 6.271, 20.0, 40.0), (-3.503, -1.606, 4.460, 20.0, 40.0), (-2.036, -1.522, 5.027, 20.0, 40.0), (-0.473, -0.617, 3.997, 20.0, 40.0), (-1.554, -1.630, 5.483, 20.0, 40.0), (-3.567, -1.043, 3.302, 20.0, 40.0), (-2.038, 0.579, 0.823, 20.0, 40.0), (-3.040, 0.857, -0.233, 20.0, 40.0), (4.610, 0.562, 4.181, 20.0, 40.0), (-3.323, -1.938, 5.215, 20.0, 40.0), (4.314, 1.720, 1.717, 20.0, 40.0), (-1.220, 0.615, 1.161, 20.0, 40.0), (-2.556, 1.120, -0.519, 20.0, 40.0), (-3.717, -0.108, 1.358, 20.0, 40.0), (4.689, -1.826, 8.996, 20.0, 40.0), (3.452, 0.506, 3.713, 20.0, 40.0), (2.472, 0.612, 3.012, 20.0, 40.0), (3.452, 0.450, 3.826, 20.0, 40.0), (1.207, 2.585, -1.567, 20.0, 40.0), (-4.826, 1.090, -1.593, 20.0, 40.0), (3.116, -1.118, 6.794, 20.0, 40.0), (0.448, 2.732, -2.240, 20.0, 40.0), (-1.096, -0.525, 3.503, 20.0, 40.0), (-4.680, -0.238, 1.137, 20.0, 40.0), (2.552, -1.403, 7.082, 20.0, 40.0), (0.719, 2.997, -2.635, 20.0, 40.0), (0.347, -1.966, 7.105, 20.0, 40.0), (2.958, -0.404, 5.288, 20.0, 40.0), (0.722, -1.950, 7.261, 20.0, 40.0), (-2.851, -0.986, 3.546, 20.0, 40.0), (-4.316, -0.439, 1.721, 20.0, 40.0), (-1.685, -0.201, 2.560, 20.0, 40.0), (1.856, 0.190, 3.549, 20.0, 40.0), (-2.052, 0.206, 1.562, 20.0, 40.0), (-2.504, -0.646, 3.041, 20.0, 40.0), (3.235, 0.882, 2.854, 20.0, 40.0), (-1.366, -1.573, 5.463, 20.0, 40.0), (-3.447, 2.419, -3.562, 20.0, 40.0), (4.155, 2.092, 0.893, 20.0, 40.0), (-0.935, 0.209, 2.116, 20.0, 40.0), (3.117, -1.821, 8.201, 20.0, 40.0), (3.759, 0.577, 3.725, 20.0, 40.0), (-0.938, 2.992, -3.453, 20.0, 40.0), (-0.525, 2.341, -1.945, 20.0, 40.0), (4.540, 2.625, 0.019, 20.0, 40.0), (-2.097, 1.190, -0.429, 20.0, 40.0), (-2.672, 1.983, -2.302, 20.0, 40.0), (-3.038, -1.490, 4.460, 20.0, 40.0), (-0.943, 2.149, -1.770, 20.0, 40.0), (0.739, 1.598, 0.174, 20.0, 40.0), (1.828, 1.853, 0.208, 20.0, 40.0), (4.856, 0.137, 5.153, 20.0, 40.0), (-1.617, 0.468, 1.255, 20.0, 40.0), (-1.972, 2.053, -2.092, 20.0, 40.0), (-4.633, 1.389, -2.094, 20.0, 40.0), (-3.628, -1.156, 3.498, 20.0, 40.0), (3.597, 1.034, 2.731, 20.0, 40.0), (-1.488, -0.002, 2.261, 20.0, 40.0), (0.749, 1.921, -0.468, 20.0, 40.0), (1.304, -1.371, 6.394, 20.0, 40.0), (4.587, 2.936, -0.579, 20.0, 40.0), (-2.241, 1.791, -1.703, 20.0, 40.0), (-2.945, 1.372, -1.216, 20.0, 40.0), (1.375, 0.395, 2.898, 20.0, 40.0), (-1.281, -0.641, 3.642, 20.0, 40.0), (2.178, 0.895, 2.299, 20.0, 40.0), (3.031, -0.786, 6.087, 20.0, 40.0), (-1.385, -0.375, 3.058, 20.0, 40.0), (4.041, -0.431, 5.882, 20.0, 40.0), (0.480, -0.507, 4.254, 20.0, 40.0), (-3.797, 0.140, 0.822, 20.0, 40.0), (2.355, 2.502, -0.827, 20.0, 40.0), (1.376, -1.583, 6.854, 20.0, 40.0), (0.164, 1.405, 0.273, 20.0, 40.0), (-1.273, 1.471, -0.579, 20.0, 40.0), (0.770, 2.246, -1.107, 20.0, 40.0), (4.552, 2.904, -0.533, 20.0, 40.0), (4.259, -1.772, 8.674, 20.0, 40.0), (-0.309, 1.159, 0.528, 20.0, 40.0), (3.581, 2.700, -0.610, 20.0, 40.0), (-3.202, 0.346, 0.707, 20.0, 40.0), (-1.575, 1.242, -0.271, 20.0, 40.0), (-1.584, -0.493, 3.194, 20.0, 40.0), (-3.778, 0.150, 0.810, 20.0, 40.0), (-4.675, 1.749, -2.835, 20.0, 40.0), (3.567, -0.792, 6.367, 20.0, 40.0), (-0.417, 1.399, -0.006, 20.0, 40.0), (-4.672, 2.007, -3.349, 20.0, 40.0), (-1.034, 0.196, 2.090, 20.0, 40.0), (-3.796, 2.496, -3.890, 20.0, 40.0), (3.532, -0.497, 5.759, 20.0, 40.0), (4.868, -1.359, 8.151, 20.0, 40.0), (-0.769, 0.302, 2.011, 20.0, 40.0), (4.475, 2.612, 0.014, 20.0, 40.0), (-3.532, -0.395, 2.024, 20.0, 40.0), (0.322, 0.675, 1.812, 20.0, 40.0), (-2.028, -1.942, 5.870, 20.0, 40.0), (1.810, -1.244, 6.392, 20.0, 40.0), (-0.783, 1.242, 0.124, 20.0, 40.0), (-4.745, -1.300, 3.227, 20.0, 40.0), (1.902, 1.973, 0.005, 20.0, 40.0), (-3.453, -1.429, 4.132, 20.0, 40.0), (1.559, 0.986, 1.808, 20.0, 40.0), (0.128, 2.754, -2.443, 20.0, 40.0), (2.759, 1.727, 0.926, 20.0, 40.0), (-4.468, 1.690, -2.614, 20.0, 40.0), (-2.368, -1.922, 5.659, 20.0, 40.0), (-2.766, 2.128, -2.640, 20.0, 40.0), (0.967, -1.825, 7.133, 20.0, 40.0), (-2.854, 2.855, -4.136, 20.0, 40.0), (-2.944, 1.875, -2.222, 20.0, 40.0), (-2.632, -0.983, 3.649, 20.0, 40.0), (2.427, 2.239, -0.266, 20.0, 40.0), (-1.726, -0.838, 3.812, 20.0, 40.0), (0.007, -0.903, 4.809, 20.0, 40.0), (-2.013, 1.092, -0.191, 20.0, 40.0), (-0.449, 0.970, 0.836, 20.0, 40.0), (1.396, 0.411, 2.876, 20.0, 40.0), (-1.115, -1.790, 6.023, 20.0, 40.0), (3.748, 1.917, 1.039, 20.0, 40.0), (2.978, 1.043, 2.404, 20.0, 40.0), (-3.969, 2.514, -4.013, 20.0, 40.0), (4.455, -0.050, 5.328, 20.0, 40.0), (-3.065, -0.846, 3.160, 20.0, 40.0), (-1.069, 2.167, -1.869, 20.0, 40.0), (3.016, -1.393, 7.294, 20.0, 40.0), (0.045, -1.928, 6.879, 20.0, 40.0), (-2.555, -0.984, 3.690, 20.0, 40.0), (-1.995, -0.054, 2.111, 20.0, 40.0), (4.600, -0.509, 6.318, 20.0, 40.0), (-1.942, 1.215, -0.402, 20.0, 40.0), (1.262, 2.765, -1.899, 20.0, 40.0), (2.617, -1.106, 6.521, 20.0, 40.0), (1.737, 0.554, 2.761, 20.0, 40.0), (-2.197, 0.632, 0.638, 20.0, 40.0), (4.768, 2.618, 0.147, 20.0, 40.0), (-3.737, -0.939, 3.010, 20.0, 40.0), (-2.623, 0.595, 0.499, 20.0, 40.0), (4.752, -0.340, 6.057, 20.0, 40.0), (2.333, -1.037, 6.240, 20.0, 40.0), (4.234, -1.882, 8.881, 20.0, 40.0), (-3.393, -0.812, 2.927, 20.0, 40.0), (0.885, 1.383, 0.678, 20.0, 40.0), (0.123, 2.937, -2.812, 20.0, 40.0), (2.969, 0.760, 2.964, 20.0, 40.0), (-4.929, 1.251, -1.967, 20.0, 40.0), (1.916, 2.223, -0.488, 20.0, 40.0), (-0.020, -1.740, 6.469, 20.0, 40.0), (0.702, -1.272, 5.895, 20.0, 40.0), (2.496, 2.648, -1.048, 20.0, 40.0), (4.067, -1.475, 7.984, 20.0, 40.0), (-3.717, 1.851, -2.561, 20.0, 40.0), (1.678, -0.624, 5.088, 20.0, 40.0), (1.073, 0.695, 2.146, 20.0, 40.0), (1.842, -0.749, 5.419, 20.0, 40.0), (-3.518, 1.909, -2.578, 20.0, 40.0), (2.229, 1.189, 1.737, 20.0, 40.0), (4.987, 2.893, -0.292, 20.0, 40.0), (-4.809, 1.043, -1.490, 20.0, 40.0), (-0.241, -0.728, 4.334, 20.0, 40.0), (-3.331, 0.590, 0.156, 20.0, 40.0), (-0.455, 2.621, -2.470, 20.0, 40.0), (1.492, 1.223, 1.301, 20.0, 40.0), (3.948, 2.841, -0.709, 20.0, 40.0), (0.732, 0.446, 2.475, 20.0, 40.0), (2.400, 2.390, -0.579, 20.0, 40.0), (-2.718, 1.427, -1.213, 20.0, 40.0), (-1.826, 1.451, -0.815, 20.0, 40.0), (1.125, 0.438, 2.686, 20.0, 40.0), (-4.918, 1.880, -3.219, 20.0, 40.0), (3.068, -0.442, 5.418, 20.0, 40.0), (1.982, 1.201, 1.589, 20.0, 40.0), (0.701, -1.709, 6.768, 20.0, 40.0), (-1.496, 2.564, -2.877, 20.0, 40.0), (-3.812, 0.974, -0.853, 20.0, 40.0), (-3.405, 2.018, -2.739, 20.0, 40.0), (2.211, 2.889, -1.674, 20.0, 40.0), (-2.481, 2.931, -4.103, 20.0, 40.0), (-3.721, 2.765, -4.391, 20.0, 40.0), (-1.768, -1.292, 4.699, 20.0, 40.0), (-4.462, 1.058, -1.347, 20.0, 40.0), (-3.516, -1.942, 5.126, 20.0, 40.0), (0.485, 2.420, -1.597, 20.0, 40.0), (-0.492, 0.242, 2.270, 20.0, 40.0), (4.245, 1.689, 1.744, 20.0, 40.0), (2.234, 0.364, 3.389, 20.0, 40.0), (2.629, 2.224, -0.134, 20.0, 40.0), (-4.375, 1.221, -1.630, 20.0, 40.0), (-0.618, 1.374, -0.057, 20.0, 40.0), (-2.580, -1.604, 4.918, 20.0, 40.0), (0.159, 1.104, 0.871, 20.0, 40.0), (-3.597, 0.975, -0.749, 20.0, 40.0); DROP TABLE IF EXISTS test.model; -create table test.model engine = Memory as select LinearRegressionState(0.03, 0.00001, 2, 2.0)(target, param1, param2) as state from test.defaults; +create table test.model engine = Memory as select LinearRegressionState(0.03, 0.00001, 2, 'Nesterov')(target, param1, param2) as state from test.defaults; select ans > -67.0 and ans < -66.9 from (with (select state from test.model) as model select evalMLMethod(model, predict1, predict2) as ans from test.defaults limit 1); From ef98afb6a610ddb1d873b8ca7389ad318fec6fd8 Mon Sep 17 00:00:00 2001 From: Alexander Kozhikhov Date: Sun, 21 Apr 2019 17:42:37 +0300 Subject: [PATCH 059/709] review fixes --- dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp | 2 +- dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h | 4 ++-- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp index 67a361d73c8..bfd87f28821 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp @@ -34,7 +34,7 @@ AggregateFunctionPtr createAggregateFunctionMLMethod( auto l2_reg_coef = Float64(0.01); UInt32 batch_size = 1; - std::shared_ptr weights_updater = std::make_unique(); + std::shared_ptr weights_updater = std::make_shared(); std::shared_ptr gradient_computer; if (!parameters.empty()) diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h index d535a27adaa..88d869f022a 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h @@ -87,7 +87,7 @@ public: { const ColumnWithTypeAndName & cur_col = block.getByPosition(arguments[i]); if (!isNumber(cur_col.type)) { - throw Exception("Prediction arguments must be have numeric type", ErrorCodes::BAD_ARGUMENTS); + throw Exception("Prediction arguments must have numeric type", ErrorCodes::BAD_ARGUMENTS); } /// If column type is already Float64 then castColumn simply returns it @@ -153,7 +153,7 @@ public: { const ColumnWithTypeAndName & cur_col = block.getByPosition(arguments[i]); if (!isNumber(cur_col.type)) { - throw Exception("Prediction arguments must be have numeric type", ErrorCodes::BAD_ARGUMENTS); + throw Exception("Prediction arguments must have numeric type", ErrorCodes::BAD_ARGUMENTS); } /// If column type is already Float64 then castColumn simply returns it From 0bedabb5e45431ba83c44a81e7f5a57731b14510 Mon Sep 17 00:00:00 2001 From: Alexander Kozhikhov Date: Sun, 21 Apr 2019 17:44:39 +0300 Subject: [PATCH 060/709] review fixes --- .../src/AggregateFunctions/AggregateFunctionMLMethod.cpp | 9 ++++++--- dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h | 6 ++++-- 2 files changed, 10 insertions(+), 5 deletions(-) diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp index bfd87f28821..cbfd4c69723 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.cpp @@ -52,13 +52,16 @@ AggregateFunctionPtr createAggregateFunctionMLMethod( } if (parameters.size() > 3) { - if (applyVisitor(FieldVisitorToString(), parameters[3]) == "\'SGD\'") { + if (applyVisitor(FieldVisitorToString(), parameters[3]) == "\'SGD\'") + { weights_updater = std::make_shared(); } - else if (applyVisitor(FieldVisitorToString(), parameters[3]) == "\'Momentum\'") { + else if (applyVisitor(FieldVisitorToString(), parameters[3]) == "\'Momentum\'") + { weights_updater = std::make_shared(); } - else if (applyVisitor(FieldVisitorToString(), parameters[3]) == "\'Nesterov\'") { + else if (applyVisitor(FieldVisitorToString(), parameters[3]) == "\'Nesterov\'") + { weights_updater = std::make_shared(); } else diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h index 88d869f022a..649101763f9 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h @@ -86,7 +86,8 @@ public: for (size_t i = 1; i < arguments.size(); ++i) { const ColumnWithTypeAndName & cur_col = block.getByPosition(arguments[i]); - if (!isNumber(cur_col.type)) { + if (!isNumber(cur_col.type)) + { throw Exception("Prediction arguments must have numeric type", ErrorCodes::BAD_ARGUMENTS); } @@ -152,7 +153,8 @@ public: for (size_t i = 1; i < arguments.size(); ++i) { const ColumnWithTypeAndName & cur_col = block.getByPosition(arguments[i]); - if (!isNumber(cur_col.type)) { + if (!isNumber(cur_col.type)) + { throw Exception("Prediction arguments must have numeric type", ErrorCodes::BAD_ARGUMENTS); } From 6c7f2cbc377d99741fa7dd0ca1853952a7d7f8ad Mon Sep 17 00:00:00 2001 From: Alexander Kozhikhov Date: Sun, 21 Apr 2019 19:08:55 +0300 Subject: [PATCH 061/709] asan --- dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h index 649101763f9..7fe1d9b8cab 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h +++ b/dbms/src/AggregateFunctions/AggregateFunctionMLMethod.h @@ -394,7 +394,7 @@ public: void add(const IColumn **columns, size_t row_num) { /// first column stores target; features start from (columns + 1) - const auto &target = (*columns[0])[row_num].get(); + const auto target = (*columns[0])[row_num].get(); /// Here we have columns + 1 as first column corresponds to target value, and others - to features weights_updater->add_to_batch(gradient_batch, *gradient_computer, weights, bias, learning_rate, l2_reg_coef, target, columns + 1, row_num); From e4766a4ef9117725c51a98e037a483fc0d43a79b Mon Sep 17 00:00:00 2001 From: Yuriy Date: Mon, 22 Apr 2019 13:57:50 +0300 Subject: [PATCH 062/709] caching_sha2_password authentication plugin --- dbms/programs/server/MySQLHandler.cpp | 171 ++++++++++++++---- dbms/programs/server/MySQLHandler.h | 24 ++- dbms/programs/server/MySQLHandlerFactory.h | 73 +++++++- dbms/src/Core/MySQLProtocol.h | 54 ++++-- dbms/tests/integration/helpers/cluster.py | 2 + .../clients/golang/main.go | 11 +- .../integration/test_mysql_protocol/test.py | 8 +- 7 files changed, 278 insertions(+), 65 deletions(-) diff --git a/dbms/programs/server/MySQLHandler.cpp b/dbms/programs/server/MySQLHandler.cpp index f7ad2cf7c1f..e3a941206da 100644 --- a/dbms/programs/server/MySQLHandler.cpp +++ b/dbms/programs/server/MySQLHandler.cpp @@ -8,6 +8,8 @@ #include #include #include +#include +#include #include "MySQLHandler.h" #include @@ -19,6 +21,7 @@ using namespace MySQLProtocol; namespace ErrorCodes { extern const int MYSQL_CLIENT_INSUFFICIENT_CAPABILITIES; + extern const int UNKNOWN_EXCEPTION; } uint32_t MySQLHandler::last_connection_id = 0; @@ -36,7 +39,14 @@ void MySQLHandler::run() try { - Handshake handshake(connection_id, VERSION_STRING); + String scramble = generateScramble(); + + /** Native authentication sent 20 bytes + '\0' character = 21 bytes. + * This plugin must do the same to stay consistent with historical behavior if it is set to operate as a default plugin. + * https://github.com/mysql/mysql-server/blob/8.0/sql/auth/sql_authentication.cc#L3994 + */ + Handshake handshake(connection_id, VERSION_STRING, scramble + '\0'); + packet_sender.sendPacket(handshake, true); LOG_TRACE(log, "Sent handshake"); @@ -70,40 +80,7 @@ void MySQLHandler::run() throw Exception("Required capability: CLIENT_PLUGIN_AUTH.", ErrorCodes::MYSQL_CLIENT_INSUFFICIENT_CAPABILITIES); } - String password; - if (handshake_response.auth_plugin_name != Authentication::ClearText) - { - - packet_sender.sendPacket(AuthSwitchRequest(Authentication::ClearText, ""), true); - NullTerminatedString password_packet; - packet_sender.receivePacket(password_packet); - password = password_packet.value; - } - else - { - NullTerminatedString packet; - packet.readPayload(std::move(handshake_response.auth_response)); - password = packet.value; - } - LOG_TRACE(log, "password: " << password); - try - { - connection_context.setUser(handshake_response.username, password, socket().address(), ""); - connection_context.setCurrentDatabase(handshake_response.database); - connection_context.setCurrentQueryId(""); - LOG_ERROR(log, "Authentication for user " << handshake_response.username << " succeeded."); - } - catch (const NetException &) - { - throw; - } - catch (const Exception & exc) - { - LOG_ERROR(log, "Authentication for user " << handshake_response.username << " failed."); - packet_sender.sendPacket(ERR_Packet(exc.code(), "00000", exc.message()), true); - throw; - } - + authenticate(handshake_response, scramble); OK_Packet ok_packet(0, handshake_response.capability_flags, 0, 0, 0, 0, ""); packet_sender.sendPacket(ok_packet, true); @@ -153,6 +130,130 @@ void MySQLHandler::run() } } + +String MySQLHandler::generateScramble() +{ + String scramble(MySQLProtocol::SCRAMBLE_LENGTH, 0); + Poco::RandomInputStream generator; + for (size_t i = 0; i < scramble.size(); i++) { + generator >> scramble[i]; + } + return scramble; +} + +void MySQLHandler::authenticate(const HandshakeResponse & handshake_response, const String & scramble) { + + String auth_response; + AuthSwitchResponse response; + if (handshake_response.auth_plugin_name != Authentication::CachingSHA2) { + packet_sender.sendPacket(AuthSwitchRequest(Authentication::CachingSHA2, scramble + '\0'), true); + packet_sender.receivePacket(response); + auth_response = response.value; + LOG_TRACE(log, "Authentication method mismatch."); + } + else + { + auth_response = handshake_response.auth_response; + LOG_TRACE(log, "Authentication method match."); + } + + /// Caching SHA2 plugin is used instead of SHA256 only because it can work without OpenSLL. + /// Fast auth path is not used, because otherwise it would be possible to authenticate using data from users.xml. + packet_sender.sendPacket(AuthMoreData("\4"), true); + + packet_sender.receivePacket(response); + auth_response = response.value; + + auto getOpenSSLError = []() -> String { + BIO * mem = BIO_new(BIO_s_mem()); + ERR_print_errors(mem); + char * pem_buf = nullptr; + long pem_size = BIO_get_mem_data(mem, &pem_buf); + String pem(pem_buf, pem_size); + BIO_free(mem); + return pem; + }; + + if (auth_response == "\2") + { + LOG_TRACE(log, "Client requests public key."); + /// Client requests public key. + BIO * mem = BIO_new(BIO_s_mem()); + if (PEM_write_bio_RSA_PUBKEY(mem, public_key) != 1) + { + LOG_TRACE(log, "OpenSSL error:\n" << getOpenSSLError()); + throw Exception("Failed to write public key to memory.", ErrorCodes::UNKNOWN_EXCEPTION); + } + char * pem_buf = nullptr; + long pem_size = BIO_get_mem_data(mem, &pem_buf); + String pem(pem_buf, pem_size); + BIO_free(mem); + + LOG_TRACE(log, "Key: " << pem); + + AuthMoreData data(pem); + packet_sender.sendPacket(data, true); + packet_sender.receivePacket(response); + auth_response = response.value; + } + else + { + LOG_TRACE(log, "Client didn't request public key."); + } + + String password; + + LOG_TRACE(log, "auth response: " << auth_response); + + /** Decrypt password, if it's not empty. + * The original intention was that the password is a string[NUL] but this never got enforced properly so now we have to accept that + * an empty packet is a blank password, thus the check for auth_response.empty() has to be made too. + * https://github.com/mysql/mysql-server/blob/8.0/sql/auth/sql_authentication.cc#L4017 + */ + + if (!(auth_response.empty() || (auth_response.size() == 1 && auth_response[0] == '\0'))) + { + LOG_TRACE(log, "Received nonempty password"); + auto ciphertext = reinterpret_cast(auth_response.data()); + + unsigned char plaintext[RSA_size(private_key)]; + int plaintext_size = RSA_private_decrypt(auth_response.size(), ciphertext, plaintext, private_key, RSA_PKCS1_OAEP_PADDING); + if (plaintext_size == -1) + { + LOG_TRACE(log, "OpenSSL error:\n" << getOpenSSLError()); + throw Exception("Failed to decrypt.", ErrorCodes::UNKNOWN_EXCEPTION); + } + + password.resize(plaintext_size); + for (int i = 0; i < plaintext_size; i++) { + password[i] = plaintext[i] ^ static_cast(scramble[i % scramble.size()]); + } + } + else + { + LOG_TRACE(log, "Received empty password"); + } + + if (!password.empty()) { + /// remove terminating null byte + password.pop_back(); + } + + try + { + connection_context.setUser(handshake_response.username, password, socket().address(), ""); + connection_context.setCurrentDatabase(handshake_response.database); + connection_context.setCurrentQueryId(""); + LOG_ERROR(log, "Authentication for user " << handshake_response.username << " succeeded."); + } + catch (const Exception & exc) + { + LOG_ERROR(log, "Authentication for user " << handshake_response.username << " failed."); + packet_sender.sendPacket(ERR_Packet(exc.code(), "00000", exc.message()), true); + throw; + } +} + void MySQLHandler::comInitDB(String payload) { String database = payload.substr(1); diff --git a/dbms/programs/server/MySQLHandler.h b/dbms/programs/server/MySQLHandler.h index 0e1a73f0f24..71879353028 100644 --- a/dbms/programs/server/MySQLHandler.h +++ b/dbms/programs/server/MySQLHandler.h @@ -3,6 +3,7 @@ #include #include #include +#include #include "IServer.h" @@ -13,14 +14,24 @@ namespace DB class MySQLHandler : public Poco::Net::TCPServerConnection { public: - MySQLHandler(IServer & server_, const Poco::Net::StreamSocket & socket_) - : Poco::Net::TCPServerConnection(socket_), server(server_), log(&Poco::Logger::get("MySQLHandler")), - connection_context(server.context()), connection_id(last_connection_id++) + MySQLHandler( + IServer & server_, + const Poco::Net::StreamSocket & socket_, + RSA * public_key, + RSA * private_key) + : Poco::Net::TCPServerConnection(socket_) + , server(server_) + , log(&Poco::Logger::get("MySQLHandler")) + , connection_context(server.context()) + , connection_id(last_connection_id++) + , public_key(public_key) + , private_key(private_key) { } void run() final; +private: void comQuery(String payload); void comFieldList(String payload); @@ -29,7 +40,10 @@ public: void comInitDB(String payload); -private: + static String generateScramble(); + + void authenticate(const MySQLProtocol::HandshakeResponse &, const String & scramble); + IServer & server; Poco::Logger * log; Context connection_context; @@ -41,6 +55,8 @@ private: uint32_t capabilities; static uint32_t last_connection_id; + + RSA * public_key, * private_key; }; } diff --git a/dbms/programs/server/MySQLHandlerFactory.h b/dbms/programs/server/MySQLHandlerFactory.h index 5f081915778..459e3f4f5e3 100644 --- a/dbms/programs/server/MySQLHandlerFactory.h +++ b/dbms/programs/server/MySQLHandlerFactory.h @@ -1,6 +1,8 @@ #pragma once #include +#include +#include #include #include "IServer.h" #include "MySQLHandler.h" @@ -15,18 +17,87 @@ namespace DB private: IServer & server; Poco::Logger * log; + RSA * public_key = nullptr, * private_key = nullptr; public: explicit MySQLHandlerFactory(IServer & server_) : server(server_) , log(&Logger::get("MySQLHandlerFactory")) { + /// Reading rsa keys for SHA256 authentication plugin. + const Poco::Util::LayeredConfiguration & config = Poco::Util::Application::instance().config(); + String certificateFileProperty = "openSSL.server.certificateFile"; + String privateKeyFileProperty = "openSSL.server.privateKeyFile"; + + if (!config.has(certificateFileProperty)) + { + LOG_INFO(log, "Certificate file is not set."); + generateRSAKeys(); + return; + } + if (!config.has(privateKeyFileProperty)) { + LOG_INFO(log, "Private key file is not set."); + generateRSAKeys(); + return; + } + + String certificateFile = config.getString(certificateFileProperty); + FILE * fp = fopen(certificateFile.data(), "r"); + if (fp == nullptr) { + LOG_WARNING(log, "Cannot open certificate file: " << certificateFile << "."); + generateRSAKeys(); + return; + } + X509* x509 = PEM_read_X509(fp, nullptr, nullptr, nullptr); + EVP_PKEY* p = X509_get_pubkey(x509); + public_key = EVP_PKEY_get1_RSA(p); + X509_free(x509); + fclose(fp); + + String privateKeyFile = config.getString(privateKeyFileProperty); + fp = fopen(privateKeyFile.data(), "r"); + if (fp == nullptr) { + LOG_WARNING(log, "Cannot open private key file " << privateKeyFile << "."); + generateRSAKeys(); + return; + } + private_key = PEM_read_RSAPrivateKey(fp, nullptr, nullptr, nullptr); + fclose(fp); + } + + void generateRSAKeys() + { + LOG_INFO(log, "Generating new RSA key."); + RSA *rsa = RSA_new(); + if (rsa == nullptr) { + throw Exception("Failed to allocate RSA key.", 1002); + } + BIGNUM *e = BN_new(); + if (!e) { + RSA_free(rsa); + throw Exception("Failed to allocate BIGNUM.", 1002); + } + if (!BN_set_word(e, 65537) || !RSA_generate_key_ex(rsa, 2048, e, nullptr)) + { + RSA_free(rsa); + BN_free(e); + throw Exception("Failed to generate RSA key.", 1002); + } + BN_free(e); + + public_key = rsa; + private_key = RSAPrivateKey_dup(rsa); } Poco::Net::TCPServerConnection * createConnection(const Poco::Net::StreamSocket & socket) override { LOG_TRACE(log, "MySQL connection. Address: " << socket.peerAddress().toString()); - return new MySQLHandler(server, socket); + return new MySQLHandler(server, socket, public_key, private_key); + } + + ~MySQLHandlerFactory() override { + RSA_free(public_key); + RSA_free(private_key); } }; diff --git a/dbms/src/Core/MySQLProtocol.h b/dbms/src/Core/MySQLProtocol.h index c1cccd689b5..fb705635c69 100644 --- a/dbms/src/Core/MySQLProtocol.h +++ b/dbms/src/Core/MySQLProtocol.h @@ -4,6 +4,7 @@ #include #include #include +#include #include #include @@ -27,7 +28,7 @@ const size_t MYSQL_ERRMSG_SIZE = 512; namespace Authentication { - const String ClearText = "mysql_clear_password"; + const String CachingSHA2 = "caching_sha2_password"; } enum CharacterSet @@ -253,16 +254,16 @@ class Handshake : public WritePacket uint32_t status_flags; String auth_plugin_data; public: - explicit Handshake(uint32_t connection_id, String server_version) - : protocol_version(0xa), server_version(std::move(server_version)), connection_id(connection_id), capability_flags( - CLIENT_PROTOCOL_41 - | CLIENT_SECURE_CONNECTION - | CLIENT_PLUGIN_AUTH - | CLIENT_PLUGIN_AUTH_LENENC_CLIENT_DATA - | CLIENT_CONNECT_WITH_DB - | CLIENT_DEPRECATE_EOF), character_set(63), status_flags(0) + explicit Handshake(uint32_t connection_id, String server_version, String auth_plugin_data) + : protocol_version(0xa) + , server_version(std::move(server_version)) + , connection_id(connection_id) + , capability_flags(CLIENT_PROTOCOL_41 | CLIENT_SECURE_CONNECTION | CLIENT_PLUGIN_AUTH | CLIENT_PLUGIN_AUTH_LENENC_CLIENT_DATA + | CLIENT_CONNECT_WITH_DB | CLIENT_DEPRECATE_EOF) + , character_set(CharacterSet::utf8_general_ci) + , status_flags(0) + , auth_plugin_data(auth_plugin_data) { - auth_plugin_data.resize(SCRAMBLE_LENGTH); } String getPayload() const override @@ -276,11 +277,10 @@ public: result.append(reinterpret_cast(&character_set), 1); result.append(reinterpret_cast(&status_flags), 2); result.append((reinterpret_cast(&capability_flags)) + 2, 2); - result.append(1, SCRAMBLE_LENGTH + 1); - result.append(1, 0x0); + result.append(1, auth_plugin_data.size()); result.append(10, 0x0); - result.append(auth_plugin_data.substr(AUTH_PLUGIN_DATA_PART_1_LENGTH, SCRAMBLE_LENGTH - AUTH_PLUGIN_DATA_PART_1_LENGTH)); - result.append(Authentication::ClearText); + result.append(auth_plugin_data.substr(AUTH_PLUGIN_DATA_PART_1_LENGTH, auth_plugin_data.size() - AUTH_PLUGIN_DATA_PART_1_LENGTH)); + result.append(Authentication::CachingSHA2); result.append(1, 0x0); return result; } @@ -358,6 +358,32 @@ public: } }; +class AuthSwitchResponse : public ReadPacket +{ +public: + String value; + + void readPayload(String s) override + { + value = std::move(s); + } +}; + +class AuthMoreData : public WritePacket +{ + String data; +public: + AuthMoreData(String data): data(std::move(data)) {} + + String getPayload() const override + { + String result; + result.append(1, 0x01); + result.append(data); + return result; + } +}; + /// Packet with a single null-terminated string. Is used for clear text authentication. class NullTerminatedString : public ReadPacket { diff --git a/dbms/tests/integration/helpers/cluster.py b/dbms/tests/integration/helpers/cluster.py index 240cc2c8695..3758c157d50 100644 --- a/dbms/tests/integration/helpers/cluster.py +++ b/dbms/tests/integration/helpers/cluster.py @@ -316,6 +316,8 @@ class ClickHouseCluster: subprocess_check_call(self.base_mongo_cmd + ['up', '-d', '--force-recreate']) self.wait_mongo_to_start(30) + import pdb + pdb.set_trace() subprocess_check_call(self.base_cmd + ['up', '-d', '--no-recreate']) start_deadline = time.time() + 20.0 # seconds diff --git a/dbms/tests/integration/test_mysql_protocol/clients/golang/main.go b/dbms/tests/integration/test_mysql_protocol/clients/golang/main.go index 70508334afb..7a09af14a31 100644 --- a/dbms/tests/integration/test_mysql_protocol/clients/golang/main.go +++ b/dbms/tests/integration/test_mysql_protocol/clients/golang/main.go @@ -18,7 +18,7 @@ func main() { flag.Parse() logger := log.New(os.Stderr, "", 0) - dataSource := fmt.Sprintf("%s:%s@tcp(%s:%d)/%s?allowCleartextPasswords=1", *user, *password, *host, *port, *database) + dataSource := fmt.Sprintf("%s:%s@tcp(%s:%d)/%s", *user, *password, *host, *port, *database) db, err := sql.Open("mysql", dataSource) if err != nil { @@ -50,11 +50,6 @@ func main() { logger.Fatal(err) } - err = rows.Err() - if err != nil { - logger.Fatal(err) - } - err = rows.Close() if err != nil { logger.Fatal(err) @@ -74,7 +69,7 @@ func main() { } fmt.Println(x) } - return nil + return rows.Err() } runQuery("select number as a from system.numbers limit 2", processRows) @@ -88,7 +83,7 @@ func main() { } fmt.Println(name, a) } - return nil + return rows.Err() } runQuery("select name, 1 as a from system.tables where name == 'tables'", processRows) diff --git a/dbms/tests/integration/test_mysql_protocol/test.py b/dbms/tests/integration/test_mysql_protocol/test.py index 1720fbdf786..dd2d7453a35 100644 --- a/dbms/tests/integration/test_mysql_protocol/test.py +++ b/dbms/tests/integration/test_mysql_protocol/test.py @@ -45,22 +45,24 @@ def golang_container(): def test_mysql_client(mysql_client, server_address): # type: (Container, str) -> None code, (stdout, stderr) = mysql_client.exec_run(''' - mysql --protocol tcp -h {host} -P {port} default -u default --enable-cleartext-plugin --password=123 + mysql --protocol tcp -h {host} -P {port} default -u default --password=123 -e "select 1 as a;" -e "select 'тест' as b;" '''.format(host=server_address, port=server_port), demux=True) + import pdb + pdb.set_trace() assert stdout == 'a\n1\nb\nтест\n' code, (stdout, stderr) = mysql_client.exec_run(''' - mysql --protocol tcp -h {host} -P {port} default -u default --enable-cleartext-plugin --password=abc -e "select 1 as a;" + mysql --protocol tcp -h {host} -P {port} default -u default --password=abc -e "select 1 as a;" '''.format(host=server_address, port=server_port), demux=True) assert stderr == 'mysql: [Warning] Using a password on the command line interface can be insecure.\n' \ 'ERROR 193 (00000): Wrong password for user default\n' code, (stdout, stderr) = mysql_client.exec_run(''' - mysql --protocol tcp -h {host} -P {port} default -u default --enable-cleartext-plugin --password=123 + mysql --protocol tcp -h {host} -P {port} default -u default --password=123 -e "use system;" -e "select count(*) from (select name from tables limit 1);" -e "use system2;" From 9fff48e01f09062243a26b9ff3cb6d903fb51a87 Mon Sep 17 00:00:00 2001 From: Yuriy Date: Mon, 22 Apr 2019 14:00:57 +0300 Subject: [PATCH 063/709] removed accidentally committed debug lines --- dbms/tests/integration/helpers/cluster.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/dbms/tests/integration/helpers/cluster.py b/dbms/tests/integration/helpers/cluster.py index 3758c157d50..240cc2c8695 100644 --- a/dbms/tests/integration/helpers/cluster.py +++ b/dbms/tests/integration/helpers/cluster.py @@ -316,8 +316,6 @@ class ClickHouseCluster: subprocess_check_call(self.base_mongo_cmd + ['up', '-d', '--force-recreate']) self.wait_mongo_to_start(30) - import pdb - pdb.set_trace() subprocess_check_call(self.base_cmd + ['up', '-d', '--no-recreate']) start_deadline = time.time() + 20.0 # seconds From 80cc6de2d057524bfce778ab57787f4bc3fecab6 Mon Sep 17 00:00:00 2001 From: alexey-milovidov Date: Wed, 24 Apr 2019 01:59:17 +0300 Subject: [PATCH 064/709] Update CMakeLists.txt --- CMakeLists.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/CMakeLists.txt b/CMakeLists.txt index 01506b6d9fc..5376314641e 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -250,7 +250,7 @@ if (USE_INCLUDE_WHAT_YOU_USE) endif() endif () -#Check if gperf was installed +# Check if gperf was installed option (USE_GPERF "Use gperf function hash generator tool" ON) if (USE_GPERF) find_program(GPERF gperf) From 05f615c171a0d4a834ed8174b4ca0e66b5e3d835 Mon Sep 17 00:00:00 2001 From: BayoNet Date: Wed, 24 Apr 2019 10:39:53 +0300 Subject: [PATCH 065/709] DOCAPI-3822: ZooKeeper settings. Oracle ODBC issue. --- docs/en/faq/general.md | 9 ++++ .../en/operations/server_settings/settings.md | 47 ++++++++++++++----- .../dicts/external_dicts_dict_sources.md | 2 + 3 files changed, 45 insertions(+), 13 deletions(-) diff --git a/docs/en/faq/general.md b/docs/en/faq/general.md index f5b9d29b5bd..49af0e55588 100644 --- a/docs/en/faq/general.md +++ b/docs/en/faq/general.md @@ -11,5 +11,14 @@ Distributed sorting is one of the main causes of reduced performance when runnin Most MapReduce implementations allow you to execute arbitrary code on a cluster. But a declarative query language is better suited to OLAP in order to run experiments quickly. For example, Hadoop has Hive and Pig. Also consider Cloudera Impala or Shark (outdated) for Spark, as well as Spark SQL, Presto, and Apache Drill. Performance when running such tasks is highly sub-optimal compared to specialized systems, but relatively high latency makes it unrealistic to use these systems as the backend for a web interface. +## What to do if I have a problem with encodings when using Oracle through ODBC? {#oracle-odbc-encodings} + +If you use Oracle through ODBC driver as a source of external dictionaries, you need to set up correctly value for the `NLS_LANG` variable in the `/etc/default/clickhouse`. For more details see the [Oracle NLS_LANG FAQ](https://www.oracle.com/technetwork/products/globalization/nls-lang-099431.html). + +**Example** + +``` +NLS_LANG=RUSSIAN_RUSSIA.UTF8 +``` [Original article](https://clickhouse.yandex/docs/en/faq/general/) diff --git a/docs/en/operations/server_settings/settings.md b/docs/en/operations/server_settings/settings.md index 52503478205..d73c7205293 100644 --- a/docs/en/operations/server_settings/settings.md +++ b/docs/en/operations/server_settings/settings.md @@ -537,7 +537,7 @@ Queries are logged in the [system.query_log](../system_tables.md#system_tables-q Use the following parameters to configure logging: - `database` – Name of the database. -- `table` – Name of the system table the queries will be logged in. +- `table` – Name of the system table the queries will be logged in. - `partition_by` – Sets a [custom partitioning key](../../operations/table_engines/custom_partitioning_key.md) for a system table. - `flush_interval_milliseconds` – Interval for flushing data from the buffer in memory to the table. @@ -664,35 +664,56 @@ Path to the file that contains: ``` -## zookeeper +## zookeeper {#server-settings_zookeeper} -Configuration of ZooKeeper servers. +Contains settings that allow ClickHouse to interact with [ZooKeeper](http://zookeeper.apache.org/) cluster. -ClickHouse uses ZooKeeper for storing replica metadata when using replicated tables. +ClickHouse uses ZooKeeper for storing replicas' metadata when using replicated tables. If replicated tables are not used, this parameter section can be omitted. -This parameter can be omitted if replicated tables are not used. +This parameter section contains the following parameters: -For more information, see the section "[Replication](../../operations/table_engines/replication.md)". +- `node` — ZooKeeper endpoint. You can set a few endpoints. -**Example** + For example: + + ```xml + + example_host + 2181 + + ``` + + The `index` attribute specify an order of node, when trying to connect to ZooKeeper cluster. + +- `session_timeout` — Maximum timeout for client session in milliseconds. +- `root` — ZNode, that is used as root for znodes used by ClickHouse server. Optional. +- `identity` — User and password, required by ZooKeeper to give access to requested znodes. Optional. + +**Example configuration** ```xml - + example1 2181 - + example2 2181 - - example3 - 2181 - + 30000 + + /path/to/zookeeper/node + + user:password ``` +**See Also** + +- [Replication](../../operations/table_engines/replication.md) +- [ZooKeeper Programmer's Guide](http://zookeeper.apache.org/doc/r3.3.4/zookeeperProgrammers.html) + ## use_minimalistic_part_header_in_zookeeper {#server-settings-use_minimalistic_part_header_in_zookeeper} Storage method for data part headers in ZooKeeper. diff --git a/docs/en/query_language/dicts/external_dicts_dict_sources.md b/docs/en/query_language/dicts/external_dicts_dict_sources.md index 8fb2145ecaf..646097d26eb 100644 --- a/docs/en/query_language/dicts/external_dicts_dict_sources.md +++ b/docs/en/query_language/dicts/external_dicts_dict_sources.md @@ -120,6 +120,8 @@ Setting fields: ClickHouse receives quoting symbols from ODBC-driver and quote all settings in queries to driver, so it's necessary to set table name accordingly to table name case in database. +If you have a problems with encodings when using Oracle, see the corresponding [FAQ](../../faq/general.md#oracle-odbc-encodings) article. + ### Known vulnerability of the ODBC dictionary functionality !!! attention From 281fde84149edea6572c64154a3202af89c34259 Mon Sep 17 00:00:00 2001 From: BayoNet Date: Wed, 24 Apr 2019 11:30:08 +0300 Subject: [PATCH 066/709] DOCAPI-3822: Added faq article into the chinese version. --- docs/zh/faq/general.md | 10 ++++++++++ 1 file changed, 10 insertions(+) diff --git a/docs/zh/faq/general.md b/docs/zh/faq/general.md index 9a1aef5dde6..1f0121133f7 100644 --- a/docs/zh/faq/general.md +++ b/docs/zh/faq/general.md @@ -9,4 +9,14 @@ 大多数MapReduce系统允许您在集群上执行任意代码。但是，声明性查询语言更适合OLAP，以便快速运行实验。例如，Hadoop包含Hive和Pig，Cloudera Impala或Shark（过时）for Spark，以及Spark SQL、Presto和Apache Drill。与专业系统相比，运行此类任务时的性能非常不理想，所以将这些系统用作Web接口的后端服务是不现实的，因为延迟相对较高。 +## What to do if I have a problem with encodings when using Oracle through ODBC? {#oracle-odbc-encodings} + +If you use Oracle through ODBC driver as a source of external dictionaries, you need to set up correctly value for the `NLS_LANG` variable in the `/etc/default/clickhouse`. For more details see the [Oracle NLS_LANG FAQ](https://www.oracle.com/technetwork/products/globalization/nls-lang-099431.html). + +**Example** + +``` +NLS_LANG=RUSSIAN_RUSSIA.UTF8 +``` + [来源文章](https://clickhouse.yandex/docs/zh/faq/general/) From 2640a0716cc0b0090cf06b5bca16b4242e93dcd7 Mon Sep 17 00:00:00 2001 From: Guillaume Tassery Date: Wed, 24 Apr 2019 17:09:46 +0700 Subject: [PATCH 067/709] Add some pragma for ignoring some compilation flags for file generated by gperf --- dbms/src/Functions/gperf/tldLookup.gperf | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/dbms/src/Functions/gperf/tldLookup.gperf b/dbms/src/Functions/gperf/tldLookup.gperf index 9816a4f86e2..fc14d7574bf 100644 --- a/dbms/src/Functions/gperf/tldLookup.gperf +++ b/dbms/src/Functions/gperf/tldLookup.gperf @@ -4,7 +4,12 @@ %readonly-tables %includes %compare-strncmp - +%{ +#pragma GCC diagnostic push +#pragma GCC diagnostic ignored "-Wimplicit-fallthrough" +#pragma GCC diagnostic ignored "-Wzero-as-null-pointer-constant" +#pragma GCC diagnostic ignored "-Wunused-macros" +%} # List generated using https://publicsuffix.org/list/public_suffix_list.dat %% com.ac From a2bf29a2b184b61919172aa60826d5bc5fb7225a Mon Sep 17 00:00:00 2001 From: ogorbacheva Date: Wed, 24 Apr 2019 17:35:52 +0300 Subject: [PATCH 068/709] Edit higher order --- .../functions/higher_order_functions.md | 75 ++++++++++------- .../functions/higher_order_functions.md | 81 ++++++++++++------- 2 files changed, 96 insertions(+), 60 deletions(-) diff --git a/docs/en/query_language/functions/higher_order_functions.md b/docs/en/query_language/functions/higher_order_functions.md index ca8612ddab5..fc88c21a06a 100644 --- a/docs/en/query_language/functions/higher_order_functions.md +++ b/docs/en/query_language/functions/higher_order_functions.md @@ -10,15 +10,40 @@ Higher-order functions can only accept lambda functions as their functional argu A lambda function that accepts multiple arguments can be passed to a higher-order function. In this case, the higher-order function is passed several arrays of identical length that these arguments will correspond to. -For all functions other than 'arrayMap' and 'arrayFilter', the first argument (the lambda function) can be omitted. In this case, identical mapping is assumed. +For some functions, such as [arrayCount](#higher_order_functions-array-count) or [arraySum](#higher_order_functions-array-count), the first argument (the lambda function) can be omitted. In this case, identical mapping is assumed. -### arrayMap(func, arr1, ...) +A lamdba function can't be omitted for the following functions: -Returns an array obtained from the original application of the 'func' function to each element in the 'arr' array. +- [arrayMap](#higher_order_functions-array-count) +- [arrayFilter](#higher_order_functions-array-filter) +- [arrayFirst](#higher_order_functions-array-first) +- [arrayFirstIndex](#higher_order_functions-array-first-index) -### arrayFilter(func, arr1, ...) +### arrayMap(func, arr1, ...) {#higher_order_functions-array-map} -Returns an array containing only the elements in 'arr1' for which 'func' returns something other than 0. +Returns an array obtained from the original application of the 'func' function to each element in the 'arr' array. + +Examples: + +``` sql +SELECT arrayMap(x -> (x + 2), [1, 2, 3]) as res; + +┌─res─────┐ +│ [3,4,5] │ +└─────────┘ +``` +The following example shows how to create a tuple of elements from different arrays: + +``` sql +SELECT arrayMap((x, y) -> (x, y), [1, 2, 3], [4, 5, 6]) AS res + +┌─res─────────────────┐ +│ [(1,4),(2,5),(3,6)] │ +└─────────────────────┘ +``` +### arrayFilter(func, arr1, ...) {#higher_order_functions-array-filter} + +Returns an array containing only the elements in `arr1` for which `func` returns something other than 0. Examples: @@ -47,7 +72,7 @@ SELECT └─────┘ ``` -### arrayCount(\[func,\] arr1, ...) +### arrayCount(\[func,\] arr1, ...) {#higher_order_functions-array-count} Returns the number of elements in the arr array for which func returns something other than 0. If 'func' is not specified, it returns the number of non-zero elements in the array. @@ -59,15 +84,15 @@ Returns 1 if there is at least one element in 'arr' for which 'func' returns som Returns 1 if 'func' returns something other than 0 for all the elements in 'arr'. Otherwise, it returns 0. -### arraySum(\[func,\] arr1, ...) +### arraySum(\[func,\] arr1, ...) {#higher_order_functions-array-sum} Returns the sum of the 'func' values. If the function is omitted, it just returns the sum of the array elements. -### arrayFirst(func, arr1, ...) +### arrayFirst(func, arr1, ...) {#higher_order_functions-array-first} Returns the first element in the 'arr1' array for which 'func' returns something other than 0. -### arrayFirstIndex(func, arr1, ...) +### arrayFirstIndex(func, arr1, ...) {#higher_order_functions-array-first-index} Returns the index of the first element in the 'arr1' array for which 'func' returns something other than 0. @@ -89,7 +114,7 @@ SELECT arrayCumSum([1, 1, 1, 1]) AS res ### arrayCumSumNonNegative(arr) -Same as arrayCumSum, returns an array of partial sums of elements in the source array (a running sum). Different arrayCumSum, when then returned value contains a value less than zero, the value is replace with zero and the subsequent calculation is performed with zero parameters. For example: +Same as `arrayCumSum`, returns an array of partial sums of elements in the source array (a running sum). Different `arrayCumSum`, when then returned value contains a value less than zero, the value is replace with zero and the subsequent calculation is performed with zero parameters. For example: ``` sql SELECT arrayCumSumNonNegative([1, 1, -4, 1]) AS res @@ -119,33 +144,23 @@ SELECT arraySort((x, y) -> y, ['hello', 'world'], [2, 1]); └────────────────────┘ ``` -Note that NULLs and NaNs go last (NaNs go before NULLs). For example: - -``` sql -SELECT arraySort([1, nan, 2, NULL, 3, nan, 4, NULL]) -``` -``` -┌─arraySort([1, nan, 2, NULL, 3, nan, 4, NULL])─┐ -│ [1,2,3,4,nan,nan,NULL,NULL] │ -└───────────────────────────────────────────────┘ -``` +For more information about the `arraySort` method, see the [Functions for Working With Arrays](array_functions.md#array_functions-sort) section. ### arrayReverseSort(\[func,\] arr1, ...) -Returns an array as result of sorting the elements of `arr1` in descending order. If the `func` function is specified, sorting order is determined by the result of the function `func` applied to the elements of array (arrays) +Returns an array as result of sorting the elements of `arr1` in descending order. If the `func` function is specified, sorting order is determined by the result of the function `func` applied to the elements of array (arrays). + +Example: -Note that NULLs and NaNs go last (NaNs go before NULLs). For example: - ``` sql -SELECT arrayReverseSort([1, nan, 2, NULL, 3, nan, 4, NULL]) +SELECT arrayReverseSort((x, y) -> y, ['hello', 'world'], [2, 1]) as res; ``` -``` -┌─arrayReverseSort([1, nan, 2, NULL, 3, nan, 4, NULL])─┐ -│ [4,3,2,1,nan,nan,NULL,NULL] │ -└──────────────────────────────────────────────────────┘ +``` sql +┌─res───────────────┐ +│ ['hello','world'] │ +└───────────────────┘ ``` - - +For more information about the `arrayReverseSort` method, see the [Functions for Working With Arrays](array_functions.md#array_functions-reverse-sort) section. [Original article](https://clickhouse.yandex/docs/en/query_language/functions/higher_order_functions/) diff --git a/docs/ru/query_language/functions/higher_order_functions.md b/docs/ru/query_language/functions/higher_order_functions.md index f5586cda6ab..7ca53212ee5 100644 --- a/docs/ru/query_language/functions/higher_order_functions.md +++ b/docs/ru/query_language/functions/higher_order_functions.md @@ -10,13 +10,42 @@ В функции высшего порядка может быть передана лямбда-функция, принимающая несколько аргументов. В этом случае, в функцию высшего порядка передаётся несколько массивов одинаковых длин, которым эти аргументы будут соответствовать. -Для всех функций кроме arrayMap, arrayFilter, первый аргумент (лямбда-функция) может отсутствовать. В этом случае, подразумевается тождественное отображение. +Для некоторых функций, например [arrayCount](#higher_order_functions-array-count) или [arraySum](#higher_order_functions-array-count), первый аргумент (лямбда-функция) может отсутствовать. В этом случае, подразумевается тождественное отображение. -### arrayMap(func, arr1, ...) -Вернуть массив, полученный из исходного применением функции func к каждому элементу массива arr. +Для функций, перечисленных ниже, лямбда-функцию должна быть указана всегда: -### arrayFilter(func, arr1, ...) -Вернуть массив, содержащий только те элементы массива arr1, для которых функция func возвращает не 0. +- [arrayMap](#higher_order_functions-array-count) +- [arrayFilter](#higher_order_functions-array-filter) +- [arrayFirst](#higher_order_functions-array-first) +- [arrayFirstIndex](#higher_order_functions-array-first-index) + +### arrayMap(func, arr1, ...) {#higher_order_functions-array-count} + +Вернуть массив, полученный на основе результатов применения функции `func` к каждому элементу массива `arr`. + +Примеры: + +``` sql +SELECT arrayMap(x -> (x + 2), [1, 2, 3]) as res; + +┌─res─────┐ +│ [3,4,5] │ +└─────────┘ +``` + +Следующий пример показывает, как создать кортежи из элементов разных массивов: + +``` sql +SELECT arrayMap((x, y) -> (x, y), [1, 2, 3], [4, 5, 6]) AS res + +┌─res─────────────────┐ +│ [(1,4),(2,5),(3,6)] │ +└─────────────────────┘ +``` + +### arrayFilter(func, arr1, ...) {#higher_order_functions-array-filter} + +Вернуть массив, содержащий только те элементы массива `arr1`, для которых функция `func` возвращает не 0. Примеры: @@ -46,23 +75,23 @@ SELECT ``` ### arrayCount(\[func,\] arr1, ...) -Вернуть количество элементов массива arr, для которых функция func возвращает не 0. Если func не указана - вернуть количество ненулевых элементов массива. +Вернуть количество элементов массива `arr`, для которых функция func возвращает не 0. Если func не указана - вернуть количество ненулевых элементов массива. ### arrayExists(\[func,\] arr1, ...) -Вернуть 1, если существует хотя бы один элемент массива arr, для которого функция func возвращает не 0. Иначе вернуть 0. +Вернуть 1, если существует хотя бы один элемент массива `arr`, для которого функция func возвращает не 0. Иначе вернуть 0. ### arrayAll(\[func,\] arr1, ...) -Вернуть 1, если для всех элементов массива arr, функция func возвращает не 0. Иначе вернуть 0. +Вернуть 1, если для всех элементов массива `arr`, функция `func` возвращает не 0. Иначе вернуть 0. ### arraySum(\[func,\] arr1, ...) -Вернуть сумму значений функции func. Если функция не указана - просто вернуть сумму элементов массива. +Вернуть сумму значений функции `func`. Если функция не указана - просто вернуть сумму элементов массива. -### arrayFirst(func, arr1, ...) -Вернуть первый элемент массива arr1, для которого функция func возвращает не 0. +### arrayFirst(func, arr1, ...) {#higher_order_functions-array-first} +Вернуть первый элемент массива `arr1`, для которого функция func возвращает не 0. -### arrayFirstIndex(func, arr1, ...) +### arrayFirstIndex(func, arr1, ...) {#higher_order_functions-array-first-index} -Вернуть индекс первого элемента массива arr1, для которого функция func возвращает не 0. +Вернуть индекс первого элемента массива `arr1`, для которого функция func возвращает не 0. ### arrayCumSum(\[func,\] arr1, ...) @@ -99,31 +128,23 @@ SELECT arraySort((x, y) -> y, ['hello', 'world'], [2, 1]); └────────────────────┘ ``` -`NULL` и `NaN` будут последними в массиве (при этом `NaN` будет перед `NULL`). Например: - -``` sql -SELECT arraySort([1, nan, 2, NULL, 3, nan, 4, NULL]) -``` -``` -┌─arraySort([1, nan, 2, NULL, 3, nan, 4, NULL])─┐ -│ [1,2,3,4,nan,nan,NULL,NULL] │ -└───────────────────────────────────────────────┘ -``` +Подробная информация о методе `arraySort` приведена в разделе [Функции по работе с массивами](array_functions.md#array_functions-sort). ### arrayReverseSort(\[func,\] arr1, ...) Возвращает отсортированный в нисходящем порядке массив `arr1`. Если задана функция `func`, то порядок сортировки определяется результатом применения функции `func` на элементы массива (массивов). -`NULL` и `NaN` будут последними в массиве (при этом `NaN` будет перед `NULL`). Например: - +Пример: + ``` sql -SELECT arrayReverseSort([1, nan, 2, NULL, 3, nan, 4, NULL]) +SELECT arrayReverseSort((x, y) -> y, ['hello', 'world'], [2, 1]) as res; ``` -``` -┌─arrayReverseSort([1, nan, 2, NULL, 3, nan, 4, NULL])─┐ -│ [4,3,2,1,nan,nan,NULL,NULL] │ -└──────────────────────────────────────────────────────┘ +``` sql +┌─res───────────────┐ +│ ['hello','world'] │ +└───────────────────┘ ``` +Подробная информация о методе `arrayReverseSort` приведена в разделе [Функции по работе с массивами](array_functions.md#array_functions-reverse-sort). [Оригинальная статья](https://clickhouse.yandex/docs/ru/query_language/functions/higher_order_functions/) From ced71ac9fd420b5f3a51f5441d5c01d39fe2c5e1 Mon Sep 17 00:00:00 2001 From: Guillaume Tassery Date: Thu, 25 Apr 2019 18:25:49 +0700 Subject: [PATCH 069/709] Send how many rows and bytes were written during the query --- .../DataStreams/CountingBlockOutputStream.h | 2 +- dbms/src/IO/Progress.cpp | 20 +++++++-- dbms/src/IO/Progress.h | 44 +++++++++++++++++-- .../IO/WriteBufferFromHTTPServerResponse.cpp | 6 ++- .../IO/WriteBufferFromHTTPServerResponse.h | 1 + dbms/src/Interpreters/executeQuery.cpp | 7 ++- ...0416_pocopatch_progress_in_http_headers.sh | 14 ++++++ 7 files changed, 84 insertions(+), 10 deletions(-) diff --git a/dbms/src/DataStreams/CountingBlockOutputStream.h b/dbms/src/DataStreams/CountingBlockOutputStream.h index 5c36c40c1ad..edcdee51948 100644 --- a/dbms/src/DataStreams/CountingBlockOutputStream.h +++ b/dbms/src/DataStreams/CountingBlockOutputStream.h @@ -39,7 +39,7 @@ public: void onProgress(const Progress & current_progress) override { stream->onProgress(current_progress); } String getContentType() const override { return stream->getContentType(); } -protected: +public: BlockOutputStreamPtr stream; Progress progress; ProgressCallback progress_callback; diff --git a/dbms/src/IO/Progress.cpp b/dbms/src/IO/Progress.cpp index 5788f817d36..5419a106fb0 100644 --- a/dbms/src/IO/Progress.cpp +++ b/dbms/src/IO/Progress.cpp @@ -14,15 +14,21 @@ void ProgressValues::read(ReadBuffer & in, UInt64 /*server_revision*/) size_t new_rows = 0; size_t new_bytes = 0; size_t new_total_rows = 0; - + size_t new_write_rows = 0; + size_t new_write_bytes = 0; + readVarUInt(new_rows, in); readVarUInt(new_bytes, in); readVarUInt(new_total_rows, in); - + readVarUInt(new_write_rows, in); + readVarUInt(new_write_bytes, in); + rows = new_rows; bytes = new_bytes; total_rows = new_total_rows; -} + write_rows = new_write_rows; + write_bytes = new_write_bytes; +} void ProgressValues::write(WriteBuffer & out, UInt64 /*client_revision*/) const @@ -30,6 +36,8 @@ void ProgressValues::write(WriteBuffer & out, UInt64 /*client_revision*/) const writeVarUInt(rows, out); writeVarUInt(bytes, out); writeVarUInt(total_rows, out); + writeVarUInt(write_rows, out); + writeVarUInt(write_bytes, out); } @@ -42,6 +50,10 @@ void ProgressValues::writeJSON(WriteBuffer & out) const writeText(rows, out); writeCString("\",\"read_bytes\":\"", out); writeText(bytes, out); + writeCString("\",\"write_rows\":\"", out); + writeText(write_rows, out); + writeCString("\",\"write_bytes\":\"", out); + writeText(write_bytes, out); writeCString("\",\"total_rows\":\"", out); writeText(total_rows, out); writeCString("\"}", out); @@ -56,6 +68,8 @@ void Progress::read(ReadBuffer & in, UInt64 server_revision) rows.store(values.rows, std::memory_order_relaxed); bytes.store(values.bytes, std::memory_order_relaxed); total_rows.store(values.total_rows, std::memory_order_relaxed); + write_rows.store(values.write_rows, std::memory_order_relaxed); + write_bytes.store(values.write_bytes, std::memory_order_relaxed); } diff --git a/dbms/src/IO/Progress.h b/dbms/src/IO/Progress.h index d7366d187aa..a88ee43bdab 100644 --- a/dbms/src/IO/Progress.h +++ b/dbms/src/IO/Progress.h @@ -20,12 +20,32 @@ struct ProgressValues size_t rows; size_t bytes; size_t total_rows; + size_t write_rows; + size_t write_bytes; void read(ReadBuffer & in, UInt64 server_revision); void write(WriteBuffer & out, UInt64 client_revision) const; void writeJSON(WriteBuffer & out) const; }; +struct ReadProgress +{ + size_t rows; + size_t bytes; + size_t total_rows; + + ReadProgress(size_t rows_, size_t bytes_, size_t total_rows_ = 0) + : rows(rows_), bytes(bytes_), total_rows(total_rows_) {} +}; + +struct WriteProgress +{ + size_t write_rows; + size_t write_bytes; + + WriteProgress(size_t write_rows_, size_t write_bytes_) + : write_rows(write_rows_), write_bytes(write_bytes_) {} +}; /** Progress of query execution. * Values, transferred over network are deltas - how much was done after previously sent value. @@ -42,9 +62,17 @@ struct Progress */ std::atomic total_rows {0}; + + std::atomic write_rows {0}; + std::atomic write_bytes {0}; + Progress() {} Progress(size_t rows_, size_t bytes_, size_t total_rows_ = 0) : rows(rows_), bytes(bytes_), total_rows(total_rows_) {} + Progress(ReadProgress read_progress) + : rows(read_progress.rows), bytes(read_progress.bytes), total_rows(read_progress.total_rows) {} + Progress(WriteProgress write_progress) + : write_rows(write_progress.write_rows), write_bytes(write_progress.write_bytes) {} void read(ReadBuffer & in, UInt64 server_revision); void write(WriteBuffer & out, UInt64 client_revision) const; @@ -58,8 +86,10 @@ struct Progress rows += rhs.rows; bytes += rhs.bytes; total_rows += rhs.total_rows; + write_rows += rhs.write_rows; + write_bytes += rhs.write_bytes; - return rhs.rows ? true : false; + return rhs.rows || rhs.write_rows ? true : false; } void reset() @@ -67,6 +97,8 @@ struct Progress rows = 0; bytes = 0; total_rows = 0; + write_rows = 0; + write_bytes = 0; } ProgressValues getValues() const @@ -76,6 +108,8 @@ struct Progress res.rows = rows.load(std::memory_order_relaxed); res.bytes = bytes.load(std::memory_order_relaxed); res.total_rows = total_rows.load(std::memory_order_relaxed); + res.write_rows = write_rows.load(std::memory_order_relaxed); + res.write_bytes = write_bytes.load(std::memory_order_relaxed); return res; } @@ -87,7 +121,9 @@ struct Progress res.rows = rows.fetch_and(0); res.bytes = bytes.fetch_and(0); res.total_rows = total_rows.fetch_and(0); - + res.write_rows = write_rows.fetch_and(0); + res.write_bytes = write_bytes.fetch_and(0); + return res; } @@ -96,7 +132,9 @@ struct Progress rows = other.rows.load(std::memory_order_relaxed); bytes = other.bytes.load(std::memory_order_relaxed); total_rows = other.total_rows.load(std::memory_order_relaxed); - + write_rows = other.write_rows.load(std::memory_order_relaxed); + write_bytes = other.write_bytes.load(std::memory_order_relaxed); + return *this; } diff --git a/dbms/src/IO/WriteBufferFromHTTPServerResponse.cpp b/dbms/src/IO/WriteBufferFromHTTPServerResponse.cpp index 707ba8db1c2..2da5bc89726 100644 --- a/dbms/src/IO/WriteBufferFromHTTPServerResponse.cpp +++ b/dbms/src/IO/WriteBufferFromHTTPServerResponse.cpp @@ -41,6 +41,7 @@ void WriteBufferFromHTTPServerResponse::writeHeaderProgress() if (headers_finished_sending) return; + had_update = false; WriteBufferFromOwnString progress_string_writer; accumulated_progress.writeJSON(progress_string_writer); @@ -53,7 +54,8 @@ void WriteBufferFromHTTPServerResponse::finishSendHeaders() { if (!headers_finished_sending) { - writeHeaderProgress(); + if (had_update) + writeHeaderProgress(); headers_finished_sending = true; if (request.getMethod() != Poco::Net::HTTPRequest::HTTP_HEAD) @@ -179,7 +181,7 @@ void WriteBufferFromHTTPServerResponse::onProgress(const Progress & progress) if (headers_finished_sending) return; - accumulated_progress.incrementPiecewiseAtomically(progress); + had_update = accumulated_progress.incrementPiecewiseAtomically(progress); if (progress_watch.elapsed() >= send_progress_interval_ms * 1000000) { diff --git a/dbms/src/IO/WriteBufferFromHTTPServerResponse.h b/dbms/src/IO/WriteBufferFromHTTPServerResponse.h index 447a376dda7..56fc07f2859 100644 --- a/dbms/src/IO/WriteBufferFromHTTPServerResponse.h +++ b/dbms/src/IO/WriteBufferFromHTTPServerResponse.h @@ -67,6 +67,7 @@ private: bool headers_started_sending = false; bool headers_finished_sending = false; /// If true, you could not add any headers. + bool had_update = false; Progress accumulated_progress; size_t send_progress_interval_ms = 100; diff --git a/dbms/src/Interpreters/executeQuery.cpp b/dbms/src/Interpreters/executeQuery.cpp index 93f6415d054..e77519c8e54 100644 --- a/dbms/src/Interpreters/executeQuery.cpp +++ b/dbms/src/Interpreters/executeQuery.cpp @@ -316,6 +316,11 @@ static std::tuple executeQueryImpl( elem.written_rows = info.written_rows; elem.written_bytes = info.written_bytes; + auto progress_callback = context.getProgressCallback(); + + if (progress_callback) + progress_callback(Progress(WriteProgress(info.written_rows, info.written_bytes))); + elem.memory_usage = info.peak_memory_usage > 0 ? info.peak_memory_usage : 0; if (stream_in) @@ -328,7 +333,7 @@ static std::tuple executeQueryImpl( } else if (stream_out) /// will be used only for ordinary INSERT queries { - if (auto counting_stream = dynamic_cast(stream_out)) + if (auto counting_stream = dynamic_cast(stream_out)) { /// NOTE: Redundancy. The same values could be extracted from process_list_elem->progress_out.query_settings = process_list_elem->progress_in elem.result_rows = counting_stream->getProgress().rows; diff --git a/dbms/tests/queries/0_stateless/00416_pocopatch_progress_in_http_headers.sh b/dbms/tests/queries/0_stateless/00416_pocopatch_progress_in_http_headers.sh index 4b1ca06aacc..83f15cfb248 100755 --- a/dbms/tests/queries/0_stateless/00416_pocopatch_progress_in_http_headers.sh +++ b/dbms/tests/queries/0_stateless/00416_pocopatch_progress_in_http_headers.sh @@ -17,3 +17,17 @@ ${CLICKHOUSE_CURL} -vsS "${CLICKHOUSE_URL}?max_block_size=1&send_progress_in_htt # nothing in body = no gzip ${CLICKHOUSE_CURL} -vsS "${CLICKHOUSE_URL}?max_block_size=1&send_progress_in_http_headers=1&http_headers_progress_interval_ms=0&enable_http_compression=1" -H 'Accept-Encoding: gzip' -d 'SELECT number FROM system.numbers LIMIT 0' 2>&1 | grep -q 'Content-Encoding: gzip' && echo 'Fail' || true + + +# test insertion stats +${CLICKHOUSE_CURL} -vsS "${CLICKHOUSE_URL}" -H 'Accept-Encoding: gzip' -d 'DROP TABLE IF EXISTS insert_number_query' > /dev/null 2>&1 +${CLICKHOUSE_CURL} -vsS "${CLICKHOUSE_URL}" -H 'Accept-Encoding: gzip' -d 'DROP TABLE IF EXISTS insert_number_query_2' > /dev/null 2>&1 + +${CLICKHOUSE_CURL} -vsS "${CLICKHOUSE_URL}" -H 'Accept-Encoding: gzip' -d 'CREATE TABLE insert_number_query (record UInt32) Engine = Memory' > /dev/null 2>&1 +${CLICKHOUSE_CURL} -vsS "${CLICKHOUSE_URL}" -H 'Accept-Encoding: gzip' -d 'CREATE TABLE insert_number_query_2 (record UInt32) Engine = Memory' > /dev/null 2>&1 + +${CLICKHOUSE_CURL} -vsS "${CLICKHOUSE_URL}?max_block_size=1&http_headers_progress_interval_ms=0&send_progress_in_http_headers=1" -d 'INSERT INTO insert_number_query (record) SELECT number FROM system.numbers LIMIT 10' 2>&1 | grep -E 'Content-Encoding|X-ClickHouse-Progress|^[0-9]' + +${CLICKHOUSE_CURL} -vsS "${CLICKHOUSE_URL}" -H 'Accept-Encoding: gzip' -d 'DROP TABLE insert_number_query' > /dev/null 2>&1 +${CLICKHOUSE_CURL} -vsS "${CLICKHOUSE_URL}" -H 'Accept-Encoding: gzip' -d 'DROP TABLE insert_number_query2' > /dev/null 2>&1 + From 33201fa9a80dbd6f90a207bb1aa66d25fe110037 Mon Sep 17 00:00:00 2001 From: ivan-kush Date: Thu, 25 Apr 2019 21:57:43 +0300 Subject: [PATCH 070/709] rev --- dbms/src/Interpreters/Settings.h | 1 + dbms/src/Interpreters/SettingsCommon.h | 6 ++++++ dbms/src/Storages/StorageMergeTree.cpp | 10 ++++++---- dbms/src/Storages/StorageMergeTree.h | 2 +- 4 files changed, 14 insertions(+), 5 deletions(-) diff --git a/dbms/src/Interpreters/Settings.h b/dbms/src/Interpreters/Settings.h index 20e07d15916..3121389a6db 100644 --- a/dbms/src/Interpreters/Settings.h +++ b/dbms/src/Interpreters/Settings.h @@ -41,6 +41,7 @@ struct Settings M(SettingUInt64, min_insert_block_size_rows, DEFAULT_INSERT_BLOCK_SIZE, "Squash blocks passed to INSERT query to specified size in rows, if blocks are not big enough.") \ M(SettingUInt64, min_insert_block_size_bytes, (DEFAULT_INSERT_BLOCK_SIZE * 256), "Squash blocks passed to INSERT query to specified size in bytes, if blocks are not big enough.") \ M(SettingMaxThreads, max_threads, 0, "The maximum number of threads to execute the request. By default, it is determined automatically.") \ + M(SettingMaxAlterThreads, max_alter_threads, 0, "The maximum number of threads to execute the ALTER requests. By default, it is determined automatically.") \ M(SettingUInt64, max_read_buffer_size, DBMS_DEFAULT_BUFFER_SIZE, "The maximum size of the buffer to read from the filesystem.") \ M(SettingUInt64, max_distributed_connections, 1024, "The maximum number of connections for distributed processing of one query (should be greater than max_threads).") \ M(SettingUInt64, max_query_size, 262144, "Which part of the query can be read into RAM for parsing (the remaining data for INSERT, if any, is read later)") \ diff --git a/dbms/src/Interpreters/SettingsCommon.h b/dbms/src/Interpreters/SettingsCommon.h index ff2c0cd9339..abe6e052fbc 100644 --- a/dbms/src/Interpreters/SettingsCommon.h +++ b/dbms/src/Interpreters/SettingsCommon.h @@ -87,6 +87,12 @@ struct SettingMaxThreads UInt64 getAutoValueImpl() const; }; +struct SettingMaxAlterThreads: public SettingMaxThreads +{ + SettingMaxAlterThreads(UInt64 x = 0): + SettingMaxThreads(x) + {} +}; struct SettingSeconds { diff --git a/dbms/src/Storages/StorageMergeTree.cpp b/dbms/src/Storages/StorageMergeTree.cpp index a7a618873a8..620afcb0f91 100644 --- a/dbms/src/Storages/StorageMergeTree.cpp +++ b/dbms/src/Storages/StorageMergeTree.cpp @@ -194,15 +194,17 @@ void StorageMergeTree::rename(const String & new_path_to_db, const String & /*ne std::vector StorageMergeTree::prepare_alter_transactions( - const ColumnsDescription& new_columns, const IndicesDescription& new_indices, const size_t thread_pool_size) + const ColumnsDescription& new_columns, const IndicesDescription& new_indices, const Context & context) { - ThreadPool thread_pool(thread_pool_size); - auto parts = data.getDataParts({MergeTreeDataPartState::PreCommitted, MergeTreeDataPartState::Committed, MergeTreeDataPartState::Outdated}); std::vector transactions(parts.size()); const auto& columns_for_parts = new_columns.getAllPhysical(); + const Settings & settings = context.getSettingsRef(); + size_t thread_pool_size = std::min(parts.size(), settings.max_alter_threads); + ThreadPool thread_pool(thread_pool_size); + size_t i = 0; for (const auto & part : parts) { @@ -259,7 +261,7 @@ void StorageMergeTree::alter( ASTPtr new_primary_key_ast = data.primary_key_ast; params.apply(new_columns, new_indices, new_order_by_ast, new_primary_key_ast); - auto transactions = prepare_alter_transactions(new_columns, new_indices, 2 * getNumberOfPhysicalCPUCores()); + auto transactions = prepare_alter_transactions(new_columns, new_indices, context); auto table_hard_lock = lockStructureForAlter(context.getCurrentQueryId()); diff --git a/dbms/src/Storages/StorageMergeTree.h b/dbms/src/Storages/StorageMergeTree.h index 36b6cb9fc36..0f34c71213c 100644 --- a/dbms/src/Storages/StorageMergeTree.h +++ b/dbms/src/Storages/StorageMergeTree.h @@ -133,7 +133,7 @@ private: BackgroundProcessingPool::TaskHandle background_task_handle; std::vector prepare_alter_transactions( - const ColumnsDescription& new_columns, const IndicesDescription& new_indices, const size_t thread_pool_size); + const ColumnsDescription& new_columns, const IndicesDescription& new_indices, const Context & context); void loadMutations(); From ba61e16093d460050265bf3d3fbe2d5ed72d9d0f Mon Sep 17 00:00:00 2001 From: ivan-kush Date: Fri, 26 Apr 2019 00:37:57 +0300 Subject: [PATCH 071/709] style --- dbms/src/Storages/StorageMergeTree.cpp | 1 - dbms/src/Storages/StorageMergeTree.h | 2 +- 2 files changed, 1 insertion(+), 2 deletions(-) diff --git a/dbms/src/Storages/StorageMergeTree.cpp b/dbms/src/Storages/StorageMergeTree.cpp index b88ca230d67..8f610bc7bdb 100644 --- a/dbms/src/Storages/StorageMergeTree.cpp +++ b/dbms/src/Storages/StorageMergeTree.cpp @@ -4,7 +4,6 @@ #include #include #include -#include #include #include diff --git a/dbms/src/Storages/StorageMergeTree.h b/dbms/src/Storages/StorageMergeTree.h index 54b0c651135..65bf12b0e93 100644 --- a/dbms/src/Storages/StorageMergeTree.h +++ b/dbms/src/Storages/StorageMergeTree.h @@ -132,7 +132,7 @@ private: BackgroundProcessingPool::TaskHandle background_task_handle; std::vector prepareAlterTransactions( - const ColumnsDescription & new_columns, const IndicesDescription& new_indices, const Context & context); + const ColumnsDescription & new_columns, const IndicesDescription & new_indices, const Context & context); void loadMutations(); From 3707f26edf9739600b951682e9cb3acc73937a3e Mon Sep 17 00:00:00 2001 From: Guillaume Tassery Date: Fri, 26 Apr 2019 10:38:39 +0700 Subject: [PATCH 072/709] Write number of rows written in a summary instead of progress header --- dbms/src/IO/Progress.cpp | 98 ++++++++++++------- dbms/src/IO/Progress.h | 69 ++++++++++++- .../IO/WriteBufferFromHTTPServerResponse.cpp | 21 +++- .../IO/WriteBufferFromHTTPServerResponse.h | 3 +- 4 files changed, 143 insertions(+), 48 deletions(-) diff --git a/dbms/src/IO/Progress.cpp b/dbms/src/IO/Progress.cpp index 5419a106fb0..38c324ece34 100644 --- a/dbms/src/IO/Progress.cpp +++ b/dbms/src/IO/Progress.cpp @@ -8,8 +8,7 @@ namespace DB { - -void ProgressValues::read(ReadBuffer & in, UInt64 /*server_revision*/) +void AllProgressValueImpl::read(ProgressValues & value, ReadBuffer & in, UInt64 /*server_revision*/) { size_t new_rows = 0; size_t new_bytes = 0; @@ -23,65 +22,88 @@ void ProgressValues::read(ReadBuffer & in, UInt64 /*server_revision*/) readVarUInt(new_write_rows, in); readVarUInt(new_write_bytes, in); - rows = new_rows; - bytes = new_bytes; - total_rows = new_total_rows; - write_rows = new_write_rows; - write_bytes = new_write_bytes; + value.rows = new_rows; + value.bytes = new_bytes; + value.total_rows = new_total_rows; + value.write_rows = new_write_rows; + value.write_bytes = new_write_bytes; } -void ProgressValues::write(WriteBuffer & out, UInt64 /*client_revision*/) const +void AllProgressValueImpl::write(const ProgressValues & value, WriteBuffer & out, UInt64 /*client_revision*/) { - writeVarUInt(rows, out); - writeVarUInt(bytes, out); - writeVarUInt(total_rows, out); - writeVarUInt(write_rows, out); - writeVarUInt(write_bytes, out); + writeVarUInt(value.rows, out); + writeVarUInt(value.bytes, out); + writeVarUInt(value.total_rows, out); + writeVarUInt(value.write_rows, out); + writeVarUInt(value.write_bytes, out); } - -void ProgressValues::writeJSON(WriteBuffer & out) const +void AllProgressValueImpl::writeJSON(const ProgressValues & value, WriteBuffer & out) { /// Numbers are written in double quotes (as strings) to avoid loss of precision /// of 64-bit integers after interpretation by JavaScript. writeCString("{\"read_rows\":\"", out); - writeText(rows, out); + writeText(value.rows, out); writeCString("\",\"read_bytes\":\"", out); - writeText(bytes, out); + writeText(value.bytes, out); writeCString("\",\"write_rows\":\"", out); - writeText(write_rows, out); + writeText(value.write_rows, out); writeCString("\",\"write_bytes\":\"", out); - writeText(write_bytes, out); + writeText(value.write_bytes, out); writeCString("\",\"total_rows\":\"", out); - writeText(total_rows, out); + writeText(value.total_rows, out); writeCString("\"}", out); } - -void Progress::read(ReadBuffer & in, UInt64 server_revision) +/* +void ReadProgressValueImpl::read(ProgressValues & value, ReadBuffer & in, UInt64 ) { - ProgressValues values; - values.read(in, server_revision); + size_t new_rows = 0; + size_t new_bytes = 0; + size_t new_total_rows = 0; + + readVarUInt(new_rows, in); + readVarUInt(new_bytes, in); + readVarUInt(new_total_rows, in); + + value.rows = new_rows; + value.bytes = new_bytes; + value.total_rows = new_total_rows; +} - rows.store(values.rows, std::memory_order_relaxed); - bytes.store(values.bytes, std::memory_order_relaxed); - total_rows.store(values.total_rows, std::memory_order_relaxed); - write_rows.store(values.write_rows, std::memory_order_relaxed); - write_bytes.store(values.write_bytes, std::memory_order_relaxed); -} - - -void Progress::write(WriteBuffer & out, UInt64 client_revision) const +void ReadProgressValueImpl::write(const ProgressValues & value, WriteBuffer & out, UInt64) { - getValues().write(out, client_revision); + writeVarUInt(value.rows, out); + writeVarUInt(value.bytes, out); + writeVarUInt(value.total_rows, out); } - - -void Progress::writeJSON(WriteBuffer & out) const +*/ +void ReadProgressValueImpl::writeJSON(const ProgressValues & value, WriteBuffer & out) { - getValues().writeJSON(out); + /// Numbers are written in double quotes (as strings) to avoid loss of precision + /// of 64-bit integers after interpretation by JavaScript. + + writeCString("{\"read_rows\":\"", out); + writeText(value.rows, out); + writeCString("\",\"read_bytes\":\"", out); + writeText(value.bytes, out); + writeCString("\",\"total_rows\":\"", out); + writeText(value.total_rows, out); + writeCString("\"}", out); +} + +void WriteProgressValueImpl::writeJSON(const ProgressValues & value, WriteBuffer & out) +{ + /// Numbers are written in double quotes (as strings) to avoid loss of precision + /// of 64-bit integers after interpretation by JavaScript. + + writeCString("{\"write_rows\":\"", out); + writeText(value.write_rows, out); + writeCString("\",\"write_bytes\":\"", out); + writeText(value.write_bytes, out); + writeCString("\"}", out); } } diff --git a/dbms/src/IO/Progress.h b/dbms/src/IO/Progress.h index a88ee43bdab..8065b4b5a44 100644 --- a/dbms/src/IO/Progress.h +++ b/dbms/src/IO/Progress.h @@ -6,13 +6,13 @@ #include - namespace DB { class ReadBuffer; class WriteBuffer; +struct AllProgressValueImpl; /// See Progress. struct ProgressValues @@ -23,9 +23,40 @@ struct ProgressValues size_t write_rows; size_t write_bytes; - void read(ReadBuffer & in, UInt64 server_revision); - void write(WriteBuffer & out, UInt64 client_revision) const; - void writeJSON(WriteBuffer & out) const; + template + void read(ReadBuffer & in, UInt64 server_revision) + { + ReadImpl::read(*this, in, server_revision); + } + + template + void write(WriteBuffer & out, UInt64 client_revision) const + { + WriteImpl::write(*this, out, client_revision); + } + + template + void writeJSON(WriteBuffer & out) const + { + WriteJSONImpl::writeJSON(*this, out); + } +}; + +struct AllProgressValueImpl +{ + static void read(ProgressValues & value, ReadBuffer & in, UInt64 server_revision); + static void write(const ProgressValues & value, WriteBuffer & out, UInt64 client_revision) ; + static void writeJSON(const ProgressValues & value, WriteBuffer & out); +}; + +struct ReadProgressValueImpl : public AllProgressValueImpl +{ + static void writeJSON(const ProgressValues & value, WriteBuffer & out); +}; + +struct WriteProgressValueImpl : public AllProgressValueImpl +{ + static void writeJSON(const ProgressValues & value, WriteBuffer & out); }; struct ReadProgress @@ -74,10 +105,14 @@ struct Progress Progress(WriteProgress write_progress) : write_rows(write_progress.write_rows), write_bytes(write_progress.write_bytes) {} + template void read(ReadBuffer & in, UInt64 server_revision); + + template void write(WriteBuffer & out, UInt64 client_revision) const; /// Progress in JSON format (single line, without whitespaces) is used in HTTP headers. + template void writeJSON(WriteBuffer & out) const; /// Each value separately is changed atomically (but not whole object). @@ -144,5 +179,31 @@ struct Progress } }; +template +void Progress::read(ReadBuffer & in, UInt64 server_revision) +{ + ProgressValues values; + values.read(in, server_revision); + + rows.store(values.rows, std::memory_order_relaxed); + bytes.store(values.bytes, std::memory_order_relaxed); + total_rows.store(values.total_rows, std::memory_order_relaxed); + write_rows.store(values.write_rows, std::memory_order_relaxed); + write_bytes.store(values.write_bytes, std::memory_order_relaxed); +} + +template +void Progress::write(WriteBuffer & out, UInt64 client_revision) const +{ + getValues().write(out, client_revision); +} + + +template +void Progress::writeJSON(WriteBuffer & out) const +{ + getValues().writeJSON(out); +} + } diff --git a/dbms/src/IO/WriteBufferFromHTTPServerResponse.cpp b/dbms/src/IO/WriteBufferFromHTTPServerResponse.cpp index 2da5bc89726..0f63eb68496 100644 --- a/dbms/src/IO/WriteBufferFromHTTPServerResponse.cpp +++ b/dbms/src/IO/WriteBufferFromHTTPServerResponse.cpp @@ -36,14 +36,26 @@ void WriteBufferFromHTTPServerResponse::startSendHeaders() } } +void WriteBufferFromHTTPServerResponse::writeHeaderSummary() +{ + if (headers_finished_sending) + return; + + WriteBufferFromOwnString progress_string_writer; + accumulated_progress.writeJSON(progress_string_writer); + +#if defined(POCO_CLICKHOUSE_PATCH) + *response_header_ostr << "X-ClickHouse-Summary: " << progress_string_writer.str() << "\r\n" << std::flush; +#endif +} + void WriteBufferFromHTTPServerResponse::writeHeaderProgress() { if (headers_finished_sending) return; - had_update = false; WriteBufferFromOwnString progress_string_writer; - accumulated_progress.writeJSON(progress_string_writer); + accumulated_progress.writeJSON(progress_string_writer); #if defined(POCO_CLICKHOUSE_PATCH) *response_header_ostr << "X-ClickHouse-Progress: " << progress_string_writer.str() << "\r\n" << std::flush; @@ -54,8 +66,7 @@ void WriteBufferFromHTTPServerResponse::finishSendHeaders() { if (!headers_finished_sending) { - if (had_update) - writeHeaderProgress(); + writeHeaderSummary(); headers_finished_sending = true; if (request.getMethod() != Poco::Net::HTTPRequest::HTTP_HEAD) @@ -181,7 +192,7 @@ void WriteBufferFromHTTPServerResponse::onProgress(const Progress & progress) if (headers_finished_sending) return; - had_update = accumulated_progress.incrementPiecewiseAtomically(progress); + accumulated_progress.incrementPiecewiseAtomically(progress); if (progress_watch.elapsed() >= send_progress_interval_ms * 1000000) { diff --git a/dbms/src/IO/WriteBufferFromHTTPServerResponse.h b/dbms/src/IO/WriteBufferFromHTTPServerResponse.h index 56fc07f2859..ac7794afd4e 100644 --- a/dbms/src/IO/WriteBufferFromHTTPServerResponse.h +++ b/dbms/src/IO/WriteBufferFromHTTPServerResponse.h @@ -67,7 +67,6 @@ private: bool headers_started_sending = false; bool headers_finished_sending = false; /// If true, you could not add any headers. - bool had_update = false; Progress accumulated_progress; size_t send_progress_interval_ms = 100; @@ -83,6 +82,8 @@ private: // Used for write the header X-ClickHouse-progress void writeHeaderProgress(); + // Used for write the header X-ClickHouse-summary + void writeHeaderSummary(); /// This method finish headers with \r\n, allowing to start to send body. void finishSendHeaders(); From 7b1be6efc4755d1deaf1d4f62110e676bd276690 Mon Sep 17 00:00:00 2001 From: Guillaume Tassery Date: Fri, 26 Apr 2019 10:46:52 +0700 Subject: [PATCH 073/709] Clode cleaning and add test for X-ClickHouse-Summary header --- .../DataStreams/CountingBlockOutputStream.h | 2 +- dbms/src/IO/Progress.cpp | 23 ------------------- dbms/src/Interpreters/executeQuery.cpp | 2 +- ...copatch_progress_in_http_headers.reference | 3 +++ ...0416_pocopatch_progress_in_http_headers.sh | 2 +- 5 files changed, 6 insertions(+), 26 deletions(-) diff --git a/dbms/src/DataStreams/CountingBlockOutputStream.h b/dbms/src/DataStreams/CountingBlockOutputStream.h index edcdee51948..5c36c40c1ad 100644 --- a/dbms/src/DataStreams/CountingBlockOutputStream.h +++ b/dbms/src/DataStreams/CountingBlockOutputStream.h @@ -39,7 +39,7 @@ public: void onProgress(const Progress & current_progress) override { stream->onProgress(current_progress); } String getContentType() const override { return stream->getContentType(); } -public: +protected: BlockOutputStreamPtr stream; Progress progress; ProgressCallback progress_callback; diff --git a/dbms/src/IO/Progress.cpp b/dbms/src/IO/Progress.cpp index 38c324ece34..74c01135181 100644 --- a/dbms/src/IO/Progress.cpp +++ b/dbms/src/IO/Progress.cpp @@ -57,29 +57,6 @@ void AllProgressValueImpl::writeJSON(const ProgressValues & value, WriteBuffer & writeCString("\"}", out); } -/* -void ReadProgressValueImpl::read(ProgressValues & value, ReadBuffer & in, UInt64 ) -{ - size_t new_rows = 0; - size_t new_bytes = 0; - size_t new_total_rows = 0; - - readVarUInt(new_rows, in); - readVarUInt(new_bytes, in); - readVarUInt(new_total_rows, in); - - value.rows = new_rows; - value.bytes = new_bytes; - value.total_rows = new_total_rows; -} - -void ReadProgressValueImpl::write(const ProgressValues & value, WriteBuffer & out, UInt64) -{ - writeVarUInt(value.rows, out); - writeVarUInt(value.bytes, out); - writeVarUInt(value.total_rows, out); -} -*/ void ReadProgressValueImpl::writeJSON(const ProgressValues & value, WriteBuffer & out) { /// Numbers are written in double quotes (as strings) to avoid loss of precision diff --git a/dbms/src/Interpreters/executeQuery.cpp b/dbms/src/Interpreters/executeQuery.cpp index e77519c8e54..b67ce8334f2 100644 --- a/dbms/src/Interpreters/executeQuery.cpp +++ b/dbms/src/Interpreters/executeQuery.cpp @@ -333,7 +333,7 @@ static std::tuple executeQueryImpl( } else if (stream_out) /// will be used only for ordinary INSERT queries { - if (auto counting_stream = dynamic_cast(stream_out)) + if (auto counting_stream = dynamic_cast(stream_out)) { /// NOTE: Redundancy. The same values could be extracted from process_list_elem->progress_out.query_settings = process_list_elem->progress_in elem.result_rows = counting_stream->getProgress().rows; diff --git a/dbms/tests/queries/0_stateless/00416_pocopatch_progress_in_http_headers.reference b/dbms/tests/queries/0_stateless/00416_pocopatch_progress_in_http_headers.reference index 42036e1a81f..673feb24753 100644 --- a/dbms/tests/queries/0_stateless/00416_pocopatch_progress_in_http_headers.reference +++ b/dbms/tests/queries/0_stateless/00416_pocopatch_progress_in_http_headers.reference @@ -1,6 +1,7 @@ < X-ClickHouse-Progress: {"read_rows":"0","read_bytes":"0","total_rows":"10"} < X-ClickHouse-Progress: {"read_rows":"5","read_bytes":"40","total_rows":"10"} < X-ClickHouse-Progress: {"read_rows":"10","read_bytes":"80","total_rows":"10"} +< X-ClickHouse-Progress: {"read_rows":"10","read_bytes":"80","total_rows":"10"} 9 < X-ClickHouse-Progress: {"read_rows":"1","read_bytes":"8","total_rows":"0"} < X-ClickHouse-Progress: {"read_rows":"2","read_bytes":"16","total_rows":"0"} @@ -12,6 +13,7 @@ < X-ClickHouse-Progress: {"read_rows":"8","read_bytes":"64","total_rows":"0"} < X-ClickHouse-Progress: {"read_rows":"9","read_bytes":"72","total_rows":"0"} < X-ClickHouse-Progress: {"read_rows":"10","read_bytes":"80","total_rows":"0"} +< X-ClickHouse-Progress: {"read_rows":"10","read_bytes":"80","total_rows":"0"} 0 1 2 @@ -32,3 +34,4 @@ 7 8 9 +< X-ClickHouse-Summary: {"read_rows":"10","read_bytes":"80","write_rows":"10","write_bytes":"40","total_rows":"0"} diff --git a/dbms/tests/queries/0_stateless/00416_pocopatch_progress_in_http_headers.sh b/dbms/tests/queries/0_stateless/00416_pocopatch_progress_in_http_headers.sh index 83f15cfb248..76ca56efca8 100755 --- a/dbms/tests/queries/0_stateless/00416_pocopatch_progress_in_http_headers.sh +++ b/dbms/tests/queries/0_stateless/00416_pocopatch_progress_in_http_headers.sh @@ -26,7 +26,7 @@ ${CLICKHOUSE_CURL} -vsS "${CLICKHOUSE_URL}" -H 'Accept-Encoding: gzip' -d 'DROP ${CLICKHOUSE_CURL} -vsS "${CLICKHOUSE_URL}" -H 'Accept-Encoding: gzip' -d 'CREATE TABLE insert_number_query (record UInt32) Engine = Memory' > /dev/null 2>&1 ${CLICKHOUSE_CURL} -vsS "${CLICKHOUSE_URL}" -H 'Accept-Encoding: gzip' -d 'CREATE TABLE insert_number_query_2 (record UInt32) Engine = Memory' > /dev/null 2>&1 -${CLICKHOUSE_CURL} -vsS "${CLICKHOUSE_URL}?max_block_size=1&http_headers_progress_interval_ms=0&send_progress_in_http_headers=1" -d 'INSERT INTO insert_number_query (record) SELECT number FROM system.numbers LIMIT 10' 2>&1 | grep -E 'Content-Encoding|X-ClickHouse-Progress|^[0-9]' +${CLICKHOUSE_CURL} -vsS "${CLICKHOUSE_URL}?max_block_size=1&http_headers_progress_interval_ms=0&send_progress_in_http_headers=1" -d 'INSERT INTO insert_number_query (record) SELECT number FROM system.numbers LIMIT 10' 2>&1 | grep -E 'Content-Encoding|X-ClickHouse-Summary|^[0-9]' ${CLICKHOUSE_CURL} -vsS "${CLICKHOUSE_URL}" -H 'Accept-Encoding: gzip' -d 'DROP TABLE insert_number_query' > /dev/null 2>&1 ${CLICKHOUSE_CURL} -vsS "${CLICKHOUSE_URL}" -H 'Accept-Encoding: gzip' -d 'DROP TABLE insert_number_query2' > /dev/null 2>&1 From 40db4551f20253062057fa2e6603ce3552f96408 Mon Sep 17 00:00:00 2001 From: Guillaume Tassery Date: Fri, 26 Apr 2019 12:01:02 +0700 Subject: [PATCH 074/709] Add USE_GPERF on configuration file --- dbms/src/Common/config.h.in | 1 + dbms/src/Functions/CMakeLists.txt | 12 +++++++----- dbms/src/Functions/firstSignificantSubdomain.h | 6 ++++-- dbms/src/Functions/tldLookup.h | 3 ++- docs/en/development/build.md | 7 +------ 5 files changed, 15 insertions(+), 14 deletions(-) diff --git a/dbms/src/Common/config.h.in b/dbms/src/Common/config.h.in index c323afe369e..8d779903c99 100644 --- a/dbms/src/Common/config.h.in +++ b/dbms/src/Common/config.h.in @@ -25,6 +25,7 @@ #cmakedefine01 USE_BROTLI #cmakedefine01 USE_SSL #cmakedefine01 USE_HYPERSCAN +#cmakedefine01 USE_GPERF #cmakedefine01 CLICKHOUSE_SPLIT_BINARY #cmakedefine01 LLVM_HAS_RTTI diff --git a/dbms/src/Functions/CMakeLists.txt b/dbms/src/Functions/CMakeLists.txt index 4247c26baa2..5068be69194 100644 --- a/dbms/src/Functions/CMakeLists.txt +++ b/dbms/src/Functions/CMakeLists.txt @@ -3,12 +3,14 @@ include(${ClickHouse_SOURCE_DIR}/cmake/dbms_glob_sources.cmake) add_headers_and_sources(clickhouse_functions ./GatherUtils) add_headers_and_sources(clickhouse_functions .) -add_custom_command( - OUTPUT ${CMAKE_CURRENT_SOURCE_DIR}/tldLookup.cpp - COMMAND ${GPERF} ${CMAKE_CURRENT_SOURCE_DIR}/gperf/tldLookup.gperf --output-file=${CMAKE_CURRENT_SOURCE_DIR}/tldLookup.cpp -) +if (USE_GPERF) + add_custom_command( + OUTPUT ${CMAKE_CURRENT_BINARY_DIR}/tldLookup.cpp + COMMAND ${GPERF} ${CMAKE_CURRENT_SOURCE_DIR}/gperf/tldLookup.gperf --output-file=${CMAKE_CURRENT_BINARY_DIR}/tldLookup.cpp + ) -list(APPEND clickhouse_functions_sources tldLookup.cpp) + list(APPEND clickhouse_functions_sources ${CMAKE_CURRENT_BINARY_DIR}/tldLookup.cpp) +endif () list(REMOVE_ITEM clickhouse_functions_sources IFunction.cpp FunctionFactory.cpp FunctionHelpers.cpp) list(REMOVE_ITEM clickhouse_functions_headers IFunction.h FunctionFactory.h FunctionHelpers.h) diff --git a/dbms/src/Functions/firstSignificantSubdomain.h b/dbms/src/Functions/firstSignificantSubdomain.h index ddc056df9f9..2073fafa7dc 100644 --- a/dbms/src/Functions/firstSignificantSubdomain.h +++ b/dbms/src/Functions/firstSignificantSubdomain.h @@ -2,6 +2,7 @@ #include #include +#include #include namespace DB @@ -64,17 +65,18 @@ struct ExtractFirstSignificantSubdomain end_of_level_domain = end; } +#if USE_GPERF if (tldLookup::is_valid(last_3_periods[1] + 1, end_of_level_domain - last_3_periods[1] - 1) != nullptr) { res_data += last_3_periods[2] + 1 - begin; res_size = last_3_periods[1] - last_3_periods[2] - 1; - } + } else { res_data += last_3_periods[1] + 1 - begin; res_size = last_3_periods[0] - last_3_periods[1] - 1; } - +#endif } }; diff --git a/dbms/src/Functions/tldLookup.h b/dbms/src/Functions/tldLookup.h index 76a87e6b8c7..d7629faf4c9 100644 --- a/dbms/src/Functions/tldLookup.h +++ b/dbms/src/Functions/tldLookup.h @@ -1,6 +1,6 @@ #pragma once - +#if USE_GPERF // Definition of the class generated by gperf, present on gperf/tldLookup.gperf class tldLookupHash { @@ -14,3 +14,4 @@ namespace DB { using tldLookup = tldLookupHash; } +#endif diff --git a/docs/en/development/build.md b/docs/en/development/build.md index 9a0b160d705..6d56d6a22b4 100644 --- a/docs/en/development/build.md +++ b/docs/en/development/build.md @@ -67,12 +67,7 @@ export CXX=g++-7 ## Install Required Libraries from Packages ```bash -sudo apt-get install libicu-dev libreadline-dev -``` - -## Install Additional dependencies -```bash -sudo apt-get install gperf +sudo apt-get install libicu-dev libreadline-dev gperf ``` ## Checkout ClickHouse Sources From cb51558bdfe78c6fd2188cfc191c954d99a6c0d0 Mon Sep 17 00:00:00 2001 From: Ivan Kushnarenko Date: Sat, 27 Apr 2019 11:24:50 +0300 Subject: [PATCH 075/709] check build clang7 splitted --- dbms/src/Storages/StorageMergeTree.cpp | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/dbms/src/Storages/StorageMergeTree.cpp b/dbms/src/Storages/StorageMergeTree.cpp index 8f610bc7bdb..40213898b5a 100644 --- a/dbms/src/Storages/StorageMergeTree.cpp +++ b/dbms/src/Storages/StorageMergeTree.cpp @@ -197,7 +197,9 @@ void StorageMergeTree::rename(const String & new_path_to_db, const String & /*ne std::vector StorageMergeTree::prepareAlterTransactions( const ColumnsDescription & new_columns, const IndicesDescription & new_indices, const Context & context) { - auto parts = data.getDataParts({MergeTreeDataPartState::PreCommitted, MergeTreeDataPartState::Committed, MergeTreeDataPartState::Outdated}); + auto parts = data.getDataParts({MergeTreeDataPartState::PreCommitted, + MergeTreeDataPartState::Committed, + MergeTreeDataPartState::Outdated}); std::vector transactions(parts.size()); const auto& columns_for_parts = new_columns.getAllPhysical(); From 40be74ac658bc0c58809ed9c6619ceeced0684d3 Mon Sep 17 00:00:00 2001 From: ivan-kush Date: Sat, 27 Apr 2019 18:27:57 +0300 Subject: [PATCH 076/709] refactor --- dbms/src/Core/Settings.h | 2 +- dbms/src/Core/SettingsCommon.h | 7 ------- 2 files changed, 1 insertion(+), 8 deletions(-) diff --git a/dbms/src/Core/Settings.h b/dbms/src/Core/Settings.h index 34cfaded905..891e2a6e615 100644 --- a/dbms/src/Core/Settings.h +++ b/dbms/src/Core/Settings.h @@ -41,7 +41,7 @@ struct Settings M(SettingUInt64, min_insert_block_size_rows, DEFAULT_INSERT_BLOCK_SIZE, "Squash blocks passed to INSERT query to specified size in rows, if blocks are not big enough.") \ M(SettingUInt64, min_insert_block_size_bytes, (DEFAULT_INSERT_BLOCK_SIZE * 256), "Squash blocks passed to INSERT query to specified size in bytes, if blocks are not big enough.") \ M(SettingMaxThreads, max_threads, 0, "The maximum number of threads to execute the request. By default, it is determined automatically.") \ - M(SettingMaxAlterThreads, max_alter_threads, 0, "The maximum number of threads to execute the ALTER requests. By default, it is determined automatically.") \ + M(SettingMaxThreads, max_alter_threads, 0, "The maximum number of threads to execute the ALTER requests. By default, it is determined automatically.") \ M(SettingUInt64, max_read_buffer_size, DBMS_DEFAULT_BUFFER_SIZE, "The maximum size of the buffer to read from the filesystem.") \ M(SettingUInt64, max_distributed_connections, 1024, "The maximum number of connections for distributed processing of one query (should be greater than max_threads).") \ M(SettingUInt64, max_query_size, 262144, "Which part of the query can be read into RAM for parsing (the remaining data for INSERT, if any, is read later)") \ diff --git a/dbms/src/Core/SettingsCommon.h b/dbms/src/Core/SettingsCommon.h index d992b2d64f0..9f7eb1187c9 100644 --- a/dbms/src/Core/SettingsCommon.h +++ b/dbms/src/Core/SettingsCommon.h @@ -87,13 +87,6 @@ struct SettingMaxThreads UInt64 getAutoValueImpl() const; }; -struct SettingMaxAlterThreads: public SettingMaxThreads -{ - SettingMaxAlterThreads(UInt64 x = 0): - SettingMaxThreads(x) - {} -}; - struct SettingSeconds { Poco::Timespan value; From 26b3910b7dfc2a2ea4e3c29a1cb20c9d8591fc94 Mon Sep 17 00:00:00 2001 From: ivan-kush Date: Sat, 27 Apr 2019 20:01:30 +0300 Subject: [PATCH 077/709] tsan debug --- dbms/src/Core/SettingsCommon.h | 1 + dbms/src/Storages/StorageMergeTree.cpp | 6 +++++- 2 files changed, 6 insertions(+), 1 deletion(-) diff --git a/dbms/src/Core/SettingsCommon.h b/dbms/src/Core/SettingsCommon.h index 9f7eb1187c9..c661cef1570 100644 --- a/dbms/src/Core/SettingsCommon.h +++ b/dbms/src/Core/SettingsCommon.h @@ -87,6 +87,7 @@ struct SettingMaxThreads UInt64 getAutoValueImpl() const; }; + struct SettingSeconds { Poco::Timespan value; diff --git a/dbms/src/Storages/StorageMergeTree.cpp b/dbms/src/Storages/StorageMergeTree.cpp index 40213898b5a..49c07444f7f 100644 --- a/dbms/src/Storages/StorageMergeTree.cpp +++ b/dbms/src/Storages/StorageMergeTree.cpp @@ -211,9 +211,13 @@ std::vector StorageMergeTree::prepar size_t i = 0; for (const auto & part : parts) { + auto thread_group = CurrentThread::getGroup(); thread_pool.schedule( - [this, i, &transactions, &part, columns_for_parts, new_indices = new_indices.indices] + [this, i, &transactions, &part, columns_for_parts, thread_group, new_indices = new_indices.indices] { + setThreadName("AlterTransactions"); + if(thread_group) + CurrentThread::attachToIfDetached(thread_group); if (auto transaction = this->data.alterDataPart(part, columns_for_parts, new_indices, false)) transactions[i] = std::move(transaction); } From bdbe97276c7f1599d99b16887190a14233c53db4 Mon Sep 17 00:00:00 2001 From: Ivan Kushnarenko Date: Sat, 27 Apr 2019 23:15:10 +0300 Subject: [PATCH 078/709] remove groups --- dbms/src/Storages/StorageMergeTree.cpp | 6 +----- 1 file changed, 1 insertion(+), 5 deletions(-) diff --git a/dbms/src/Storages/StorageMergeTree.cpp b/dbms/src/Storages/StorageMergeTree.cpp index 49c07444f7f..40213898b5a 100644 --- a/dbms/src/Storages/StorageMergeTree.cpp +++ b/dbms/src/Storages/StorageMergeTree.cpp @@ -211,13 +211,9 @@ std::vector StorageMergeTree::prepar size_t i = 0; for (const auto & part : parts) { - auto thread_group = CurrentThread::getGroup(); thread_pool.schedule( - [this, i, &transactions, &part, columns_for_parts, thread_group, new_indices = new_indices.indices] + [this, i, &transactions, &part, columns_for_parts, new_indices = new_indices.indices] { - setThreadName("AlterTransactions"); - if(thread_group) - CurrentThread::attachToIfDetached(thread_group); if (auto transaction = this->data.alterDataPart(part, columns_for_parts, new_indices, false)) transactions[i] = std::move(transaction); } From d21cf9d85f66abe4f8f5e015b0e0168fae26d150 Mon Sep 17 00:00:00 2001 From: Yuriy Date: Mon, 29 Apr 2019 09:05:30 +0300 Subject: [PATCH 079/709] ssl support --- dbms/programs/server/MySQLHandler.cpp | 63 +++++++++++++++---- dbms/programs/server/MySQLHandler.h | 10 +++ dbms/src/Core/MySQLProtocol.h | 42 +++++++++++-- .../test_mysql_protocol/configs/config.xml | 16 +++++ .../test_mysql_protocol/configs/dhparam.pem | 8 +++ .../test_mysql_protocol/configs/server.crt | 18 ++++++ .../test_mysql_protocol/configs/server.key | 28 +++++++++ .../integration/test_mysql_protocol/test.py | 7 +-- 8 files changed, 170 insertions(+), 22 deletions(-) create mode 100644 dbms/tests/integration/test_mysql_protocol/configs/dhparam.pem create mode 100644 dbms/tests/integration/test_mysql_protocol/configs/server.crt create mode 100644 dbms/tests/integration/test_mysql_protocol/configs/server.key diff --git a/dbms/programs/server/MySQLHandler.cpp b/dbms/programs/server/MySQLHandler.cpp index e3a941206da..7ff1394b63c 100644 --- a/dbms/programs/server/MySQLHandler.cpp +++ b/dbms/programs/server/MySQLHandler.cpp @@ -10,6 +10,8 @@ #include #include #include +#include +#include #include "MySQLHandler.h" #include @@ -17,6 +19,8 @@ namespace DB { using namespace MySQLProtocol; +using Poco::Net::SecureStreamSocket; +using Poco::Net::SSLManager; namespace ErrorCodes { @@ -31,11 +35,7 @@ void MySQLHandler::run() { connection_context = server.context(); - { - auto in = std::make_shared(socket()); - auto out = std::make_shared(socket()); - packet_sender = PacketSender(in, out); - } + packet_sender = PacketSender(socket()); try { @@ -51,8 +51,7 @@ void MySQLHandler::run() LOG_TRACE(log, "Sent handshake"); - HandshakeResponse handshake_response; - packet_sender.receivePacket(handshake_response); + HandshakeResponse handshake_response = finishHandshake(); LOG_DEBUG(log, "Capabilities: " << handshake_response.capability_flags << "\nmax_packet_size: " @@ -130,6 +129,42 @@ void MySQLHandler::run() } } +MySQLProtocol::HandshakeResponse MySQLHandler::finishHandshake() +{ + /** Size of SSLRequest packet is 32 bytes. + * If we read more, then we will read part of SSL handshake, and it will be impossible to start SSL connection using Poco. + */ + HandshakeResponse packet; + char b[100]; /// Client can send either SSLRequest or HandshakeResponse. + size_t pos = 0; + while (pos < 3) { + int ret = socket().receiveBytes(b + pos, 36 - pos); + if (ret == 0) { + throw Exception("Cannot read all data. Bytes read: " + std::to_string(pos) + ". Bytes expected: 36.", ErrorCodes::CANNOT_READ_ALL_DATA); + } + pos += ret; + } + + size_t packet_size = *reinterpret_cast(b) & 0xFFFFFF; + LOG_TRACE(log, "packet size: " << packet_size); + if (packet_size == 32) { + ss = std::make_shared(SecureStreamSocket::attach(socket(), SSLManager::instance().defaultServerContext())); + packet_sender = PacketSender(*ss, 2); + secure_connection = true; + packet_sender.receivePacket(packet); + } else { + while (pos < 4 + packet_size) { + int ret = socket().receiveBytes(b + pos, 4 + packet_size - pos); + if (ret == 0) { + throw Exception("Cannot read all data. Bytes read: " + std::to_string(pos) + ". Bytes expected: " + std::to_string(4 + packet_size) + ".", ErrorCodes::CANNOT_READ_ALL_DATA); + } + pos += ret; + } + packet.readPayload(std::string(b + 4, packet_size)); + packet_sender.sequence_id++; + } + return packet; +} String MySQLHandler::generateScramble() { @@ -167,11 +202,11 @@ void MySQLHandler::authenticate(const HandshakeResponse & handshake_response, co auto getOpenSSLError = []() -> String { BIO * mem = BIO_new(BIO_s_mem()); ERR_print_errors(mem); - char * pem_buf = nullptr; - long pem_size = BIO_get_mem_data(mem, &pem_buf); - String pem(pem_buf, pem_size); + char * buf = nullptr; + long size = BIO_get_mem_data(mem, &buf); + String errors_str(buf, size); BIO_free(mem); - return pem; + return errors_str; }; if (auth_response == "\2") @@ -211,7 +246,7 @@ void MySQLHandler::authenticate(const HandshakeResponse & handshake_response, co * https://github.com/mysql/mysql-server/blob/8.0/sql/auth/sql_authentication.cc#L4017 */ - if (!(auth_response.empty() || (auth_response.size() == 1 && auth_response[0] == '\0'))) + if (!secure_connection && !(auth_response.empty() || (auth_response.size() == 1 && auth_response[0] == '\0'))) { LOG_TRACE(log, "Received nonempty password"); auto ciphertext = reinterpret_cast(auth_response.data()); @@ -229,6 +264,10 @@ void MySQLHandler::authenticate(const HandshakeResponse & handshake_response, co password[i] = plaintext[i] ^ static_cast(scramble[i % scramble.size()]); } } + else if (secure_connection) + { + password = auth_response; + } else { LOG_TRACE(log, "Received empty password"); diff --git a/dbms/programs/server/MySQLHandler.h b/dbms/programs/server/MySQLHandler.h index 71879353028..57938730ebb 100644 --- a/dbms/programs/server/MySQLHandler.h +++ b/dbms/programs/server/MySQLHandler.h @@ -1,6 +1,7 @@ #pragma once #include +#include #include #include #include @@ -32,6 +33,9 @@ public: void run() final; private: + /// Enables SSL, if client requested. + MySQLProtocol::HandshakeResponse finishHandshake(); + void comQuery(String payload); void comFieldList(String payload); @@ -57,6 +61,12 @@ private: static uint32_t last_connection_id; RSA * public_key, * private_key; + + std::shared_ptr in; + std::shared_ptr out; + + bool secure_connection = false; + std::shared_ptr ss; }; } diff --git a/dbms/src/Core/MySQLProtocol.h b/dbms/src/Core/MySQLProtocol.h index fb705635c69..dd6f1c610ff 100644 --- a/dbms/src/Core/MySQLProtocol.h +++ b/dbms/src/Core/MySQLProtocol.h @@ -3,8 +3,11 @@ #include #include #include +#include +#include #include #include +#include #include #include @@ -46,6 +49,7 @@ enum Capability { CLIENT_CONNECT_WITH_DB = 0x00000008, CLIENT_PROTOCOL_41 = 0x00000200, + CLIENT_SSL = 0x00000800, CLIENT_TRANSACTIONS = 0x00002000, // TODO CLIENT_SESSION_TRACK = 0x00800000, // TODO CLIENT_SECURE_CONNECTION = 0x00008000, @@ -128,6 +132,8 @@ public: class ReadPacket { public: + ReadPacket() = default; + ReadPacket(const ReadPacket &) = default; virtual void readPayload(String payload) = 0; virtual ~ReadPacket() = default; @@ -140,11 +146,15 @@ public: class PacketSender { public: - PacketSender() - {} + size_t sequence_id = 0; - PacketSender(std::shared_ptr in, std::shared_ptr out) - : in(std::move(in)), out(std::move(out)), sequence_id(0), log(&Poco::Logger::get("MySQLHandler")) + PacketSender() = default; + + explicit PacketSender(Poco::Net::StreamSocket & socket, size_t sequence_id=0) + : sequence_id(sequence_id) + , in(std::make_shared(socket)) + , out(std::make_shared(socket)) + , log(&Poco::Logger::get("MySQLHandler")) { } @@ -230,7 +240,7 @@ private: std::shared_ptr in; std::shared_ptr out; - size_t sequence_id; + Poco::Logger * log; }; @@ -259,7 +269,7 @@ public: , server_version(std::move(server_version)) , connection_id(connection_id) , capability_flags(CLIENT_PROTOCOL_41 | CLIENT_SECURE_CONNECTION | CLIENT_PLUGIN_AUTH | CLIENT_PLUGIN_AUTH_LENENC_CLIENT_DATA - | CLIENT_CONNECT_WITH_DB | CLIENT_DEPRECATE_EOF) + | CLIENT_CONNECT_WITH_DB | CLIENT_DEPRECATE_EOF | CLIENT_SSL) , character_set(CharacterSet::utf8_general_ci) , status_flags(0) , auth_plugin_data(auth_plugin_data) @@ -286,6 +296,22 @@ public: } }; +class SSLRequest : public ReadPacket +{ +public: + uint32_t capability_flags; + uint32_t max_packet_size; + uint8_t character_set; + + void readPayload(String s) override + { + std::istringstream ss(s); + ss.readsome(reinterpret_cast(&capability_flags), 4); + ss.readsome(reinterpret_cast(&max_packet_size), 4); + ss.readsome(reinterpret_cast(&character_set), 1); + } +}; + class HandshakeResponse : public ReadPacket { public: @@ -297,6 +323,10 @@ public: String database; String auth_plugin_name; + HandshakeResponse() = default; + + HandshakeResponse(const HandshakeResponse &) = default; + void readPayload(String s) override { std::istringstream ss(s); diff --git a/dbms/tests/integration/test_mysql_protocol/configs/config.xml b/dbms/tests/integration/test_mysql_protocol/configs/config.xml index 7c73809100b..86d055b50b5 100644 --- a/dbms/tests/integration/test_mysql_protocol/configs/config.xml +++ b/dbms/tests/integration/test_mysql_protocol/configs/config.xml @@ -8,6 +8,22 @@ 10 + + + + + /etc/clickhouse-server/server.crt + /etc/clickhouse-server/server.key + + /etc/clickhouse-server/dhparam.pem + none + true + true + sslv2,sslv3 + true + + + 9000 9001 127.0.0.1 diff --git a/dbms/tests/integration/test_mysql_protocol/configs/dhparam.pem b/dbms/tests/integration/test_mysql_protocol/configs/dhparam.pem new file mode 100644 index 00000000000..fb935b9c898 --- /dev/null +++ b/dbms/tests/integration/test_mysql_protocol/configs/dhparam.pem @@ -0,0 +1,8 @@ +-----BEGIN DH PARAMETERS----- +MIIBCAKCAQEAkPGhfLY5nppeQkFBKYRpiisxzrRQfyyTUu6aabZP2CbAMAuoYzaC +Z+iqeWSQZKRYeA21SZXkC9xE1e5FJsc5IWzCRiMNZeLuj4ApUNysMu89DpX8/b91 ++Ka6wRJnaO43ZqHj/9FpU4JiYtxoIpXDC9HeiSAnwLwJc3L+nkYfnSGgvzWIxhGV +gCoVmVBoTe7wrqCyVlM5nrNZSjhlSugvXmu2bSK3MwYF08QLKvlF68eedbs0PMWh +WC0bFM/X7gMBEqL4DiINufAShbZPKxD6eL2APiHPUo6xun3ed/Po/5j8QBmiku0c +5Jb12ZhOTRTQjaRg2aFF8LPdW2tDE7HmewIBAg== +-----END DH PARAMETERS----- diff --git a/dbms/tests/integration/test_mysql_protocol/configs/server.crt b/dbms/tests/integration/test_mysql_protocol/configs/server.crt new file mode 100644 index 00000000000..6f4deca038f --- /dev/null +++ b/dbms/tests/integration/test_mysql_protocol/configs/server.crt @@ -0,0 +1,18 @@ +-----BEGIN CERTIFICATE----- +MIIC+zCCAeOgAwIBAgIJAIhI9ozZJ+TWMA0GCSqGSIb3DQEBCwUAMBQxEjAQBgNV +BAMMCWxvY2FsaG9zdDAeFw0xOTA0MjIwNDMyNTJaFw0yMDA0MjEwNDMyNTJaMBQx +EjAQBgNVBAMMCWxvY2FsaG9zdDCCASIwDQYJKoZIhvcNAQEBBQADggEPADCCAQoC +ggEBAK+wVUEdqF2uXvN0MJBgnAHyXi6JTi4p/F6igsrCjSNjJWzHH0vQmK8ujfcF +CkifW88i+W5eHctuEtQqNHK+t9x9YiZtXrj6m/XkOXs20mYgENSmbbbHbriTPnZB +zZrq6UqMlwIHNNAa+I3NMORQxVRaI0ybXnGVO5elr70xHpk03xL0JWKHpEqYp4db +2aBQgF6y3Ww4khxjIYqpUYXWXGFnVIRU7FKVEAM1xyKqvQzXjQ5sVM/wyHknveEF +3b/X4ggN+KNl5KOc0cWDh1/XaatJAPaUUPqZcq76tynLbP64Xm3dxHcj+gtRkO67 +ef6MSg6l63m3XQP6Qb+MIkd06OsCAwEAAaNQME4wHQYDVR0OBBYEFDmODTO8QLDN +ykR3x0LIOnjNhrKhMB8GA1UdIwQYMBaAFDmODTO8QLDNykR3x0LIOnjNhrKhMAwG +A1UdEwQFMAMBAf8wDQYJKoZIhvcNAQELBQADggEBAAwaiJc7uqEpnH3aukbftDwX +m8GfEnj1HVdgg+9GGNq+9rvUYBF6gdPmjRCX9dO0cclLFx8jc2org0rTSq9WoOhX +E6qL4Eqrmc5SE3Y9jZM0h6GRD4oXK014FmtZ3T6ddZU3dQLj3BS2r1XrvmubTvGN +ZuTJNY8nx8Hh6H5XINmsEjUF9E5hog+PwCE03xt2adIdYL+gsbxASeNYyeUFpZv5 +zcXR3VoakBWnAaOVgCHq2qh96QAnL7ZKzFkGf/MdwV10KU3dmb+ICbQUUdf9Gc17 +aaDCIRws312F433FdXBkGs2UkB7ZZme9dfn6O1QbeTNvex2VLMqYx/CTkfFbOQA= +-----END CERTIFICATE----- diff --git a/dbms/tests/integration/test_mysql_protocol/configs/server.key b/dbms/tests/integration/test_mysql_protocol/configs/server.key new file mode 100644 index 00000000000..6eddb3295db --- /dev/null +++ b/dbms/tests/integration/test_mysql_protocol/configs/server.key @@ -0,0 +1,28 @@ +-----BEGIN PRIVATE KEY----- +MIIEvQIBADANBgkqhkiG9w0BAQEFAASCBKcwggSjAgEAAoIBAQCvsFVBHahdrl7z +dDCQYJwB8l4uiU4uKfxeooLKwo0jYyVsxx9L0JivLo33BQpIn1vPIvluXh3LbhLU +KjRyvrfcfWImbV64+pv15Dl7NtJmIBDUpm22x264kz52Qc2a6ulKjJcCBzTQGviN +zTDkUMVUWiNMm15xlTuXpa+9MR6ZNN8S9CVih6RKmKeHW9mgUIBest1sOJIcYyGK +qVGF1lxhZ1SEVOxSlRADNcciqr0M140ObFTP8Mh5J73hBd2/1+IIDfijZeSjnNHF +g4df12mrSQD2lFD6mXKu+rcpy2z+uF5t3cR3I/oLUZDuu3n+jEoOpet5t10D+kG/ +jCJHdOjrAgMBAAECggEARF66zrxb6RkSmmt8+rKeA6PuQu3sHsr4C1vyyjUr97l9 +tvdGlpp20LWtSZQMjHZ3pARYTTsTHTeY3DgQcRcHNicVKx8k3ZepWeeW9vw+pL+V +zSt3RsoVrH6gsCSrfr4sS3aqzX9AbjwQvh48CJ3mLQ1m70kHV+xbZIh1+4pB/hyP +1wKyUE18ZkOptXvO/TtoHzLQCecpkXtWzmry1Eh2isvXA+NMrAtLibGsyM1mtm7i +5ozevzHabvvCDBEe+KgZdONgVhhhvm2eOd+/s4w3rw4ETud4fI/ZAJyWXhiIKFnA +VJbElWruSAoVBW7p2bsF5PbmVzvo8vXL+VylxYD+AQKBgQDhLoRKTVhNkn/QjKxq +sdOh+QZra0LzjVpAmkQzu7wZMSHEz9qePQciDQQrYKrmRF1vNcIRCVUTqWYheJ/1 +lKRrCGa0ab6k96zkWMqLHD5u+UeJV7r1dJIx08ME9kNJ+x/XtB8klRIji16NiQUS +qc6p8z0M2AnbJzsRfWZRH8FeYwKBgQDHu8dzdtVGI7MtxfPOE/bfajiopDg8BdTC +pdug2T8XofRHRq7Q+0vYjTAZFT/slib91Pk6VvvPdo9VBZiL4omv4dAq6mOOdX/c +U14mJe1X5GCrr8ExZ8BfNJ3t/6sV1fcxyJwAw7iBguqxA2JqdM/wFk10K8XqvzVn +CD6O9yGt2QKBgFX1BMi8N538809vs41S7l9hCQNOQZNo/O+2M5yv6ECRkbtoQKKw +1x03bMUGNJaLuELweXE5Z8GGo5bZTe5X3F+DKHlr+DtO1C+ieUaa9HY2MAmMdLCn +2/qrREGLo+oEs4YKmuzC/taUp/ZNPKOAMISNdluFyFVg51pozPrgrVbTAoGBAKkE +LBl3O67o0t0vH8sJdeVFG8EJhlS0koBMnfgVHqC++dm+5HwPyvTrNQJkyv1HaqNt +r6FArkG3ED9gRuBIyT6+lctbIPgSUip9mbQqcBfqOCvQxGksZMur2ODncz09HLtS +CUFUXjOqNzOnq4ZuZu/Bz7U4vXiSaXxQq6+LTUKxAoGAFZU/qrI06XxnrE9A1X0W +l7DSkpZaDcu11NrZ473yONih/xOZNh4SSBpX8a7F6Pmh9BdtGqphML8NFPvQKcfP +b9H2iid2tc292uyrUEb5uTMmv61zoTwtitqLzO0+tS6PT3fXobX+eyeEWKzPBljL +HFtxG5CCXpkdnWRmaJnhTzA= +-----END PRIVATE KEY----- diff --git a/dbms/tests/integration/test_mysql_protocol/test.py b/dbms/tests/integration/test_mysql_protocol/test.py index dd2d7453a35..6034e866b2d 100644 --- a/dbms/tests/integration/test_mysql_protocol/test.py +++ b/dbms/tests/integration/test_mysql_protocol/test.py @@ -13,8 +13,9 @@ from helpers.cluster import ClickHouseCluster SCRIPT_DIR = os.path.dirname(os.path.realpath(__file__)) -cluster = ClickHouseCluster(__file__, base_configs_dir=os.path.join(SCRIPT_DIR, './configs')) -node = cluster.add_instance('node') +config_dir = os.path.join(SCRIPT_DIR, './configs') +cluster = ClickHouseCluster(__file__) +node = cluster.add_instance('node', config_dir=config_dir) server_port = 9001 @@ -50,8 +51,6 @@ def test_mysql_client(mysql_client, server_address): -e "select 'тест' as b;" '''.format(host=server_address, port=server_port), demux=True) - import pdb - pdb.set_trace() assert stdout == 'a\n1\nb\nтест\n' code, (stdout, stderr) = mysql_client.exec_run(''' From 8a3e75d92f2e2080164438af62c3733064290f72 Mon Sep 17 00:00:00 2001 From: Yuriy Date: Mon, 29 Apr 2019 09:37:39 +0300 Subject: [PATCH 080/709] fixed style --- dbms/programs/server/MySQLHandler.cpp | 41 +++-- dbms/programs/server/MySQLHandlerFactory.h | 166 +++++++++++---------- 2 files changed, 114 insertions(+), 93 deletions(-) diff --git a/dbms/programs/server/MySQLHandler.cpp b/dbms/programs/server/MySQLHandler.cpp index 7ff1394b63c..fe50b6fcd2f 100644 --- a/dbms/programs/server/MySQLHandler.cpp +++ b/dbms/programs/server/MySQLHandler.cpp @@ -24,8 +24,8 @@ using Poco::Net::SSLManager; namespace ErrorCodes { - extern const int MYSQL_CLIENT_INSUFFICIENT_CAPABILITIES; - extern const int UNKNOWN_EXCEPTION; +extern const int MYSQL_CLIENT_INSUFFICIENT_CAPABILITIES; +extern const int UNKNOWN_EXCEPTION; } uint32_t MySQLHandler::last_connection_id = 0; @@ -137,9 +137,11 @@ MySQLProtocol::HandshakeResponse MySQLHandler::finishHandshake() HandshakeResponse packet; char b[100]; /// Client can send either SSLRequest or HandshakeResponse. size_t pos = 0; - while (pos < 3) { + while (pos < 3) + { int ret = socket().receiveBytes(b + pos, 36 - pos); - if (ret == 0) { + if (ret == 0) + { throw Exception("Cannot read all data. Bytes read: " + std::to_string(pos) + ". Bytes expected: 36.", ErrorCodes::CANNOT_READ_ALL_DATA); } pos += ret; @@ -147,15 +149,20 @@ MySQLProtocol::HandshakeResponse MySQLHandler::finishHandshake() size_t packet_size = *reinterpret_cast(b) & 0xFFFFFF; LOG_TRACE(log, "packet size: " << packet_size); - if (packet_size == 32) { + if (packet_size == 32) + { ss = std::make_shared(SecureStreamSocket::attach(socket(), SSLManager::instance().defaultServerContext())); packet_sender = PacketSender(*ss, 2); secure_connection = true; packet_sender.receivePacket(packet); - } else { - while (pos < 4 + packet_size) { + } + else + { + while (pos < 4 + packet_size) + { int ret = socket().receiveBytes(b + pos, 4 + packet_size - pos); - if (ret == 0) { + if (ret == 0) + { throw Exception("Cannot read all data. Bytes read: " + std::to_string(pos) + ". Bytes expected: " + std::to_string(4 + packet_size) + ".", ErrorCodes::CANNOT_READ_ALL_DATA); } pos += ret; @@ -170,17 +177,20 @@ String MySQLHandler::generateScramble() { String scramble(MySQLProtocol::SCRAMBLE_LENGTH, 0); Poco::RandomInputStream generator; - for (size_t i = 0; i < scramble.size(); i++) { + for (size_t i = 0; i < scramble.size(); i++) + { generator >> scramble[i]; } return scramble; } -void MySQLHandler::authenticate(const HandshakeResponse & handshake_response, const String & scramble) { +void MySQLHandler::authenticate(const HandshakeResponse & handshake_response, const String & scramble) +{ String auth_response; AuthSwitchResponse response; - if (handshake_response.auth_plugin_name != Authentication::CachingSHA2) { + if (handshake_response.auth_plugin_name != Authentication::CachingSHA2) + { packet_sender.sendPacket(AuthSwitchRequest(Authentication::CachingSHA2, scramble + '\0'), true); packet_sender.receivePacket(response); auth_response = response.value; @@ -199,7 +209,8 @@ void MySQLHandler::authenticate(const HandshakeResponse & handshake_response, co packet_sender.receivePacket(response); auth_response = response.value; - auto getOpenSSLError = []() -> String { + auto getOpenSSLError = []() -> String + { BIO * mem = BIO_new(BIO_s_mem()); ERR_print_errors(mem); char * buf = nullptr; @@ -260,7 +271,8 @@ void MySQLHandler::authenticate(const HandshakeResponse & handshake_response, co } password.resize(plaintext_size); - for (int i = 0; i < plaintext_size; i++) { + for (int i = 0; i < plaintext_size; i++) + { password[i] = plaintext[i] ^ static_cast(scramble[i % scramble.size()]); } } @@ -273,7 +285,8 @@ void MySQLHandler::authenticate(const HandshakeResponse & handshake_response, co LOG_TRACE(log, "Received empty password"); } - if (!password.empty()) { + if (!password.empty()) + { /// remove terminating null byte password.pop_back(); } diff --git a/dbms/programs/server/MySQLHandlerFactory.h b/dbms/programs/server/MySQLHandlerFactory.h index 459e3f4f5e3..70cc0d20863 100644 --- a/dbms/programs/server/MySQLHandlerFactory.h +++ b/dbms/programs/server/MySQLHandlerFactory.h @@ -7,98 +7,106 @@ #include "IServer.h" #include "MySQLHandler.h" -namespace Poco { class Logger; } +namespace Poco +{ +class Logger; +} namespace DB { - class MySQLHandlerFactory : public Poco::Net::TCPServerConnectionFactory +class MySQLHandlerFactory : public Poco::Net::TCPServerConnectionFactory +{ +private: + IServer & server; + Poco::Logger * log; + RSA * public_key = nullptr, * private_key = nullptr; + +public: + explicit MySQLHandlerFactory(IServer & server_) + : server(server_), log(&Logger::get("MySQLHandlerFactory")) { - private: - IServer & server; - Poco::Logger * log; - RSA * public_key = nullptr, * private_key = nullptr; + /// Reading rsa keys for SHA256 authentication plugin. + const Poco::Util::LayeredConfiguration & config = Poco::Util::Application::instance().config(); + String certificateFileProperty = "openSSL.server.certificateFile"; + String privateKeyFileProperty = "openSSL.server.privateKeyFile"; - public: - explicit MySQLHandlerFactory(IServer & server_) - : server(server_) - , log(&Logger::get("MySQLHandlerFactory")) + if (!config.has(certificateFileProperty)) { - /// Reading rsa keys for SHA256 authentication plugin. - const Poco::Util::LayeredConfiguration & config = Poco::Util::Application::instance().config(); - String certificateFileProperty = "openSSL.server.certificateFile"; - String privateKeyFileProperty = "openSSL.server.privateKeyFile"; - - if (!config.has(certificateFileProperty)) - { - LOG_INFO(log, "Certificate file is not set."); - generateRSAKeys(); - return; - } - if (!config.has(privateKeyFileProperty)) { - LOG_INFO(log, "Private key file is not set."); - generateRSAKeys(); - return; - } - - String certificateFile = config.getString(certificateFileProperty); - FILE * fp = fopen(certificateFile.data(), "r"); - if (fp == nullptr) { - LOG_WARNING(log, "Cannot open certificate file: " << certificateFile << "."); - generateRSAKeys(); - return; - } - X509* x509 = PEM_read_X509(fp, nullptr, nullptr, nullptr); - EVP_PKEY* p = X509_get_pubkey(x509); - public_key = EVP_PKEY_get1_RSA(p); - X509_free(x509); - fclose(fp); - - String privateKeyFile = config.getString(privateKeyFileProperty); - fp = fopen(privateKeyFile.data(), "r"); - if (fp == nullptr) { - LOG_WARNING(log, "Cannot open private key file " << privateKeyFile << "."); - generateRSAKeys(); - return; - } - private_key = PEM_read_RSAPrivateKey(fp, nullptr, nullptr, nullptr); - fclose(fp); + LOG_INFO(log, "Certificate file is not set."); + generateRSAKeys(); + return; + } + if (!config.has(privateKeyFileProperty)) + { + LOG_INFO(log, "Private key file is not set."); + generateRSAKeys(); + return; } - void generateRSAKeys() + String certificateFile = config.getString(certificateFileProperty); + FILE * fp = fopen(certificateFile.data(), "r"); + if (fp == nullptr) { - LOG_INFO(log, "Generating new RSA key."); - RSA *rsa = RSA_new(); - if (rsa == nullptr) { - throw Exception("Failed to allocate RSA key.", 1002); - } - BIGNUM *e = BN_new(); - if (!e) { - RSA_free(rsa); - throw Exception("Failed to allocate BIGNUM.", 1002); - } - if (!BN_set_word(e, 65537) || !RSA_generate_key_ex(rsa, 2048, e, nullptr)) - { - RSA_free(rsa); - BN_free(e); - throw Exception("Failed to generate RSA key.", 1002); - } + LOG_WARNING(log, "Cannot open certificate file: " << certificateFile << "."); + generateRSAKeys(); + return; + } + X509 * x509 = PEM_read_X509(fp, nullptr, nullptr, nullptr); + EVP_PKEY * p = X509_get_pubkey(x509); + public_key = EVP_PKEY_get1_RSA(p); + X509_free(x509); + fclose(fp); + + String privateKeyFile = config.getString(privateKeyFileProperty); + fp = fopen(privateKeyFile.data(), "r"); + if (fp == nullptr) + { + LOG_WARNING(log, "Cannot open private key file " << privateKeyFile << "."); + generateRSAKeys(); + return; + } + private_key = PEM_read_RSAPrivateKey(fp, nullptr, nullptr, nullptr); + fclose(fp); + } + + void generateRSAKeys() + { + LOG_INFO(log, "Generating new RSA key."); + RSA * rsa = RSA_new(); + if (rsa == nullptr) + { + throw Exception("Failed to allocate RSA key.", 1002); + } + BIGNUM * e = BN_new(); + if (!e) + { + RSA_free(rsa); + throw Exception("Failed to allocate BIGNUM.", 1002); + } + if (!BN_set_word(e, 65537) || !RSA_generate_key_ex(rsa, 2048, e, nullptr)) + { + RSA_free(rsa); BN_free(e); - - public_key = rsa; - private_key = RSAPrivateKey_dup(rsa); + throw Exception("Failed to generate RSA key.", 1002); } + BN_free(e); - Poco::Net::TCPServerConnection * createConnection(const Poco::Net::StreamSocket & socket) override - { - LOG_TRACE(log, "MySQL connection. Address: " << socket.peerAddress().toString()); - return new MySQLHandler(server, socket, public_key, private_key); - } + public_key = rsa; + private_key = RSAPrivateKey_dup(rsa); + } - ~MySQLHandlerFactory() override { - RSA_free(public_key); - RSA_free(private_key); - } - }; + Poco::Net::TCPServerConnection * createConnection(const Poco::Net::StreamSocket & socket) override + { + LOG_TRACE(log, "MySQL connection. Address: " << socket.peerAddress().toString()); + return new MySQLHandler(server, socket, public_key, private_key); + } + + ~MySQLHandlerFactory() override + { + RSA_free(public_key); + RSA_free(private_key); + } +}; } From 9a5a0b2776fc6df5462d7c22e613b21ed1fcb966 Mon Sep 17 00:00:00 2001 From: Guillaume Tassery Date: Tue, 30 Apr 2019 13:50:17 +0700 Subject: [PATCH 081/709] Formatting --- dbms/src/Functions/firstSignificantSubdomain.h | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/dbms/src/Functions/firstSignificantSubdomain.h b/dbms/src/Functions/firstSignificantSubdomain.h index 2073fafa7dc..b76caf01b65 100644 --- a/dbms/src/Functions/firstSignificantSubdomain.h +++ b/dbms/src/Functions/firstSignificantSubdomain.h @@ -59,7 +59,7 @@ struct ExtractFirstSignificantSubdomain if (!last_3_periods[2]) last_3_periods[2] = begin - 1; - auto end_of_level_domain = find_first_symbols<'/'>(last_3_periods[0], end); + auto end_of_level_domain = find_first_symbols<'/'>(last_3_periods[0], end); if (!end_of_level_domain) { end_of_level_domain = end; From e38f6e08d838eb68e5233c83e0cc857f1413963c Mon Sep 17 00:00:00 2001 From: Ivan Kushnarenko Date: Wed, 1 May 2019 02:46:19 +0300 Subject: [PATCH 082/709] debug tsan refactor trash --- dbms/src/Storages/MergeTree/MergeTreeData.cpp | 31 ++++++++++++++----- dbms/src/Storages/MergeTree/MergeTreeData.h | 21 ++++++------- .../ReplicatedMergeTreeAlterThread.cpp | 5 +-- dbms/src/Storages/StorageMergeTree.cpp | 24 +++++--------- .../Storages/StorageReplicatedMergeTree.cpp | 5 +-- 5 files changed, 47 insertions(+), 39 deletions(-) diff --git a/dbms/src/Storages/MergeTree/MergeTreeData.cpp b/dbms/src/Storages/MergeTree/MergeTreeData.cpp index 453f680c6ba..61e9c97b6a6 100644 --- a/dbms/src/Storages/MergeTree/MergeTreeData.cpp +++ b/dbms/src/Storages/MergeTree/MergeTreeData.cpp @@ -1435,14 +1435,14 @@ void MergeTreeData::createConvertExpression(const DataPartPtr & part, const Name } } -MergeTreeData::AlterDataPartTransactionPtr MergeTreeData::alterDataPart( - const DataPartPtr & part, +void MergeTreeData::alterDataPart( const NamesAndTypesList & new_columns, const IndicesASTs & new_indices, - bool skip_sanity_checks) + bool skip_sanity_checks, + AlterDataPartTransactionPtr& transaction) { ExpressionActionsPtr expression; - AlterDataPartTransactionPtr transaction(new AlterDataPartTransaction(part)); /// Blocks changes to the part. + const auto& part = transaction->getDataPart(); bool force_update_metadata; createConvertExpression(part, part->columns, new_columns, getIndicesDescription().indices, new_indices, @@ -1504,7 +1504,7 @@ MergeTreeData::AlterDataPartTransactionPtr MergeTreeData::alterDataPart( if (transaction->rename_map.empty() && !force_update_metadata) { transaction->clear(); - return nullptr; + return; } /// Apply the expression and write the result to temporary files. @@ -1573,7 +1573,7 @@ MergeTreeData::AlterDataPartTransactionPtr MergeTreeData::alterDataPart( transaction->rename_map["columns.txt.tmp"] = "columns.txt"; } - return transaction; + return; } void MergeTreeData::removeEmptyColumnsFromPart(MergeTreeData::MutableDataPartPtr & data_part) @@ -1596,9 +1596,11 @@ void MergeTreeData::removeEmptyColumnsFromPart(MergeTreeData::MutableDataPartPtr } LOG_INFO(log, "Removing empty columns: " << log_message.str() << " from part " << data_part->name); - - if (auto transaction = alterDataPart(data_part, new_columns, getIndicesDescription().indices, false)) + AlterDataPartTransactionPtr transaction(new AlterDataPartTransaction(data_part)); + alterDataPart(new_columns, getIndicesDescription().indices, false, transaction); + if (transaction->isValid()) transaction->commit(); + empty_columns.clear(); } @@ -1607,10 +1609,21 @@ void MergeTreeData::freezeAll(const String & with_name, const Context & context) freezePartitionsByMatcher([] (const DataPartPtr &){ return true; }, with_name, context); } +bool MergeTreeData::AlterDataPartTransaction::isValid() const +{ + return data_part != nullptr; +} + +void MergeTreeData::AlterDataPartTransaction::clear() +{ + data_part = nullptr; +} + void MergeTreeData::AlterDataPartTransaction::commit() { if (!data_part) return; + try { std::unique_lock lock(data_part->columns_lock); @@ -1668,6 +1681,8 @@ void MergeTreeData::AlterDataPartTransaction::commit() MergeTreeData::AlterDataPartTransaction::~AlterDataPartTransaction() { + alter_lock.unlock(); + try { if (!data_part) diff --git a/dbms/src/Storages/MergeTree/MergeTreeData.h b/dbms/src/Storages/MergeTree/MergeTreeData.h index 34ad47cbaba..6e7ab4b47c0 100644 --- a/dbms/src/Storages/MergeTree/MergeTreeData.h +++ b/dbms/src/Storages/MergeTree/MergeTreeData.h @@ -227,16 +227,13 @@ public: const NamesAndTypesList & getNewColumns() const { return new_columns; } const DataPart::Checksums & getNewChecksums() const { return new_checksums; } + AlterDataPartTransaction(DataPartPtr data_part_) : data_part(data_part_), alter_lock(data_part->alter_mutex) {} + const DataPartPtr& getDataPart() const { return data_part; } + bool isValid() const; + private: friend class MergeTreeData; - - AlterDataPartTransaction(DataPartPtr data_part_) : data_part(data_part_), alter_lock(data_part->alter_mutex) {} - - void clear() - { - alter_lock.unlock(); - data_part = nullptr; - } + void clear(); DataPartPtr data_part; DataPartsLock alter_lock; @@ -515,11 +512,13 @@ public: /// Returns an object allowing to rename temporary files to permanent files. /// If the number of affected columns is suspiciously high and skip_sanity_checks is false, throws an exception. /// If no data transformations are necessary, returns nullptr. - AlterDataPartTransactionPtr alterDataPart( - const DataPartPtr & part, +// AlterDataPartTransactionPtr + void alterDataPart( +// const DataPartPtr & part, const NamesAndTypesList & new_columns, const IndicesASTs & new_indices, - bool skip_sanity_checks); + bool skip_sanity_checks, + AlterDataPartTransactionPtr& transaction); /// Remove columns, that have been markedd as empty after zeroing values with expired ttl void removeEmptyColumnsFromPart(MergeTreeData::MutableDataPartPtr & data_part); diff --git a/dbms/src/Storages/MergeTree/ReplicatedMergeTreeAlterThread.cpp b/dbms/src/Storages/MergeTree/ReplicatedMergeTreeAlterThread.cpp index 1b1c43e1cd1..17c4f97334a 100644 --- a/dbms/src/Storages/MergeTree/ReplicatedMergeTreeAlterThread.cpp +++ b/dbms/src/Storages/MergeTree/ReplicatedMergeTreeAlterThread.cpp @@ -150,8 +150,9 @@ void ReplicatedMergeTreeAlterThread::run() /// Update the part and write result to temporary files. /// TODO: You can skip checking for too large changes if ZooKeeper has, for example, /// node /flags/force_alter. - auto transaction = storage.data.alterDataPart(part, columns_for_parts, indices_for_parts.indices, false); - if (!transaction) + MergeTreeData::AlterDataPartTransactionPtr transaction(new MergeTreeData::AlterDataPartTransaction(part)); + storage.data.alterDataPart(columns_for_parts, indices_for_parts.indices, false, transaction); + if (!transaction->isValid()) continue; storage.updatePartHeaderInZooKeeperAndCommit(zookeeper, *transaction); diff --git a/dbms/src/Storages/StorageMergeTree.cpp b/dbms/src/Storages/StorageMergeTree.cpp index 40213898b5a..94219d15504 100644 --- a/dbms/src/Storages/StorageMergeTree.cpp +++ b/dbms/src/Storages/StorageMergeTree.cpp @@ -200,7 +200,8 @@ std::vector StorageMergeTree::prepar auto parts = data.getDataParts({MergeTreeDataPartState::PreCommitted, MergeTreeDataPartState::Committed, MergeTreeDataPartState::Outdated}); - std::vector transactions(parts.size()); + std::vector transactions; + transactions.reserve(parts.size()); const auto& columns_for_parts = new_columns.getAllPhysical(); @@ -208,29 +209,18 @@ std::vector StorageMergeTree::prepar size_t thread_pool_size = std::min(parts.size(), settings.max_alter_threads); ThreadPool thread_pool(thread_pool_size); - size_t i = 0; for (const auto & part : parts) { + transactions.push_back(MergeTreeData::AlterDataPartTransactionPtr(new MergeTreeData::AlterDataPartTransaction(part))); thread_pool.schedule( - [this, i, &transactions, &part, columns_for_parts, new_indices = new_indices.indices] + [this, &transaction = transactions.back(), columns_for_parts, new_indices = new_indices.indices] { - if (auto transaction = this->data.alterDataPart(part, columns_for_parts, new_indices, false)) - transactions[i] = std::move(transaction); + this->data.alterDataPart(columns_for_parts, new_indices, false, transaction); } ); - - ++i; } thread_pool.wait(); - auto erase_pos = std::remove_if(transactions.begin(), transactions.end(), - [](const MergeTreeData::AlterDataPartTransactionPtr & transaction) - { - return transaction == nullptr; - } - ); - transactions.erase(erase_pos, transactions.end()); - return transactions; } @@ -846,7 +836,9 @@ void StorageMergeTree::clearColumnInPartition(const ASTPtr & partition, const Fi if (part->info.partition_id != partition_id) throw Exception("Unexpected partition ID " + part->info.partition_id + ". This is a bug.", ErrorCodes::LOGICAL_ERROR); - if (auto transaction = data.alterDataPart(part, columns_for_parts, new_indices.indices, false)) + MergeTreeData::AlterDataPartTransactionPtr transaction(new MergeTreeData::AlterDataPartTransaction(part)); + data.alterDataPart(columns_for_parts, new_indices.indices, false, transaction); + if (transaction->isValid()) transactions.push_back(std::move(transaction)); LOG_DEBUG(log, "Removing column " << get(column_name) << " from part " << part->name); diff --git a/dbms/src/Storages/StorageReplicatedMergeTree.cpp b/dbms/src/Storages/StorageReplicatedMergeTree.cpp index 19751e112d7..515459814aa 100644 --- a/dbms/src/Storages/StorageReplicatedMergeTree.cpp +++ b/dbms/src/Storages/StorageReplicatedMergeTree.cpp @@ -1535,8 +1535,9 @@ void StorageReplicatedMergeTree::executeClearColumnInPartition(const LogEntry & LOG_DEBUG(log, "Clearing column " << entry.column_name << " in part " << part->name); - auto transaction = data.alterDataPart(part, columns_for_parts, new_indices.indices, false); - if (!transaction) + MergeTreeData::AlterDataPartTransactionPtr transaction(new MergeTreeData::AlterDataPartTransaction(part)); + data.alterDataPart(columns_for_parts, new_indices.indices, false, transaction); + if (!transaction->isValid()) continue; updatePartHeaderInZooKeeperAndCommit(zookeeper, *transaction); From 4a3a1fc6d9be6199db01a9977da3e255329d5820 Mon Sep 17 00:00:00 2001 From: ivan-kush Date: Wed, 1 May 2019 15:43:43 +0300 Subject: [PATCH 083/709] return transactions cleaning --- dbms/src/Storages/MergeTree/MergeTreeData.h | 2 -- dbms/src/Storages/StorageMergeTree.cpp | 8 ++++++++ 2 files changed, 8 insertions(+), 2 deletions(-) diff --git a/dbms/src/Storages/MergeTree/MergeTreeData.h b/dbms/src/Storages/MergeTree/MergeTreeData.h index 6e7ab4b47c0..b286f1cb863 100644 --- a/dbms/src/Storages/MergeTree/MergeTreeData.h +++ b/dbms/src/Storages/MergeTree/MergeTreeData.h @@ -512,9 +512,7 @@ public: /// Returns an object allowing to rename temporary files to permanent files. /// If the number of affected columns is suspiciously high and skip_sanity_checks is false, throws an exception. /// If no data transformations are necessary, returns nullptr. -// AlterDataPartTransactionPtr void alterDataPart( -// const DataPartPtr & part, const NamesAndTypesList & new_columns, const IndicesASTs & new_indices, bool skip_sanity_checks, diff --git a/dbms/src/Storages/StorageMergeTree.cpp b/dbms/src/Storages/StorageMergeTree.cpp index 94219d15504..a1781d63316 100644 --- a/dbms/src/Storages/StorageMergeTree.cpp +++ b/dbms/src/Storages/StorageMergeTree.cpp @@ -221,6 +221,14 @@ std::vector StorageMergeTree::prepar } thread_pool.wait(); + auto erase_pos = std::remove_if(transactions.begin(), transactions.end(), + [](const MergeTreeData::AlterDataPartTransactionPtr & transaction) + { + return !transaction->isValid(); + } + ); + transactions.erase(erase_pos, transactions.end()); + return transactions; } From 6ac5aa5e49c7841792af0f0eb1178b86da44e97d Mon Sep 17 00:00:00 2001 From: ivan-kush Date: Wed, 1 May 2019 18:46:17 +0300 Subject: [PATCH 084/709] restart performance --- dbms/src/Storages/MergeTree/MergeTreeData.cpp | 1 + 1 file changed, 1 insertion(+) diff --git a/dbms/src/Storages/MergeTree/MergeTreeData.cpp b/dbms/src/Storages/MergeTree/MergeTreeData.cpp index 61e9c97b6a6..3a91f73ea9b 100644 --- a/dbms/src/Storages/MergeTree/MergeTreeData.cpp +++ b/dbms/src/Storages/MergeTree/MergeTreeData.cpp @@ -1609,6 +1609,7 @@ void MergeTreeData::freezeAll(const String & with_name, const Context & context) freezePartitionsByMatcher([] (const DataPartPtr &){ return true; }, with_name, context); } + bool MergeTreeData::AlterDataPartTransaction::isValid() const { return data_part != nullptr; From 591325468b98545415b7d81504d5f1e00e25e306 Mon Sep 17 00:00:00 2001 From: ivan-kush Date: Thu, 2 May 2019 14:54:34 +0300 Subject: [PATCH 085/709] make_unique --- dbms/src/Storages/StorageMergeTree.cpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/dbms/src/Storages/StorageMergeTree.cpp b/dbms/src/Storages/StorageMergeTree.cpp index a1781d63316..bb14725f781 100644 --- a/dbms/src/Storages/StorageMergeTree.cpp +++ b/dbms/src/Storages/StorageMergeTree.cpp @@ -211,7 +211,7 @@ std::vector StorageMergeTree::prepar for (const auto & part : parts) { - transactions.push_back(MergeTreeData::AlterDataPartTransactionPtr(new MergeTreeData::AlterDataPartTransaction(part))); + transactions.push_back(std::make_unique(part)); thread_pool.schedule( [this, &transaction = transactions.back(), columns_for_parts, new_indices = new_indices.indices] { From 3ecb66d96501a95ffb87d088bf0415371a11c249 Mon Sep 17 00:00:00 2001 From: ivan-kush Date: Thu, 2 May 2019 16:42:09 +0300 Subject: [PATCH 086/709] debug stress address --- dbms/src/Storages/MergeTree/MergeTreeData.cpp | 15 +++++++++------ dbms/src/Storages/MergeTree/MergeTreeData.h | 3 +++ 2 files changed, 12 insertions(+), 6 deletions(-) diff --git a/dbms/src/Storages/MergeTree/MergeTreeData.cpp b/dbms/src/Storages/MergeTree/MergeTreeData.cpp index 3a91f73ea9b..bb773ee2b0b 100644 --- a/dbms/src/Storages/MergeTree/MergeTreeData.cpp +++ b/dbms/src/Storages/MergeTree/MergeTreeData.cpp @@ -1612,16 +1612,18 @@ void MergeTreeData::freezeAll(const String & with_name, const Context & context) bool MergeTreeData::AlterDataPartTransaction::isValid() const { - return data_part != nullptr; + return valid && data_part; } void MergeTreeData::AlterDataPartTransaction::clear() { - data_part = nullptr; + valid = false; } void MergeTreeData::AlterDataPartTransaction::commit() { + if (!isValid()) + return; if (!data_part) return; @@ -1682,13 +1684,14 @@ void MergeTreeData::AlterDataPartTransaction::commit() MergeTreeData::AlterDataPartTransaction::~AlterDataPartTransaction() { - alter_lock.unlock(); + + if (!isValid()) + return; + if (!data_part) + return; try { - if (!data_part) - return; - LOG_WARNING(data_part->storage.log, "Aborting ALTER of part " << data_part->relative_path); String path = data_part->getFullPath(); diff --git a/dbms/src/Storages/MergeTree/MergeTreeData.h b/dbms/src/Storages/MergeTree/MergeTreeData.h index b286f1cb863..46351fe4dc4 100644 --- a/dbms/src/Storages/MergeTree/MergeTreeData.h +++ b/dbms/src/Storages/MergeTree/MergeTreeData.h @@ -235,6 +235,9 @@ public: friend class MergeTreeData; void clear(); + bool valid = true; + + //don't interchange order of data_part & alter_lock DataPartPtr data_part; DataPartsLock alter_lock; From ea82760463b790591e45cfe085b7fedcac2b1546 Mon Sep 17 00:00:00 2001 From: ivan-kush Date: Thu, 2 May 2019 18:12:57 +0300 Subject: [PATCH 087/709] add reset --- dbms/src/Storages/StorageMergeTree.cpp | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/dbms/src/Storages/StorageMergeTree.cpp b/dbms/src/Storages/StorageMergeTree.cpp index bb14725f781..522a9517996 100644 --- a/dbms/src/Storages/StorageMergeTree.cpp +++ b/dbms/src/Storages/StorageMergeTree.cpp @@ -290,7 +290,10 @@ void StorageMergeTree::alter( data.setTTLExpressions(new_columns.getColumnTTLs(), new_ttl_table_ast); for (auto & transaction : transactions) + { transaction->commit(); + transaction.reset(); + } /// Columns sizes could be changed data.recalculateColumnSizes(); @@ -856,7 +859,10 @@ void StorageMergeTree::clearColumnInPartition(const ASTPtr & partition, const Fi return; for (auto & transaction : transactions) + { transaction->commit(); + transaction.reset(); + } /// Recalculate columns size (not only for the modified column) data.recalculateColumnSizes(); From d555a165a4ddf3b126e685d68a9215931924bdbd Mon Sep 17 00:00:00 2001 From: ivan-kush Date: Thu, 2 May 2019 21:48:38 +0300 Subject: [PATCH 088/709] debug stress address --- dbms/src/Storages/StorageMergeTree.cpp | 10 +++++++--- 1 file changed, 7 insertions(+), 3 deletions(-) diff --git a/dbms/src/Storages/StorageMergeTree.cpp b/dbms/src/Storages/StorageMergeTree.cpp index 522a9517996..9611793cb6c 100644 --- a/dbms/src/Storages/StorageMergeTree.cpp +++ b/dbms/src/Storages/StorageMergeTree.cpp @@ -200,6 +200,7 @@ std::vector StorageMergeTree::prepar auto parts = data.getDataParts({MergeTreeDataPartState::PreCommitted, MergeTreeDataPartState::Committed, MergeTreeDataPartState::Outdated}); + //std::vector transactions(parts.size()); std::vector transactions; transactions.reserve(parts.size()); @@ -209,13 +210,16 @@ std::vector StorageMergeTree::prepar size_t thread_pool_size = std::min(parts.size(), settings.max_alter_threads); ThreadPool thread_pool(thread_pool_size); + for (const auto & part : parts) - { transactions.push_back(std::make_unique(part)); + + for(size_t i = 0; i < parts.size(); ++i) + { thread_pool.schedule( - [this, &transaction = transactions.back(), columns_for_parts, new_indices = new_indices.indices] + [this, i, &transactions, &columns_for_parts, &new_indices = new_indices.indices] { - this->data.alterDataPart(columns_for_parts, new_indices, false, transaction); + this->data.alterDataPart(columns_for_parts, new_indices, false, transactions[i]); } ); } From abfb681a04c59d0157ba8ce18da884a22caf6489 Mon Sep 17 00:00:00 2001 From: ivan-kush Date: Fri, 3 May 2019 00:43:24 +0300 Subject: [PATCH 089/709] hz --- dbms/src/Storages/StorageMergeTree.cpp | 23 +++++++++++++++++------ 1 file changed, 17 insertions(+), 6 deletions(-) diff --git a/dbms/src/Storages/StorageMergeTree.cpp b/dbms/src/Storages/StorageMergeTree.cpp index 9611793cb6c..347b2d3245a 100644 --- a/dbms/src/Storages/StorageMergeTree.cpp +++ b/dbms/src/Storages/StorageMergeTree.cpp @@ -200,7 +200,6 @@ std::vector StorageMergeTree::prepar auto parts = data.getDataParts({MergeTreeDataPartState::PreCommitted, MergeTreeDataPartState::Committed, MergeTreeDataPartState::Outdated}); - //std::vector transactions(parts.size()); std::vector transactions; transactions.reserve(parts.size()); @@ -210,11 +209,10 @@ std::vector StorageMergeTree::prepar size_t thread_pool_size = std::min(parts.size(), settings.max_alter_threads); ThreadPool thread_pool(thread_pool_size); - - for (const auto & part : parts) + /*for (const auto & part : parts) transactions.push_back(std::make_unique(part)); - for(size_t i = 0; i < parts.size(); ++i) + for (size_t i = 0; i < parts.size(); ++i) { thread_pool.schedule( [this, i, &transactions, &columns_for_parts, &new_indices = new_indices.indices] @@ -222,17 +220,30 @@ std::vector StorageMergeTree::prepar this->data.alterDataPart(columns_for_parts, new_indices, false, transactions[i]); } ); + }*/ + + for (const auto & part : parts) + { + transactions.push_back(std::make_unique(part)); + + thread_pool.schedule( + [this, &transaction = transactions.back(), columns_for_parts, new_indices = new_indices.indices] + { + this->data.alterDataPart(columns_for_parts, new_indices, false, transaction); + } + ); } + thread_pool.wait(); - auto erase_pos = std::remove_if(transactions.begin(), transactions.end(), + /*auto erase_pos = std::remove_if(transactions.begin(), transactions.end(), [](const MergeTreeData::AlterDataPartTransactionPtr & transaction) { return !transaction->isValid(); } ); transactions.erase(erase_pos, transactions.end()); - + */ return transactions; } From d86d60297a30836739e22fee0689cb87fab49037 Mon Sep 17 00:00:00 2001 From: hcz Date: Mon, 6 May 2019 11:49:14 +0800 Subject: [PATCH 090/709] Add skewness and kurtosis functions --- .../AggregateFunctionStatisticsSimple.cpp | 4 + .../AggregateFunctionStatisticsSimple.h | 288 +++++++++++++++--- 2 files changed, 247 insertions(+), 45 deletions(-) diff --git a/dbms/src/AggregateFunctions/AggregateFunctionStatisticsSimple.cpp b/dbms/src/AggregateFunctions/AggregateFunctionStatisticsSimple.cpp index 1fafa6e00c9..62a02ed6234 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionStatisticsSimple.cpp +++ b/dbms/src/AggregateFunctions/AggregateFunctionStatisticsSimple.cpp @@ -56,6 +56,10 @@ void registerAggregateFunctionsStatisticsSimple(AggregateFunctionFactory & facto factory.registerFunction("varPop", createAggregateFunctionStatisticsUnary); factory.registerFunction("stddevSamp", createAggregateFunctionStatisticsUnary); factory.registerFunction("stddevPop", createAggregateFunctionStatisticsUnary); + factory.registerFunction("skewSamp", createAggregateFunctionStatisticsUnary); + factory.registerFunction("skewPop", createAggregateFunctionStatisticsUnary); + factory.registerFunction("kurtSamp", createAggregateFunctionStatisticsUnary); + factory.registerFunction("kurtPop", createAggregateFunctionStatisticsUnary); factory.registerFunction("covarSamp", createAggregateFunctionStatisticsBinary); factory.registerFunction("covarPop", createAggregateFunctionStatisticsBinary); diff --git a/dbms/src/AggregateFunctions/AggregateFunctionStatisticsSimple.h b/dbms/src/AggregateFunctions/AggregateFunctionStatisticsSimple.h index 3a4afd2c251..9b0f25edeca 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionStatisticsSimple.h +++ b/dbms/src/AggregateFunctions/AggregateFunctionStatisticsSimple.h @@ -32,7 +32,6 @@ namespace DB namespace ErrorCodes { - extern const int LOGICAL_ERROR; extern const int DECIMAL_OVERFLOW; } @@ -79,8 +78,6 @@ struct VarMoments return std::numeric_limits::quiet_NaN(); return (m2 - m1 * m1 / m0) / (m0 - 1); } - - T get() const { throw Exception("Unexpected call", ErrorCodes::LOGICAL_ERROR); } }; template @@ -139,8 +136,174 @@ struct VarMomentsDecimal throw Exception("Decimal math overflow", ErrorCodes::DECIMAL_OVERFLOW); return convertFromDecimal, DataTypeNumber>(tmp / (m0 - 1), scale); } +}; - Float64 get() const { throw Exception("Unexpected call", ErrorCodes::LOGICAL_ERROR); } +template +struct HighOrderMoments +{ + T m0{}; + T m1{}; + T m2{}; + T m3{}; + T m4{}; + + void add(T x) + { + ++m0; + m1 += x; + m2 += x * x; + if constexpr (_level >= 3) m3 += x * x * x; + if constexpr (_level >= 4) m4 += x * x * x * x; + } + + void merge(const HighOrderMoments & rhs) + { + m0 += rhs.m0; + m1 += rhs.m1; + m2 += rhs.m2; + if constexpr (_level >= 3) m3 += rhs.m3; + if constexpr (_level >= 4) m4 += rhs.m4; + } + + void write(WriteBuffer & buf) const + { + writePODBinary(*this, buf); + } + + void read(ReadBuffer & buf) + { + readPODBinary(*this, buf); + } + + T NO_SANITIZE_UNDEFINED getPopulation() const + { + return (m2 - m1 * m1 / m0) / m0; + } + + T NO_SANITIZE_UNDEFINED getSample() const + { + if (m0 == 0) + return std::numeric_limits::quiet_NaN(); + return (m2 - m1 * m1 / m0) / (m0 - 1); + } + + T NO_SANITIZE_UNDEFINED getMoment3() const + { + return (m3 + - (3 * m2 + - 2 * m1 * m1 / m0 + ) * m1 / m0 + ) / m0; + } + + T NO_SANITIZE_UNDEFINED getMoment4() const + { + return (m4 + - (4 * m3 + - (6 * m2 + - 3 * m1 * m1 / m0 + ) * m1 / m0 + ) * m1 / m0 + ) / m0; + } +}; + +template +struct HighOrderMomentsDecimal +{ + using NativeType = typename T::NativeType; + + UInt64 m0{}; + NativeType m1{}; + NativeType m2{}; + NativeType m3{}; + NativeType m4{}; + + void add(NativeType x) + { + ++m0; + m1 += x; + + NativeType tmp; + if (common::mulOverflow(x, x, tmp) || common::addOverflow(m2, tmp, m2)) + throw Exception("Decimal math overflow", ErrorCodes::DECIMAL_OVERFLOW); + if constexpr (_level >= 3) if (common::mulOverflow(tmp, x, tmp) || common::addOverflow(m3, tmp, m3)) + throw Exception("Decimal math overflow", ErrorCodes::DECIMAL_OVERFLOW); + if constexpr (_level >= 4) if (common::mulOverflow(tmp, x, tmp) || common::addOverflow(m4, tmp, m4)) + throw Exception("Decimal math overflow", ErrorCodes::DECIMAL_OVERFLOW); + } + + void merge(const HighOrderMomentsDecimal & rhs) + { + m0 += rhs.m0; + m1 += rhs.m1; + + if (common::addOverflow(m2, rhs.m2, m2)) + throw Exception("Decimal math overflow", ErrorCodes::DECIMAL_OVERFLOW); + if constexpr (_level >= 3) if (common::addOverflow(m3, rhs.m3, m3)) + throw Exception("Decimal math overflow", ErrorCodes::DECIMAL_OVERFLOW); + if constexpr (_level >= 4) if (common::addOverflow(m4, rhs.m4, m4)) + throw Exception("Decimal math overflow", ErrorCodes::DECIMAL_OVERFLOW); + } + + void write(WriteBuffer & buf) const { writePODBinary(*this, buf); } + void read(ReadBuffer & buf) { readPODBinary(*this, buf); } + + Float64 getPopulation(UInt32 scale) const + { + if (m0 == 0) + return std::numeric_limits::infinity(); + + NativeType tmp; + if (common::mulOverflow(m1, m1, tmp) || + common::subOverflow(m2, NativeType(tmp / m0), tmp)) + throw Exception("Decimal math overflow", ErrorCodes::DECIMAL_OVERFLOW); + return convertFromDecimal, DataTypeNumber>(tmp / m0, scale); + } + + Float64 getSample(UInt32 scale) const + { + if (m0 == 0) + return std::numeric_limits::quiet_NaN(); + if (m0 == 1) + return std::numeric_limits::infinity(); + + NativeType tmp; + if (common::mulOverflow(m1, m1, tmp) || + common::subOverflow(m2, NativeType(tmp / m0), tmp)) + throw Exception("Decimal math overflow", ErrorCodes::DECIMAL_OVERFLOW); + return convertFromDecimal, DataTypeNumber>(tmp / (m0 - 1), scale); + } + + Float64 getMoment3(UInt32 scale) const + { + if (m0 == 0) + return std::numeric_limits::infinity(); + + NativeType tmp; + if (common::mulOverflow(2 * m1, m1, tmp) || + common::subOverflow(3 * m2, NativeType(tmp / m0), tmp) || + common::mulOverflow(tmp, m1, tmp) || + common::subOverflow(m3, NativeType(tmp / m0), tmp)) + throw Exception("Decimal math overflow", ErrorCodes::DECIMAL_OVERFLOW); + return convertFromDecimal, DataTypeNumber>(tmp / m0, scale); + } + + Float64 getMoment4(UInt32 scale) const + { + if (m0 == 0) + return std::numeric_limits::infinity(); + + NativeType tmp; + if (common::mulOverflow(3 * m1, m1, tmp) || + common::subOverflow(6 * m2, NativeType(tmp / m0), tmp) || + common::mulOverflow(tmp, m1, tmp) || + common::subOverflow(4 * m3, NativeType(tmp / m0), tmp) || + common::mulOverflow(tmp, m1, tmp) || + common::subOverflow(m4, NativeType(tmp / m0), tmp)) + throw Exception("Decimal math overflow", ErrorCodes::DECIMAL_OVERFLOW); + return convertFromDecimal, DataTypeNumber>(tmp / m0, scale); + } }; template @@ -188,8 +351,6 @@ struct CovarMoments return std::numeric_limits::quiet_NaN(); return (xy - x1 * y1 / m0) / (m0 - 1); } - - T get() const { throw Exception("Unexpected call", ErrorCodes::LOGICAL_ERROR); } }; template @@ -236,9 +397,6 @@ struct CorrMoments { return (m0 * xy - x1 * y1) / sqrt((m0 * x2 - x1 * x1) * (m0 * y2 - y1 * y1)); } - - T getPopulation() const { throw Exception("Unexpected call", ErrorCodes::LOGICAL_ERROR); } - T getSample() const { throw Exception("Unexpected call", ErrorCodes::LOGICAL_ERROR); } }; @@ -246,18 +404,24 @@ enum class StatisticsFunctionKind { varPop, varSamp, stddevPop, stddevSamp, + skewPop, skewSamp, + kurtPop, kurtSamp, covarPop, covarSamp, corr }; -template +template struct StatFuncOneArg { using Type1 = T; using Type2 = T; using ResultType = std::conditional_t, Float32, Float64>; - using Data = std::conditional_t, VarMomentsDecimal, VarMoments>; + using Data = std::conditional_t< + _level <= 2, + std::conditional_t, VarMomentsDecimal, VarMoments>, + std::conditional_t, HighOrderMomentsDecimal, HighOrderMoments> + >; static constexpr StatisticsFunctionKind kind = _kind; static constexpr UInt32 num_args = 1; @@ -300,17 +464,28 @@ public: String getName() const override { - switch (StatFunc::kind) - { - case StatisticsFunctionKind::varPop: return "varPop"; - case StatisticsFunctionKind::varSamp: return "varSamp"; - case StatisticsFunctionKind::stddevPop: return "stddevPop"; - case StatisticsFunctionKind::stddevSamp: return "stddevSamp"; - case StatisticsFunctionKind::covarPop: return "covarPop"; - case StatisticsFunctionKind::covarSamp: return "covarSamp"; - case StatisticsFunctionKind::corr: return "corr"; - } - __builtin_unreachable(); + if constexpr (StatFunc::kind == StatisticsFunctionKind::varPop) + return "varPop"; + if constexpr (StatFunc::kind == StatisticsFunctionKind::varSamp) + return "varSamp"; + if constexpr (StatFunc::kind == StatisticsFunctionKind::stddevPop) + return "stddevPop"; + if constexpr (StatFunc::kind == StatisticsFunctionKind::stddevSamp) + return "stddevSamp"; + if constexpr (StatFunc::kind == StatisticsFunctionKind::skewPop) + return "skewPop"; + if constexpr (StatFunc::kind == StatisticsFunctionKind::skewSamp) + return "skewSamp"; + if constexpr (StatFunc::kind == StatisticsFunctionKind::kurtPop) + return "kurtPop"; + if constexpr (StatFunc::kind == StatisticsFunctionKind::kurtSamp) + return "kurtSamp"; + if constexpr (StatFunc::kind == StatisticsFunctionKind::covarPop) + return "covarPop"; + if constexpr (StatFunc::kind == StatisticsFunctionKind::covarSamp) + return "covarSamp"; + if constexpr (StatFunc::kind == StatisticsFunctionKind::corr) + return "corr"; } DataTypePtr getReturnType() const override @@ -351,28 +526,47 @@ public: if constexpr (IsDecimalNumber) { - switch (StatFunc::kind) - { - case StatisticsFunctionKind::varPop: dst.push_back(data.getPopulation(src_scale * 2)); break; - case StatisticsFunctionKind::varSamp: dst.push_back(data.getSample(src_scale * 2)); break; - case StatisticsFunctionKind::stddevPop: dst.push_back(sqrt(data.getPopulation(src_scale * 2))); break; - case StatisticsFunctionKind::stddevSamp: dst.push_back(sqrt(data.getSample(src_scale * 2))); break; - default: - __builtin_unreachable(); - } + if constexpr (StatFunc::kind == StatisticsFunctionKind::varPop) + dst.push_back(data.getPopulation(src_scale * 2)); + if constexpr (StatFunc::kind == StatisticsFunctionKind::varSamp) + dst.push_back(data.getSample(src_scale * 2)); + if constexpr (StatFunc::kind == StatisticsFunctionKind::stddevPop) + dst.push_back(sqrt(data.getPopulation(src_scale * 2))); + if constexpr (StatFunc::kind == StatisticsFunctionKind::stddevSamp) + dst.push_back(sqrt(data.getSample(src_scale * 2))); + if constexpr (StatFunc::kind == StatisticsFunctionKind::skewPop) + dst.push_back(data.getMoment3(src_scale * 3) / pow(data.getPopulation(src_scale * 2), 1.5)); + if constexpr (StatFunc::kind == StatisticsFunctionKind::skewSamp) + dst.push_back(data.getMoment3(src_scale * 3) / pow(data.getSample(src_scale * 2), 1.5)); + if constexpr (StatFunc::kind == StatisticsFunctionKind::kurtPop) + dst.push_back(data.getMoment4(src_scale * 4) / pow(data.getPopulation(src_scale * 2), 2)); + if constexpr (StatFunc::kind == StatisticsFunctionKind::kurtSamp) + dst.push_back(data.getMoment4(src_scale * 4) / pow(data.getSample(src_scale * 2), 2)); } else { - switch (StatFunc::kind) - { - case StatisticsFunctionKind::varPop: dst.push_back(data.getPopulation()); break; - case StatisticsFunctionKind::varSamp: dst.push_back(data.getSample()); break; - case StatisticsFunctionKind::stddevPop: dst.push_back(sqrt(data.getPopulation())); break; - case StatisticsFunctionKind::stddevSamp: dst.push_back(sqrt(data.getSample())); break; - case StatisticsFunctionKind::covarPop: dst.push_back(data.getPopulation()); break; - case StatisticsFunctionKind::covarSamp: dst.push_back(data.getSample()); break; - case StatisticsFunctionKind::corr: dst.push_back(data.get()); break; - } + if constexpr (StatFunc::kind == StatisticsFunctionKind::varPop) + dst.push_back(data.getPopulation()); + if constexpr (StatFunc::kind == StatisticsFunctionKind::varSamp) + dst.push_back(data.getSample()); + if constexpr (StatFunc::kind == StatisticsFunctionKind::stddevPop) + dst.push_back(sqrt(data.getPopulation())); + if constexpr (StatFunc::kind == StatisticsFunctionKind::stddevSamp) + dst.push_back(sqrt(data.getSample())); + if constexpr (StatFunc::kind == StatisticsFunctionKind::skewPop) + dst.push_back(data.getMoment3() / pow(data.getPopulation(), 1.5)); + if constexpr (StatFunc::kind == StatisticsFunctionKind::skewSamp) + dst.push_back(data.getMoment3() / pow(data.getSample(), 1.5)); + if constexpr (StatFunc::kind == StatisticsFunctionKind::kurtPop) + dst.push_back(data.getMoment4() / pow(data.getPopulation(), 2)); + if constexpr (StatFunc::kind == StatisticsFunctionKind::kurtSamp) + dst.push_back(data.getMoment4() / pow(data.getSample(), 2)); + if constexpr (StatFunc::kind == StatisticsFunctionKind::covarPop) + dst.push_back(data.getPopulation()); + if constexpr (StatFunc::kind == StatisticsFunctionKind::covarSamp) + dst.push_back(data.getSample()); + if constexpr (StatFunc::kind == StatisticsFunctionKind::corr) + dst.push_back(data.get()); } } @@ -383,10 +577,14 @@ private: }; -template using AggregateFunctionVarPopSimple = AggregateFunctionVarianceSimple>; -template using AggregateFunctionVarSampSimple = AggregateFunctionVarianceSimple>; -template using AggregateFunctionStddevPopSimple = AggregateFunctionVarianceSimple>; -template using AggregateFunctionStddevSampSimple = AggregateFunctionVarianceSimple>; +template using AggregateFunctionVarPopSimple = AggregateFunctionVarianceSimple>; +template using AggregateFunctionVarSampSimple = AggregateFunctionVarianceSimple>; +template using AggregateFunctionStddevPopSimple = AggregateFunctionVarianceSimple>; +template using AggregateFunctionStddevSampSimple = AggregateFunctionVarianceSimple>; +template using AggregateFunctionSkewPopSimple = AggregateFunctionVarianceSimple>; +template using AggregateFunctionSkewSampSimple = AggregateFunctionVarianceSimple>; +template using AggregateFunctionKurtPopSimple = AggregateFunctionVarianceSimple>; +template using AggregateFunctionKurtSampSimple = AggregateFunctionVarianceSimple>; template using AggregateFunctionCovarPopSimple = AggregateFunctionVarianceSimple>; template using AggregateFunctionCovarSampSimple = AggregateFunctionVarianceSimple>; template using AggregateFunctionCorrSimple = AggregateFunctionVarianceSimple>; From 4f3e164c73ed1e307b97e8021b13565945bccc85 Mon Sep 17 00:00:00 2001 From: hcz Date: Mon, 6 May 2019 12:08:54 +0800 Subject: [PATCH 091/709] Fix and add tests --- .../AggregateFunctionStatisticsSimple.h | 6 ++ ...1_aggregate_functions_statistics.reference | 12 ++++ .../00181_aggregate_functions_statistics.sql | 70 +++++++++++++++++++ 3 files changed, 88 insertions(+) diff --git a/dbms/src/AggregateFunctions/AggregateFunctionStatisticsSimple.h b/dbms/src/AggregateFunctions/AggregateFunctionStatisticsSimple.h index 9b0f25edeca..f034fd5bbc4 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionStatisticsSimple.h +++ b/dbms/src/AggregateFunctions/AggregateFunctionStatisticsSimple.h @@ -189,6 +189,9 @@ struct HighOrderMoments T NO_SANITIZE_UNDEFINED getMoment3() const { + // to avoid accuracy problem + if (m0 == 1) + return 0; return (m3 - (3 * m2 - 2 * m1 * m1 / m0 @@ -198,6 +201,9 @@ struct HighOrderMoments T NO_SANITIZE_UNDEFINED getMoment4() const { + // to avoid accuracy problem + if (m0 == 1) + return 0; return (m4 - (4 * m3 - (6 * m2 diff --git a/dbms/tests/queries/0_stateless/00181_aggregate_functions_statistics.reference b/dbms/tests/queries/0_stateless/00181_aggregate_functions_statistics.reference index b4a55ae0d66..18e8c38663e 100644 --- a/dbms/tests/queries/0_stateless/00181_aggregate_functions_statistics.reference +++ b/dbms/tests/queries/0_stateless/00181_aggregate_functions_statistics.reference @@ -5,6 +5,12 @@ nan nan 0 nan +nan +0 +nan +nan +0 +nan 0 0 nan @@ -14,6 +20,12 @@ nan nan 0 nan +nan +0 +nan +nan +0 +nan 0 0 nan diff --git a/dbms/tests/queries/0_stateless/00181_aggregate_functions_statistics.sql b/dbms/tests/queries/0_stateless/00181_aggregate_functions_statistics.sql index aeecdc20c67..4938a633810 100644 --- a/dbms/tests/queries/0_stateless/00181_aggregate_functions_statistics.sql +++ b/dbms/tests/queries/0_stateless/00181_aggregate_functions_statistics.sql @@ -30,6 +30,41 @@ SELECT FROM series ); +/* skewSamp */ + +SELECT skewSamp(x_value) FROM (SELECT x_value FROM series LIMIT 0); +SELECT skewSamp(x_value) FROM (SELECT x_value FROM series LIMIT 1); + +SELECT round(abs(res1 - res2), 6) FROM +( +SELECT + skewSamp(x_value) AS res1, + ( + sum(x_value * x_value * x_value) / count() + - 3 * sum(x_value * x_value) / count() * sum(x_value) / count() + + 2 * sum(x_value) / count() * sum(x_value) / count() * sum(x_value) / count() + ) / pow((sum(x_value * x_value) - ((sum(x_value) * sum(x_value)) / count())) / (count() - 1), 1.5) AS res2 +FROM series +); + +/* kurtSamp */ + +SELECT kurtSamp(x_value) FROM (SELECT x_value FROM series LIMIT 0); +SELECT kurtSamp(x_value) FROM (SELECT x_value FROM series LIMIT 1); + +SELECT round(abs(res1 - res2), 6) FROM +( +SELECT + kurtSamp(x_value) AS res1, + ( + sum(x_value * x_value * x_value * x_value) / count() + - 4 * sum(x_value * x_value * x_value) / count() * sum(x_value) / count() + + 6 * sum(x_value * x_value) / count() * sum(x_value) / count() * sum(x_value) / count() + - 3 * sum(x_value) / count() * sum(x_value) / count() * sum(x_value) / count() * sum(x_value) / count() + ) / pow((sum(x_value * x_value) - ((sum(x_value) * sum(x_value)) / count())) / (count() - 1), 2) AS res2 +FROM series +); + /* varPop */ SELECT varPop(x_value) FROM (SELECT x_value FROM series LIMIT 0); @@ -56,6 +91,41 @@ SELECT FROM series ); +/* skewPop */ + +SELECT skewPop(x_value) FROM (SELECT x_value FROM series LIMIT 0); +SELECT skewPop(x_value) FROM (SELECT x_value FROM series LIMIT 1); + +SELECT round(abs(res1 - res2), 6) FROM +( +SELECT + skewPop(x_value) AS res1, + ( + sum(x_value * x_value * x_value) / count() + - 3 * sum(x_value * x_value) / count() * sum(x_value) / count() + + 2 * sum(x_value) / count() * sum(x_value) / count() * sum(x_value) / count() + ) / pow((sum(x_value * x_value) - ((sum(x_value) * sum(x_value)) / count())) / count(), 1.5) AS res2 +FROM series +); + +/* kurtPop */ + +SELECT kurtPop(x_value) FROM (SELECT x_value FROM series LIMIT 0); +SELECT kurtPop(x_value) FROM (SELECT x_value FROM series LIMIT 1); + +SELECT round(abs(res1 - res2), 6) FROM +( +SELECT + kurtPop(x_value) AS res1, + ( + sum(x_value * x_value * x_value * x_value) / count() + - 4 * sum(x_value * x_value * x_value) / count() * sum(x_value) / count() + + 6 * sum(x_value * x_value) / count() * sum(x_value) / count() * sum(x_value) / count() + - 3 * sum(x_value) / count() * sum(x_value) / count() * sum(x_value) / count() * sum(x_value) / count() + ) / pow((sum(x_value * x_value) - ((sum(x_value) * sum(x_value)) / count())) / count(), 2) AS res2 +FROM series +); + /* covarSamp */ SELECT covarSamp(x_value, y_value) FROM (SELECT x_value, y_value FROM series LIMIT 0); From e0bd16c1f4e60d7c62d6e7e6044da08adc4fd2fb Mon Sep 17 00:00:00 2001 From: Guillaume Tassery Date: Mon, 6 May 2019 13:14:37 +0700 Subject: [PATCH 092/709] Backward compatibility for write progress with old version of server and client --- dbms/src/Core/Defines.h | 2 ++ dbms/src/IO/Progress.cpp | 24 +++++++++++++++++ dbms/src/IO/Progress.h | 56 ++++++++++++++++++++++++++++++---------- 3 files changed, 68 insertions(+), 14 deletions(-) diff --git a/dbms/src/Core/Defines.h b/dbms/src/Core/Defines.h index 0a3b384797d..3a8af6b81ff 100644 --- a/dbms/src/Core/Defines.h +++ b/dbms/src/Core/Defines.h @@ -56,6 +56,8 @@ #define DBMS_MIN_REVISION_WITH_LOW_CARDINALITY_TYPE 54405 +#define DBMS_MIN_REVISION_WITH_CLIENT_WRITE_INFO 54421 + /// Version of ClickHouse TCP protocol. Set to git tag with latest protocol change. #define DBMS_TCP_PROTOCOL_VERSION 54226 diff --git a/dbms/src/IO/Progress.cpp b/dbms/src/IO/Progress.cpp index 74c01135181..f6b29a6ceda 100644 --- a/dbms/src/IO/Progress.cpp +++ b/dbms/src/IO/Progress.cpp @@ -57,6 +57,30 @@ void AllProgressValueImpl::writeJSON(const ProgressValues & value, WriteBuffer & writeCString("\"}", out); } +void ReadProgressValueImpl::read(ProgressValues & value, ReadBuffer & in, UInt64 /*server_revision*/) +{ + size_t new_rows = 0; + size_t new_bytes = 0; + size_t new_total_rows = 0; + + readVarUInt(new_rows, in); + readVarUInt(new_bytes, in); + readVarUInt(new_total_rows, in); + + value.rows = new_rows; + value.bytes = new_bytes; + value.total_rows = new_total_rows; +} + + +void ReadProgressValueImpl::write(const ProgressValues & value, WriteBuffer & out, UInt64 /*client_revision*/) +{ + writeVarUInt(value.rows, out); + writeVarUInt(value.bytes, out); + writeVarUInt(value.total_rows, out); +} + + void ReadProgressValueImpl::writeJSON(const ProgressValues & value, WriteBuffer & out) { /// Numbers are written in double quotes (as strings) to avoid loss of precision diff --git a/dbms/src/IO/Progress.h b/dbms/src/IO/Progress.h index 8065b4b5a44..827fa118c63 100644 --- a/dbms/src/IO/Progress.h +++ b/dbms/src/IO/Progress.h @@ -23,34 +23,28 @@ struct ProgressValues size_t write_rows; size_t write_bytes; + template - void read(ReadBuffer & in, UInt64 server_revision) - { - ReadImpl::read(*this, in, server_revision); - } + inline void read(ReadBuffer & in, UInt64 server_revision); template - void write(WriteBuffer & out, UInt64 client_revision) const - { - WriteImpl::write(*this, out, client_revision); - } + inline void write(WriteBuffer & out, UInt64 client_revision) const; template - void writeJSON(WriteBuffer & out) const - { - WriteJSONImpl::writeJSON(*this, out); - } + inline void writeJSON(WriteBuffer & out) const; }; struct AllProgressValueImpl { static void read(ProgressValues & value, ReadBuffer & in, UInt64 server_revision); - static void write(const ProgressValues & value, WriteBuffer & out, UInt64 client_revision) ; + static void write(const ProgressValues & value, WriteBuffer & out, UInt64 client_revision); static void writeJSON(const ProgressValues & value, WriteBuffer & out); }; struct ReadProgressValueImpl : public AllProgressValueImpl { + static void read(ProgressValues & value, ReadBuffer & in, UInt64 server_revision); + static void write(const ProgressValues & value, WriteBuffer & out, UInt64 client_revision); static void writeJSON(const ProgressValues & value, WriteBuffer & out); }; @@ -198,12 +192,46 @@ void Progress::write(WriteBuffer & out, UInt64 client_revision) const getValues().write(out, client_revision); } - template void Progress::writeJSON(WriteBuffer & out) const { getValues().writeJSON(out); } +template +inline void ProgressValues::read(ReadBuffer & in, UInt64 server_revision) +{ + if (server_revision >= DBMS_MIN_REVISION_WITH_CLIENT_WRITE_INFO) + ReadImpl::read(*this, in, server_revision); + else + read(in, server_revision); +} + +template <> +inline void ProgressValues::read(ReadBuffer & in, UInt64 server_revision) +{ + ReadProgressValueImpl::read(*this, in, server_revision); +} + +template +inline void ProgressValues::write(WriteBuffer & out, UInt64 client_revision) const +{ + if (client_revision >= DBMS_MIN_REVISION_WITH_CLIENT_WRITE_INFO) + WriteImpl::write(*this, out, client_revision); + else + write(out, client_revision); +} + +template <> +inline void ProgressValues::write(WriteBuffer & out, UInt64 client_revision) const +{ + ReadProgressValueImpl::write(*this, out, client_revision); +} + +template +void ProgressValues::writeJSON(WriteBuffer & out) const +{ + WriteJSONImpl::writeJSON(*this, out); +} } From 55842dce102bea37206b66dbd977b6920611e4e6 Mon Sep 17 00:00:00 2001 From: Guillaume Tassery Date: Mon, 6 May 2019 13:57:48 +0700 Subject: [PATCH 093/709] code style --- dbms/src/IO/Progress.cpp | 12 ++++++------ dbms/src/IO/Progress.h | 6 +++--- dbms/src/IO/WriteBufferFromHTTPServerResponse.cpp | 4 ++-- dbms/src/Interpreters/executeQuery.cpp | 2 +- 4 files changed, 12 insertions(+), 12 deletions(-) diff --git a/dbms/src/IO/Progress.cpp b/dbms/src/IO/Progress.cpp index f6b29a6ceda..bdff0ce0d92 100644 --- a/dbms/src/IO/Progress.cpp +++ b/dbms/src/IO/Progress.cpp @@ -15,19 +15,19 @@ void AllProgressValueImpl::read(ProgressValues & value, ReadBuffer & in, UInt64 size_t new_total_rows = 0; size_t new_write_rows = 0; size_t new_write_bytes = 0; - + readVarUInt(new_rows, in); readVarUInt(new_bytes, in); readVarUInt(new_total_rows, in); readVarUInt(new_write_rows, in); readVarUInt(new_write_bytes, in); - + value.rows = new_rows; value.bytes = new_bytes; value.total_rows = new_total_rows; value.write_rows = new_write_rows; value.write_bytes = new_write_bytes; -} +} void AllProgressValueImpl::write(const ProgressValues & value, WriteBuffer & out, UInt64 /*client_revision*/) @@ -62,15 +62,15 @@ void ReadProgressValueImpl::read(ProgressValues & value, ReadBuffer & in, UInt64 size_t new_rows = 0; size_t new_bytes = 0; size_t new_total_rows = 0; - + readVarUInt(new_rows, in); readVarUInt(new_bytes, in); readVarUInt(new_total_rows, in); - + value.rows = new_rows; value.bytes = new_bytes; value.total_rows = new_total_rows; -} +} void ReadProgressValueImpl::write(const ProgressValues & value, WriteBuffer & out, UInt64 /*client_revision*/) diff --git a/dbms/src/IO/Progress.h b/dbms/src/IO/Progress.h index 827fa118c63..e2b31eeb421 100644 --- a/dbms/src/IO/Progress.h +++ b/dbms/src/IO/Progress.h @@ -21,7 +21,7 @@ struct ProgressValues size_t bytes; size_t total_rows; size_t write_rows; - size_t write_bytes; + size_t write_bytes; template @@ -152,7 +152,7 @@ struct Progress res.total_rows = total_rows.fetch_and(0); res.write_rows = write_rows.fetch_and(0); res.write_bytes = write_bytes.fetch_and(0); - + return res; } @@ -163,7 +163,7 @@ struct Progress total_rows = other.total_rows.load(std::memory_order_relaxed); write_rows = other.write_rows.load(std::memory_order_relaxed); write_bytes = other.write_bytes.load(std::memory_order_relaxed); - + return *this; } diff --git a/dbms/src/IO/WriteBufferFromHTTPServerResponse.cpp b/dbms/src/IO/WriteBufferFromHTTPServerResponse.cpp index 0f63eb68496..6d740f4162c 100644 --- a/dbms/src/IO/WriteBufferFromHTTPServerResponse.cpp +++ b/dbms/src/IO/WriteBufferFromHTTPServerResponse.cpp @@ -40,7 +40,7 @@ void WriteBufferFromHTTPServerResponse::writeHeaderSummary() { if (headers_finished_sending) return; - + WriteBufferFromOwnString progress_string_writer; accumulated_progress.writeJSON(progress_string_writer); @@ -53,7 +53,7 @@ void WriteBufferFromHTTPServerResponse::writeHeaderProgress() { if (headers_finished_sending) return; - + WriteBufferFromOwnString progress_string_writer; accumulated_progress.writeJSON(progress_string_writer); diff --git a/dbms/src/Interpreters/executeQuery.cpp b/dbms/src/Interpreters/executeQuery.cpp index b67ce8334f2..4cd51559df7 100644 --- a/dbms/src/Interpreters/executeQuery.cpp +++ b/dbms/src/Interpreters/executeQuery.cpp @@ -317,7 +317,7 @@ static std::tuple executeQueryImpl( elem.written_bytes = info.written_bytes; auto progress_callback = context.getProgressCallback(); - + if (progress_callback) progress_callback(Progress(WriteProgress(info.written_rows, info.written_bytes))); From c389830aed4f78cc512ec142fd3253cbcd14fb42 Mon Sep 17 00:00:00 2001 From: BayoNet Date: Mon, 6 May 2019 11:25:46 +0300 Subject: [PATCH 094/709] DOCAPI-6550: Description of the 'basename' function. --- .../functions/other_functions.md | 38 +++++++++++++++++++ 1 file changed, 38 insertions(+) diff --git a/docs/en/query_language/functions/other_functions.md b/docs/en/query_language/functions/other_functions.md index 7b8d54b7993..a6e6ddef1d9 100644 --- a/docs/en/query_language/functions/other_functions.md +++ b/docs/en/query_language/functions/other_functions.md @@ -4,6 +4,44 @@ Returns a string with the name of the host that this function was performed on. For distributed processing, this is the name of the remote server host, if the function is performed on a remote server. +## basename + +Extracts trailing part of a string after the last slash or backslash. + +``` +basename( expr ) +``` + +**Parameters** + +`expr` — Expression, resulting in the [String](../../data_types/string.md)-type value. + +**Returned value** + +A string-type value that contains: + +- Trailing part of a string after the last slash or backslash in it. +- Original string if there is no slashes or backslashes in it. + +**Example** + +```sql +SELECT basename(a), 'some/long/path/to/file' AS a +``` +```text +┌─basename('some/long/path/to/file')─┬─a──────────────────────┐ +│ file │ some/long/path/to/file │ +└────────────────────────────────────┴────────────────────────┘ +``` +```sql +SELECT basename(a), 'some-file-name' AS a +``` +```text +┌─basename('some-file-name')─┬─a──────────────┐ +│ some-file-name │ some-file-name │ +└────────────────────────────┴────────────────┘ +``` + ## visibleWidth(x) Calculates the approximate width when outputting values to the console in text format (tab-separated). From 7d578edc85aeaf0436b72276bd5fa1ced7cd7fed Mon Sep 17 00:00:00 2001 From: Guillaume Tassery Date: Mon, 6 May 2019 16:09:45 +0700 Subject: [PATCH 095/709] Check null values for when we send summary header --- dbms/src/IO/WriteBufferFromHTTPServerResponse.cpp | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/dbms/src/IO/WriteBufferFromHTTPServerResponse.cpp b/dbms/src/IO/WriteBufferFromHTTPServerResponse.cpp index 6d740f4162c..e00f7273141 100644 --- a/dbms/src/IO/WriteBufferFromHTTPServerResponse.cpp +++ b/dbms/src/IO/WriteBufferFromHTTPServerResponse.cpp @@ -45,7 +45,8 @@ void WriteBufferFromHTTPServerResponse::writeHeaderSummary() accumulated_progress.writeJSON(progress_string_writer); #if defined(POCO_CLICKHOUSE_PATCH) - *response_header_ostr << "X-ClickHouse-Summary: " << progress_string_writer.str() << "\r\n" << std::flush; + if (response_header_ostr) + *response_header_ostr << "X-ClickHouse-Summary: " << progress_string_writer.str() << "\r\n" << std::flush; #endif } From 78672f43e17cc7d9cee3edf1a045dd22453cd798 Mon Sep 17 00:00:00 2001 From: BayoNet Date: Mon, 6 May 2019 12:46:13 +0300 Subject: [PATCH 096/709] Mentioned a Brotli compression for HTTP-interface. --- docs/en/interfaces/http.md | 10 ++++++++-- 1 file changed, 8 insertions(+), 2 deletions(-) diff --git a/docs/en/interfaces/http.md b/docs/en/interfaces/http.md index e1d1708a04e..9024806ce55 100644 --- a/docs/en/interfaces/http.md +++ b/docs/en/interfaces/http.md @@ -133,8 +133,14 @@ You can use the internal ClickHouse compression format when transmitting data. T If you specified `compress=1` in the URL, the server compresses the data it sends you. If you specified `decompress=1` in the URL, the server decompresses the same data that you pass in the `POST` method. -It is also possible to use standard `gzip`-based [HTTP compression](https://en.wikipedia.org/wiki/HTTP_compression). To send a `POST` request compressed using `gzip`, append the request header `Content-Encoding: gzip`. -In order for ClickHouse to compress the response using `gzip`, you must append `Accept-Encoding: gzip` to the request headers, and enable the ClickHouse [enable_http_compression](../operations/settings/settings.md#settings-enable_http_compression) setting. You can configure the compression level of the data with the [http_zlib_compression_level](#settings-http_zlib_compression_level) setting. +It is also possible to use other compression methods for HTTP data. To send a `POST` request compressed, append the request header `Content-Encoding: compression_method`. In order for ClickHouse to compress the response, you must append `Accept-Encoding: compression_method`. You can use the following compression methods: + +- Standard `gzip`-based [HTTP compression](https://en.wikipedia.org/wiki/HTTP_compression) (`compression_method = gzip`). + + You should use the ClickHouse [enable_http_compression](../operations/settings/settings.md#settings-enable_http_compression) setting. You can configure the compression level of the data with the [http_zlib_compression_level](#settings-http_zlib_compression_level) setting. + +- [Brotli](https://en.wikipedia.org/wiki/Brotli) compression (`compression_method = br`). + You can use this to reduce network traffic when transmitting a large amount of data, or for creating dumps that are immediately compressed. From 3f8121d34fcf0c71b5d7cee448eefe1857545bb7 Mon Sep 17 00:00:00 2001 From: Guillaume Tassery Date: Mon, 6 May 2019 17:23:06 +0700 Subject: [PATCH 097/709] format code style --- dbms/src/Functions/tldLookup.h | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/dbms/src/Functions/tldLookup.h b/dbms/src/Functions/tldLookup.h index d7629faf4c9..08cb0e4333f 100644 --- a/dbms/src/Functions/tldLookup.h +++ b/dbms/src/Functions/tldLookup.h @@ -4,10 +4,10 @@ // Definition of the class generated by gperf, present on gperf/tldLookup.gperf class tldLookupHash { -private: - static inline unsigned int hash (const char *str, size_t len); +private: + static inline unsigned int hash (const char *str, size_t len); public: - static const char *is_valid (const char *str, size_t len); + static const char *is_valid (const char *str, size_t len); }; namespace DB From 46ea2903a916f1f31f9575ecd53acfc06b5c2c19 Mon Sep 17 00:00:00 2001 From: Guillaume Tassery Date: Mon, 6 May 2019 20:09:11 +0700 Subject: [PATCH 098/709] Update test 00754_first_significant_subdomain_more --- .../00754_first_significant_subdomain_more.reference | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/dbms/tests/queries/0_stateless/00754_first_significant_subdomain_more.reference b/dbms/tests/queries/0_stateless/00754_first_significant_subdomain_more.reference index 1163aa3ee27..0b3273b70e5 100644 --- a/dbms/tests/queries/0_stateless/00754_first_significant_subdomain_more.reference +++ b/dbms/tests/queries/0_stateless/00754_first_significant_subdomain_more.reference @@ -1,3 +1,3 @@ -usa -pentagon -stanford +gov +mil +edu From 52f4d508bfbbb430d9ca2a6619119ffc2e3257cb Mon Sep 17 00:00:00 2001 From: BayoNet Date: Mon, 6 May 2019 21:09:28 +0300 Subject: [PATCH 099/709] DOCAPI-3822: Some corrections. --- docs/en/operations/server_settings/settings.md | 6 +++--- docs/zh/faq/general.md | 2 +- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/docs/en/operations/server_settings/settings.md b/docs/en/operations/server_settings/settings.md index d73c7205293..8b4285c422e 100644 --- a/docs/en/operations/server_settings/settings.md +++ b/docs/en/operations/server_settings/settings.md @@ -668,7 +668,7 @@ Path to the file that contains: Contains settings that allow ClickHouse to interact with [ZooKeeper](http://zookeeper.apache.org/) cluster. -ClickHouse uses ZooKeeper for storing replicas' metadata when using replicated tables. If replicated tables are not used, this parameter section can be omitted. +ClickHouse uses ZooKeeper for storing metadata of replicas when using replicated tables. If replicated tables are not used, this parameter section can be omitted. This parameter section contains the following parameters: @@ -683,7 +683,7 @@ This parameter section contains the following parameters: ``` - The `index` attribute specify an order of node, when trying to connect to ZooKeeper cluster. + The `index` attribute specifies an order of node, when trying to connect to ZooKeeper cluster. - `session_timeout` — Maximum timeout for client session in milliseconds. - `root` — ZNode, that is used as root for znodes used by ClickHouse server. Optional. @@ -712,7 +712,7 @@ This parameter section contains the following parameters: **See Also** - [Replication](../../operations/table_engines/replication.md) -- [ZooKeeper Programmer's Guide](http://zookeeper.apache.org/doc/r3.3.4/zookeeperProgrammers.html) +- [ZooKeeper Programmer's Guide](http://zookeeper.apache.org/doc/current/zookeeperProgrammers.html) ## use_minimalistic_part_header_in_zookeeper {#server-settings-use_minimalistic_part_header_in_zookeeper} diff --git a/docs/zh/faq/general.md b/docs/zh/faq/general.md index 1f0121133f7..a7568cc60b0 100644 --- a/docs/zh/faq/general.md +++ b/docs/zh/faq/general.md @@ -16,7 +16,7 @@ If you use Oracle through ODBC driver as a source of external dictionaries, you **Example** ``` -NLS_LANG=RUSSIAN_RUSSIA.UTF8 +NLS_LANG=CHINESE_CHINA.ZHS16GBK ``` [来源文章](https://clickhouse.yandex/docs/zh/faq/general/) From 95626b068d7adf40dd86bc3fa4a1ec25c5375db8 Mon Sep 17 00:00:00 2001 From: BayoNet Date: Tue, 7 May 2019 17:56:46 +0300 Subject: [PATCH 100/709] DOCAPI-6550: Some clarifications. --- docs/en/interfaces/http.md | 2 +- .../en/query_language/functions/other_functions.md | 14 ++++++++++++-- 2 files changed, 13 insertions(+), 3 deletions(-) diff --git a/docs/en/interfaces/http.md b/docs/en/interfaces/http.md index 9024806ce55..a6c913cec9e 100644 --- a/docs/en/interfaces/http.md +++ b/docs/en/interfaces/http.md @@ -135,7 +135,7 @@ If you specified `decompress=1` in the URL, the server decompresses the same dat It is also possible to use other compression methods for HTTP data. To send a `POST` request compressed, append the request header `Content-Encoding: compression_method`. In order for ClickHouse to compress the response, you must append `Accept-Encoding: compression_method`. You can use the following compression methods: -- Standard `gzip`-based [HTTP compression](https://en.wikipedia.org/wiki/HTTP_compression) (`compression_method = gzip`). +- Common gzip-based [HTTP compression](https://en.wikipedia.org/wiki/HTTP_compression) (`compression_method = gzip`). You should use the ClickHouse [enable_http_compression](../operations/settings/settings.md#settings-enable_http_compression) setting. You can configure the compression level of the data with the [http_zlib_compression_level](#settings-http_zlib_compression_level) setting. diff --git a/docs/en/query_language/functions/other_functions.md b/docs/en/query_language/functions/other_functions.md index a6e6ddef1d9..d89c60010fc 100644 --- a/docs/en/query_language/functions/other_functions.md +++ b/docs/en/query_language/functions/other_functions.md @@ -6,12 +6,14 @@ Returns a string with the name of the host that this function was performed on. ## basename -Extracts trailing part of a string after the last slash or backslash. +Extracts trailing part of a string after the last slash or backslash. This function if often used to extract the filename from the path. ``` basename( expr ) ``` +Backslashes should be escaped in `expr`. + **Parameters** `expr` — Expression, resulting in the [String](../../data_types/string.md)-type value. @@ -21,7 +23,7 @@ basename( expr ) A string-type value that contains: - Trailing part of a string after the last slash or backslash in it. -- Original string if there is no slashes or backslashes in it. +- Original string if there are no slashes or backslashes in it. **Example** @@ -34,6 +36,14 @@ SELECT basename(a), 'some/long/path/to/file' AS a └────────────────────────────────────┴────────────────────────┘ ``` ```sql +SELECT basename(a), 'some\\long\\path\\to\\file' AS a +``` +```text +┌─basename('some\\long\\path\\to\\file')─┬─a──────────────────────┐ +│ file │ some\long\path\to\file │ +└────────────────────────────────────────┴────────────────────────┘ +``` +```sql SELECT basename(a), 'some-file-name' AS a ``` ```text From d53efd16055faa164d1aac5598858bdaf14ecc97 Mon Sep 17 00:00:00 2001 From: BayoNet Date: Tue, 7 May 2019 18:07:29 +0300 Subject: [PATCH 101/709] DOCAPI-6550: Some clarifications. --- .../functions/other_functions.md | 27 ++++++++++--------- 1 file changed, 15 insertions(+), 12 deletions(-) diff --git a/docs/en/query_language/functions/other_functions.md b/docs/en/query_language/functions/other_functions.md index d89c60010fc..a89cc9f6722 100644 --- a/docs/en/query_language/functions/other_functions.md +++ b/docs/en/query_language/functions/other_functions.md @@ -23,33 +23,36 @@ Backslashes should be escaped in `expr`. A string-type value that contains: - Trailing part of a string after the last slash or backslash in it. + + If the input string contains a path, ending with slash or backslash, for example, `\` or `\home\`, the function returns an empty string. + - Original string if there are no slashes or backslashes in it. **Example** ```sql -SELECT basename(a), 'some/long/path/to/file' AS a +SELECT 'some/long/path/to/file' AS a, basename(a) ``` ```text -┌─basename('some/long/path/to/file')─┬─a──────────────────────┐ -│ file │ some/long/path/to/file │ -└────────────────────────────────────┴────────────────────────┘ +┌─a──────────────────────┬─basename('some\\long\\path\\to\\file')─┐ +│ some\long\path\to\file │ file │ +└────────────────────────┴────────────────────────────────────────┘ ``` ```sql -SELECT basename(a), 'some\\long\\path\\to\\file' AS a +SELECT 'some\\long\\path\\to\\file' AS a, basename(a) ``` ```text -┌─basename('some\\long\\path\\to\\file')─┬─a──────────────────────┐ -│ file │ some\long\path\to\file │ -└────────────────────────────────────────┴────────────────────────┘ +┌─a──────────────────────┬─basename('some\\long\\path\\to\\file')─┐ +│ some\long\path\to\file │ file │ +└────────────────────────┴────────────────────────────────────────┘ ``` ```sql -SELECT basename(a), 'some-file-name' AS a +SELECT 'some-file-name' AS a, basename(a) ``` ```text -┌─basename('some-file-name')─┬─a──────────────┐ -│ some-file-name │ some-file-name │ -└────────────────────────────┴────────────────┘ +┌─a──────────────┬─basename('some-file-name')─┐ +│ some-file-name │ some-file-name │ +└────────────────┴────────────────────────────┘ ``` ## visibleWidth(x) From 411238bb57b66e81e74f9527c2c514d409958d4f Mon Sep 17 00:00:00 2001 From: BayoNet Date: Tue, 7 May 2019 18:18:28 +0300 Subject: [PATCH 102/709] DOCAPI-6550: Some clarifications. --- docs/en/interfaces/http.md | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/docs/en/interfaces/http.md b/docs/en/interfaces/http.md index a6c913cec9e..bc2a1012b2f 100644 --- a/docs/en/interfaces/http.md +++ b/docs/en/interfaces/http.md @@ -136,11 +136,10 @@ If you specified `decompress=1` in the URL, the server decompresses the same dat It is also possible to use other compression methods for HTTP data. To send a `POST` request compressed, append the request header `Content-Encoding: compression_method`. In order for ClickHouse to compress the response, you must append `Accept-Encoding: compression_method`. You can use the following compression methods: - Common gzip-based [HTTP compression](https://en.wikipedia.org/wiki/HTTP_compression) (`compression_method = gzip`). - - You should use the ClickHouse [enable_http_compression](../operations/settings/settings.md#settings-enable_http_compression) setting. You can configure the compression level of the data with the [http_zlib_compression_level](#settings-http_zlib_compression_level) setting. - - [Brotli](https://en.wikipedia.org/wiki/Brotli) compression (`compression_method = br`). +- [Deflate](https://en.wikipedia.org/wiki/DEFLATE) compression (`compression_method = deflate`). +You should use the ClickHouse [enable_http_compression](../operations/settings/settings.md#settings-enable_http_compression) setting. You can configure the compression level of the data with the [http_zlib_compression_level](#settings-http_zlib_compression_level) setting. You can use this to reduce network traffic when transmitting a large amount of data, or for creating dumps that are immediately compressed. From 2843d14a33e586b0568b2d3fb0d65c36eedee0b4 Mon Sep 17 00:00:00 2001 From: BayoNet Date: Tue, 7 May 2019 18:20:07 +0300 Subject: [PATCH 103/709] DOCAPI-6550: Some clarifications. --- docs/en/interfaces/http.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/en/interfaces/http.md b/docs/en/interfaces/http.md index bc2a1012b2f..fd2d53a1429 100644 --- a/docs/en/interfaces/http.md +++ b/docs/en/interfaces/http.md @@ -139,7 +139,7 @@ It is also possible to use other compression methods for HTTP data. To send a `P - [Brotli](https://en.wikipedia.org/wiki/Brotli) compression (`compression_method = br`). - [Deflate](https://en.wikipedia.org/wiki/DEFLATE) compression (`compression_method = deflate`). -You should use the ClickHouse [enable_http_compression](../operations/settings/settings.md#settings-enable_http_compression) setting. You can configure the compression level of the data with the [http_zlib_compression_level](#settings-http_zlib_compression_level) setting. +To enable HTTP compression, you must use the ClickHouse [enable_http_compression](../operations/settings/settings.md#settings-enable_http_compression) setting. You can configure the compression level of the data with the [http_zlib_compression_level](#settings-http_zlib_compression_level) setting for all the compression methods. You can use this to reduce network traffic when transmitting a large amount of data, or for creating dumps that are immediately compressed. From 5bde1c69ab983c3e5768ef9631b6e483f296df0b Mon Sep 17 00:00:00 2001 From: ivan-kush Date: Tue, 7 May 2019 23:41:15 +0300 Subject: [PATCH 104/709] last try? --- dbms/src/Storages/StorageMergeTree.cpp | 18 +++--------------- 1 file changed, 3 insertions(+), 15 deletions(-) diff --git a/dbms/src/Storages/StorageMergeTree.cpp b/dbms/src/Storages/StorageMergeTree.cpp index 347b2d3245a..16e74c266ed 100644 --- a/dbms/src/Storages/StorageMergeTree.cpp +++ b/dbms/src/Storages/StorageMergeTree.cpp @@ -209,25 +209,13 @@ std::vector StorageMergeTree::prepar size_t thread_pool_size = std::min(parts.size(), settings.max_alter_threads); ThreadPool thread_pool(thread_pool_size); - /*for (const auto & part : parts) - transactions.push_back(std::make_unique(part)); - - for (size_t i = 0; i < parts.size(); ++i) - { - thread_pool.schedule( - [this, i, &transactions, &columns_for_parts, &new_indices = new_indices.indices] - { - this->data.alterDataPart(columns_for_parts, new_indices, false, transactions[i]); - } - ); - }*/ for (const auto & part : parts) { transactions.push_back(std::make_unique(part)); thread_pool.schedule( - [this, &transaction = transactions.back(), columns_for_parts, new_indices = new_indices.indices] + [this, &transaction = transactions.back(), &columns_for_parts, &new_indices = new_indices.indices] { this->data.alterDataPart(columns_for_parts, new_indices, false, transaction); } @@ -236,14 +224,14 @@ std::vector StorageMergeTree::prepar thread_pool.wait(); - /*auto erase_pos = std::remove_if(transactions.begin(), transactions.end(), + auto erase_pos = std::remove_if(transactions.begin(), transactions.end(), [](const MergeTreeData::AlterDataPartTransactionPtr & transaction) { return !transaction->isValid(); } ); transactions.erase(erase_pos, transactions.end()); - */ + return transactions; } From 26c628e0b775dd41c1f1cd4be3b327bfe759f0a0 Mon Sep 17 00:00:00 2001 From: BayoNet Date: Wed, 8 May 2019 10:32:50 +0300 Subject: [PATCH 105/709] DOCAPI-6181: Prepared placeholder for the future section about Parquet format. --- docs/en/interfaces/formats.md | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/docs/en/interfaces/formats.md b/docs/en/interfaces/formats.md index 38e8ab3194a..5dffe43d60f 100644 --- a/docs/en/interfaces/formats.md +++ b/docs/en/interfaces/formats.md @@ -24,6 +24,7 @@ The table below lists supported formats and how they can be used in `INSERT` and | [PrettyNoEscapes](#prettynoescapes) | ✗ | ✔ | | [PrettySpace](#prettyspace) | ✗ | ✔ | | [Protobuf](#protobuf) | ✔ | ✔ | +| [Parquet](#data-format-parquet) | ✔ | ✔ | | [RowBinary](#rowbinary) | ✔ | ✔ | | [Native](#native) | ✔ | ✔ | | [Null](#null) | ✗ | ✔ | @@ -711,6 +712,11 @@ ClickHouse inputs and outputs protobuf messages in the `length-delimited` format It means before every message should be written its length as a [varint](https://developers.google.com/protocol-buffers/docs/encoding#varints). See also [how to read/write length-delimited protobuf messages in popular languages](https://cwiki.apache.org/confluence/display/GEODE/Delimiting+Protobuf+Messages). +## Parquet {#data-format-parquet} + +[Apache Parquet](http://parquet.apache.org/) format. + + ## Format Schema {#formatschema} The file name containing the format schema is set by the setting `format_schema`. From b7f4d1ace12cd8461db5400a9c54555387b678e7 Mon Sep 17 00:00:00 2001 From: Vasily Nemkov Date: Fri, 10 May 2019 09:10:29 +0300 Subject: [PATCH 106/709] A script to set symlinks to docs missing in other languages. --- docs/tools/make_links.sh | 23 +++++++++++++++++++++++ 1 file changed, 23 insertions(+) create mode 100755 docs/tools/make_links.sh diff --git a/docs/tools/make_links.sh b/docs/tools/make_links.sh new file mode 100755 index 00000000000..cca2f5feb6b --- /dev/null +++ b/docs/tools/make_links.sh @@ -0,0 +1,23 @@ +#!/bin/bash + +# Fixes missing documentation in other languages +# by putting relative symbolic links to the original doc file. +# This is to be run from root of language directory, like "docs/en". + +function do_make_links() +{ + langs=(en ru fa zh) + src_file="$1" + for lang in "${langs[@]}" + do + # replacing "/./" with / + dst_file="../${lang}/${src_file}" + dst_file="${dst_file/\/\.\//\/}" + + mkdir -p $(dirname "${dst_file}") + ln -sr "${src_file}" "${dst_file}" + done +} + +export -f do_make_links +find . -iname '*.md' -exec /bin/bash -c 'do_make_links "{}"' \; From 4c17864685ac2295819bd345a80158ea599fa246 Mon Sep 17 00:00:00 2001 From: Vasily Nemkov Date: Mon, 6 May 2019 20:33:14 +0300 Subject: [PATCH 107/709] IPv4 and IPv6 domain docs. --- docs/en/data_types/domains/ipv4.md | 79 +++++++++++++++++++ docs/en/data_types/domains/ipv6.md | 79 +++++++++++++++++++ docs/en/data_types/domains/overview.md | 26 ++++++ .../functions/ip_address_functions.md | 65 ++++++++++++++- docs/fa/data_types/domains/ipv4.md | 1 + docs/fa/data_types/domains/ipv6.md | 1 + docs/fa/data_types/domains/overview.md | 1 + docs/ru/data_types/domains/ipv4.md | 1 + docs/ru/data_types/domains/ipv6.md | 1 + docs/ru/data_types/domains/overview.md | 1 + docs/toc_en.yml | 4 + docs/toc_fa.yml | 4 + docs/toc_ru.yml | 4 + docs/toc_zh.yml | 4 + docs/zh/data_types/domains/ipv4.md | 1 + docs/zh/data_types/domains/ipv6.md | 1 + docs/zh/data_types/domains/overview.md | 1 + 17 files changed, 273 insertions(+), 1 deletion(-) create mode 100644 docs/en/data_types/domains/ipv4.md create mode 100644 docs/en/data_types/domains/ipv6.md create mode 100644 docs/en/data_types/domains/overview.md create mode 120000 docs/fa/data_types/domains/ipv4.md create mode 120000 docs/fa/data_types/domains/ipv6.md create mode 120000 docs/fa/data_types/domains/overview.md create mode 120000 docs/ru/data_types/domains/ipv4.md create mode 120000 docs/ru/data_types/domains/ipv6.md create mode 120000 docs/ru/data_types/domains/overview.md create mode 120000 docs/zh/data_types/domains/ipv4.md create mode 120000 docs/zh/data_types/domains/ipv6.md create mode 120000 docs/zh/data_types/domains/overview.md diff --git a/docs/en/data_types/domains/ipv4.md b/docs/en/data_types/domains/ipv4.md new file mode 100644 index 00000000000..dd7e08d673e --- /dev/null +++ b/docs/en/data_types/domains/ipv4.md @@ -0,0 +1,79 @@ +## IPv4 + +`IPv4` is a domain based on `UInt32` type and serves as typed replacement for storing IPv4 values. It provides compact storage with human-friendly input-output format, and column type information on inspection. + +### Basic Usage + +``` sql +CREATE TABLE hits (url String, from IPv4) ENGINE = MergeTree() ORDER BY url; + +DESCRIBE TABLE hits; +``` + +``` +┌─name─┬─type───┬─default_type─┬─default_expression─┬─comment─┬─codec_expression─┐ +│ url │ String │ │ │ │ │ +│ from │ IPv4 │ │ │ │ │ +└──────┴────────┴──────────────┴────────────────────┴─────────┴──────────────────┘ +``` + +OR you can use IPv4 domain as a key: + +``` sql +CREATE TABLE hits (url String, from IPv4) ENGINE = MergeTree() ORDER BY from; +``` + +`IPv4` domain supports custom input format as IPv4-strings: + +``` sql +INSERT INTO hits (url, from) VALUES ('https://wikipedia.org', '116.253.40.133')('https://clickhouse.yandex', '183.247.232.58')('https://clickhouse.yandex/docs/en/', '116.106.34.242'); + +SELECT * FROM hits; +``` + +``` +┌─url────────────────────────────────┬───────────from─┐ +│ https://clickhouse.yandex/docs/en/ │ 116.106.34.242 │ +│ https://wikipedia.org │ 116.253.40.133 │ +│ https://clickhouse.yandex │ 183.247.232.58 │ +└────────────────────────────────────┴────────────────┘ +``` + +Values are stored in compact binary form: + +``` sql +SELECT toTypeName(from), hex(from) FROM hits LIMIT 1; +``` + +``` +┌─toTypeName(from)─┬─hex(from)─┐ +│ IPv4 │ B7F7E83A │ +└──────────────────┴───────────┘ +``` + +Domain values are not implicitly convertible to types other than `UInt32`. +If you want to convert `IPv4` value to a string, you have to do that explicitly with `IPv4NumToString()` function: + +``` sql +SELECT toTypeName(s), IPv4NumToString(from) as s FROM hits LIMIT 1; +``` + +``` +┌─toTypeName(IPv4NumToString(from))─┬─s──────────────┐ +│ String │ 183.247.232.58 │ +└───────────────────────────────────┴────────────────┘ +``` + +Or cast to a `UInt32` value: + +``` sql +SELECT toTypeName(i), CAST(from as UInt32) as i FROM hits LIMIT 1; +``` + +``` +┌─toTypeName(CAST(from, 'UInt32'))─┬──────────i─┐ +│ UInt32 │ 3086477370 │ +└──────────────────────────────────┴────────────┘ +``` + +[Original article](https://clickhouse.yandex/docs/en/data_types/domains/ipv4) diff --git a/docs/en/data_types/domains/ipv6.md b/docs/en/data_types/domains/ipv6.md new file mode 100644 index 00000000000..1bfbe3400b5 --- /dev/null +++ b/docs/en/data_types/domains/ipv6.md @@ -0,0 +1,79 @@ +## IPv6 + +`IPv6` is a domain based on `FixedString(16)` type and serves as typed replacement for storing IPv6 values. It provides compact storage with human-friendly input-output format, and column type information on inspection. + +### Basic Usage + +``` sql +CREATE TABLE hits (url String, from IPv6) ENGINE = MergeTree() ORDER BY url; + +DESCRIBE TABLE hits; +``` + +``` +┌─name─┬─type───┬─default_type─┬─default_expression─┬─comment─┬─codec_expression─┐ +│ url │ String │ │ │ │ │ +│ from │ IPv6 │ │ │ │ │ +└──────┴────────┴──────────────┴────────────────────┴─────────┴──────────────────┘ +``` + +OR you can use `IPv6` domain as a key: + +``` sql +CREATE TABLE hits (url String, from IPv6) ENGINE = MergeTree() ORDER BY from; +``` + +`IPv6` domain supports custom input as IPv6-strings: + +``` sql +INSERT INTO hits (url, from) VALUES ('https://wikipedia.org', '2a02:aa08:e000:3100::2')('https://clickhouse.yandex', '2001:44c8:129:2632:33:0:252:2')('https://clickhouse.yandex/docs/en/', '2a02:e980:1e::1'); + +SELECT * FROM hits; +``` + +``` +┌─url────────────────────────────────┬─from──────────────────────────┐ +│ https://clickhouse.yandex │ 2001:44c8:129:2632:33:0:252:2 │ +│ https://clickhouse.yandex/docs/en/ │ 2a02:e980:1e::1 │ +│ https://wikipedia.org │ 2a02:aa08:e000:3100::2 │ +└────────────────────────────────────┴───────────────────────────────┘ +``` + +Values are stored in compact binary form: + +``` sql +SELECT toTypeName(from), hex(from) FROM hits LIMIT 1; +``` + +``` +┌─toTypeName(from)─┬─hex(from)────────────────────────┐ +│ IPv6 │ 200144C8012926320033000002520002 │ +└──────────────────┴──────────────────────────────────┘ +``` + +Domain values are not implicitly convertible to types other than `FixedString(16)`. +If you want to convert `IPv6` value to a string, you have to do that explicitly with `IPv6NumToString()` function: + +``` sql +SELECT toTypeName(s), IPv6NumToString(from) as s FROM hits LIMIT 1; +``` + +``` +┌─toTypeName(IPv6NumToString(from))─┬─s─────────────────────────────┐ +│ String │ 2001:44c8:129:2632:33:0:252:2 │ +└───────────────────────────────────┴───────────────────────────────┘ +``` + +Or cast to a `FixedString(16)` value: + +``` sql +SELECT toTypeName(i), CAST(from as FixedString(16)) as i FROM hits LIMIT 1; +``` + +``` +┌─toTypeName(CAST(from, 'FixedString(16)'))─┬─i───────┐ +│ FixedString(16) │ ��� │ +└───────────────────────────────────────────┴─────────┘ +``` + +[Original article](https://clickhouse.yandex/docs/en/data_types/domains/ipv6) diff --git a/docs/en/data_types/domains/overview.md b/docs/en/data_types/domains/overview.md new file mode 100644 index 00000000000..fe7cd82df28 --- /dev/null +++ b/docs/en/data_types/domains/overview.md @@ -0,0 +1,26 @@ +# Domains + +Domains are special-purpose types, that add some extra features atop of existing base type, leaving on-wire and on-disc format of underlying table intact. At the moment, ClickHouse does not support user-defined domains. + +You can use domains anywhere corresponding base type can be used: + +* Create a column of domain type +* Read/write values from/to domain column +* Use it as index if base type can be used as index +* Call functions with values of domain column +* etc. + +### Extra Features of Domains + +* Explicit column type name in `SHOW CREATE TABLE` or `DESCRIBE TABLE` +* Input from human-friendly format with `INSERT INTO domain_table(domain_column) VALUES(...)` +* Output to human-friendly format for `SELECT domain_column FROM domain_table` +* Loading data from external source in human-friendly format: `INSERT INTO domain_table FORMAT CSV ...` + +### Limitations + +* Can't convert index column of base type to domain type via `ALTER TABLE`. +* Can't implicitly convert string values into domain values when inserting data from another column or table. +* Domain adds no constrains on stored values. + +[Original article](https://clickhouse.yandex/docs/en/data_types/domains/overview) \ No newline at end of file diff --git a/docs/en/query_language/functions/ip_address_functions.md b/docs/en/query_language/functions/ip_address_functions.md index 8cc6caff462..70dcb1cdf0e 100644 --- a/docs/en/query_language/functions/ip_address_functions.md +++ b/docs/en/query_language/functions/ip_address_functions.md @@ -131,7 +131,7 @@ SELECT IPv6NumToString(IPv4ToIPv6(IPv4StringToNum('192.168.0.1'))) AS addr Accepts a FixedString(16) value containing the IPv6 address in binary format. Returns a string containing the address of the specified number of bits removed in text format. For example: -```sql +``` sql WITH IPv6StringToNum('2001:0DB8:AC10:FE01:FEED:BABE:CAFE:F00D') AS ipv6, IPv4ToIPv6(IPv4StringToNum('192.168.0.1')) AS ipv4 @@ -178,5 +178,68 @@ SELECT IPv6CIDRtoIPv6Range(toIPv6('2001:0db8:0000:85a3:0000:0000:ac1f:8001'), 32 └────────────────────────────────────────────────────────────────────────────┘ ``` +## toIPv4(string) + +An alias to `IPv4StringToNum()` that takes a string form of IPv4 address and returns value of [IPv4](../../data_types/domains/ipv4.md) type, which is binary equal to value returned by `IPv4StringToNum()`. + +``` sql +WITH + '171.225.130.45' as IPv4_string +SELECT + toTypeName(IPv4StringToNum(IPv4_string)), + toTypeName(toIPv4(IPv4_string)) +``` + +``` +┌─toTypeName(IPv4StringToNum(IPv4_string))─┬─toTypeName(toIPv4(IPv4_string))─┐ +│ UInt32 │ IPv4 │ +└──────────────────────────────────────────┴─────────────────────────────────┘ +``` + +``` sql +WITH + '171.225.130.45' as IPv4_string +SELECT + hex(IPv4StringToNum(IPv4_string)), + hex(toIPv4(IPv4_string)) +``` + +``` +┌─hex(IPv4StringToNum(IPv4_string))─┬─hex(toIPv4(IPv4_string))─┐ +│ ABE1822D │ ABE1822D │ +└───────────────────────────────────┴──────────────────────────┘ +``` + +## toIPv6(string) + +An alias to `IPv6StringToNum()` that takes a string form of IPv6 address and returns value of [IPv6](../../data_types/domains/ipv6.md) type, which is binary equal to value returned by `IPv6StringToNum()`. + +``` sql +WITH + '2001:438:ffff::407d:1bc1' as IPv6_string +SELECT + toTypeName(IPv6StringToNum(IPv6_string)), + toTypeName(toIPv6(IPv6_string)) +``` + +``` +┌─toTypeName(IPv6StringToNum(IPv6_string))─┬─toTypeName(toIPv6(IPv6_string))─┐ +│ FixedString(16) │ IPv6 │ +└──────────────────────────────────────────┴─────────────────────────────────┘ +``` + +``` sql +WITH + '2001:438:ffff::407d:1bc1' as IPv6_string +SELECT + hex(IPv6StringToNum(IPv6_string)), + hex(toIPv6(IPv6_string)) +``` + +``` +┌─hex(IPv6StringToNum(IPv6_string))─┬─hex(toIPv6(IPv6_string))─────────┐ +│ 20010438FFFF000000000000407D1BC1 │ 20010438FFFF000000000000407D1BC1 │ +└───────────────────────────────────┴──────────────────────────────────┘ +``` [Original article](https://clickhouse.yandex/docs/en/query_language/functions/ip_address_functions/) diff --git a/docs/fa/data_types/domains/ipv4.md b/docs/fa/data_types/domains/ipv4.md new file mode 120000 index 00000000000..eb4cc7d57b5 --- /dev/null +++ b/docs/fa/data_types/domains/ipv4.md @@ -0,0 +1 @@ +../../../en/data_types/domains/ipv4.md \ No newline at end of file diff --git a/docs/fa/data_types/domains/ipv6.md b/docs/fa/data_types/domains/ipv6.md new file mode 120000 index 00000000000..cca37a22458 --- /dev/null +++ b/docs/fa/data_types/domains/ipv6.md @@ -0,0 +1 @@ +../../../en/data_types/domains/ipv6.md \ No newline at end of file diff --git a/docs/fa/data_types/domains/overview.md b/docs/fa/data_types/domains/overview.md new file mode 120000 index 00000000000..13465d655ee --- /dev/null +++ b/docs/fa/data_types/domains/overview.md @@ -0,0 +1 @@ +../../../en/data_types/domains/overview.md \ No newline at end of file diff --git a/docs/ru/data_types/domains/ipv4.md b/docs/ru/data_types/domains/ipv4.md new file mode 120000 index 00000000000..eb4cc7d57b5 --- /dev/null +++ b/docs/ru/data_types/domains/ipv4.md @@ -0,0 +1 @@ +../../../en/data_types/domains/ipv4.md \ No newline at end of file diff --git a/docs/ru/data_types/domains/ipv6.md b/docs/ru/data_types/domains/ipv6.md new file mode 120000 index 00000000000..cca37a22458 --- /dev/null +++ b/docs/ru/data_types/domains/ipv6.md @@ -0,0 +1 @@ +../../../en/data_types/domains/ipv6.md \ No newline at end of file diff --git a/docs/ru/data_types/domains/overview.md b/docs/ru/data_types/domains/overview.md new file mode 120000 index 00000000000..13465d655ee --- /dev/null +++ b/docs/ru/data_types/domains/overview.md @@ -0,0 +1 @@ +../../../en/data_types/domains/overview.md \ No newline at end of file diff --git a/docs/toc_en.yml b/docs/toc_en.yml index a67bc9cd309..50d8a373a3d 100644 --- a/docs/toc_en.yml +++ b/docs/toc_en.yml @@ -56,6 +56,10 @@ nav: - 'Expression': 'data_types/special_data_types/expression.md' - 'Set': 'data_types/special_data_types/set.md' - 'Nothing': 'data_types/special_data_types/nothing.md' + - 'Domains': + - 'Overview': 'data_types/domains/overview.md' + - 'IPv4': 'data_types/domains/ipv4.md' + - 'IPv6': 'data_types/domains/ipv6.md' - 'Table Engines': - 'Introduction': 'operations/table_engines/index.md' diff --git a/docs/toc_fa.yml b/docs/toc_fa.yml index 67335934850..95784495d36 100644 --- a/docs/toc_fa.yml +++ b/docs/toc_fa.yml @@ -56,6 +56,10 @@ nav: - 'Expression': 'data_types/special_data_types/expression.md' - 'Set': 'data_types/special_data_types/set.md' - 'Nothing': 'data_types/special_data_types/nothing.md' + - 'Domains': + - 'Overview': 'data_types/domains/overview.md' + - 'IPv4': 'data_types/domains/ipv4.md' + - 'IPv6': 'data_types/domains/ipv6.md' - 'Table Engines': - 'Introduction': 'operations/table_engines/index.md' diff --git a/docs/toc_ru.yml b/docs/toc_ru.yml index 2840eaed6db..3229dedf0ce 100644 --- a/docs/toc_ru.yml +++ b/docs/toc_ru.yml @@ -57,6 +57,10 @@ nav: - 'Expression': 'data_types/special_data_types/expression.md' - 'Set': 'data_types/special_data_types/set.md' - 'Nothing': 'data_types/special_data_types/nothing.md' + - 'Domains': + - 'Overview': 'data_types/domains/overview.md' + - 'IPv4': 'data_types/domains/ipv4.md' + - 'IPv6': 'data_types/domains/ipv6.md' - 'Движки таблиц': - 'Введение': 'operations/table_engines/index.md' diff --git a/docs/toc_zh.yml b/docs/toc_zh.yml index 81866ae7af8..f159b481944 100644 --- a/docs/toc_zh.yml +++ b/docs/toc_zh.yml @@ -55,6 +55,10 @@ nav: - 'Expression': 'data_types/special_data_types/expression.md' - 'Set': 'data_types/special_data_types/set.md' - 'Nothing': 'data_types/special_data_types/nothing.md' + - 'Domains': + - 'Overview': 'data_types/domains/overview.md' + - 'IPv4': 'data_types/domains/ipv4.md' + - 'IPv6': 'data_types/domains/ipv6.md' - 'Table Engines': - 'Introduction': 'operations/table_engines/index.md' diff --git a/docs/zh/data_types/domains/ipv4.md b/docs/zh/data_types/domains/ipv4.md new file mode 120000 index 00000000000..eb4cc7d57b5 --- /dev/null +++ b/docs/zh/data_types/domains/ipv4.md @@ -0,0 +1 @@ +../../../en/data_types/domains/ipv4.md \ No newline at end of file diff --git a/docs/zh/data_types/domains/ipv6.md b/docs/zh/data_types/domains/ipv6.md new file mode 120000 index 00000000000..cca37a22458 --- /dev/null +++ b/docs/zh/data_types/domains/ipv6.md @@ -0,0 +1 @@ +../../../en/data_types/domains/ipv6.md \ No newline at end of file diff --git a/docs/zh/data_types/domains/overview.md b/docs/zh/data_types/domains/overview.md new file mode 120000 index 00000000000..13465d655ee --- /dev/null +++ b/docs/zh/data_types/domains/overview.md @@ -0,0 +1 @@ +../../../en/data_types/domains/overview.md \ No newline at end of file From a4c891e52974019aaa9676826be3c7054f5ff6cb Mon Sep 17 00:00:00 2001 From: Guillaume Tassery Date: Fri, 10 May 2019 13:50:48 +0700 Subject: [PATCH 108/709] Typo for progress and summary header --- dbms/src/IO/WriteBufferFromHTTPServerResponse.h | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/dbms/src/IO/WriteBufferFromHTTPServerResponse.h b/dbms/src/IO/WriteBufferFromHTTPServerResponse.h index ac7794afd4e..5a7dedbc23d 100644 --- a/dbms/src/IO/WriteBufferFromHTTPServerResponse.h +++ b/dbms/src/IO/WriteBufferFromHTTPServerResponse.h @@ -80,9 +80,9 @@ private: /// but not finish them with \r\n, allowing to send more headers subsequently. void startSendHeaders(); - // Used for write the header X-ClickHouse-progress + // Used for write the header X-ClickHouse-Progress void writeHeaderProgress(); - // Used for write the header X-ClickHouse-summary + // Used for write the header X-ClickHouse-Summary void writeHeaderSummary(); /// This method finish headers with \r\n, allowing to start to send body. From bd43e8bada90a71bd317a759bc8307c24870a568 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=90=B4=E5=81=A5?= Date: Fri, 10 May 2019 18:42:00 +0800 Subject: [PATCH 109/709] Fix if, multiIf's nullable bug. --- dbms/src/Functions/if.cpp | 31 +- dbms/src/Functions/multiIf.cpp | 10 +- .../0_stateless/00395_nullable.reference | 24 +- .../queries/0_stateless/00395_nullable.sql | 15 + .../0_stateless/00431_if_nulls.reference | 315 +++++++++--------- .../queries/0_stateless/00431_if_nulls.sql | 5 + 6 files changed, 211 insertions(+), 189 deletions(-) diff --git a/dbms/src/Functions/if.cpp b/dbms/src/Functions/if.cpp index 272351956c1..ff034848460 100644 --- a/dbms/src/Functions/if.cpp +++ b/dbms/src/Functions/if.cpp @@ -656,7 +656,7 @@ private: block.getByPosition(result).column = std::move(result_column); } - bool executeForNullableCondition(Block & block, const ColumnNumbers & arguments, size_t result, size_t input_rows_count) + bool executeForNullableCondition(Block & block, const ColumnNumbers & arguments, size_t result, size_t /*input_rows_count*/) { const ColumnWithTypeAndName & arg_cond = block.getByPosition(arguments[0]); bool cond_is_null = arg_cond.column->onlyNull(); @@ -664,7 +664,7 @@ private: if (cond_is_null) { - block.getByPosition(result).column = block.getByPosition(result).type->createColumnConstWithDefaultValue(input_rows_count); + block.getByPosition(result).column = std::move(block.getByPosition(arguments[2]).column); return true; } @@ -680,25 +680,8 @@ private: executeImpl(temporary_block, {0, 1, 2}, 3, temporary_block.rows()); - const ColumnPtr & result_column = temporary_block.getByPosition(3).column; - if (result_column->isColumnNullable()) - { - MutableColumnPtr mutable_result_column = (*std::move(result_column)).mutate(); - static_cast(*mutable_result_column).applyNullMap(static_cast(*arg_cond.column)); - block.getByPosition(result).column = std::move(mutable_result_column); - return true; - } - else if (result_column->onlyNull()) - { - block.getByPosition(result).column = block.getByPosition(result).type->createColumnConstWithDefaultValue(input_rows_count); - return true; - } - else - { - block.getByPosition(result).column = ColumnNullable::create( - materializeColumnIfConst(result_column), static_cast(*arg_cond.column).getNullMapColumnPtr()); - return true; - } + block.getByPosition(result).column = std::move(temporary_block.getByPosition(3).column); + return true; } return false; @@ -917,11 +900,11 @@ public: DataTypePtr getReturnTypeImpl(const DataTypes & arguments) const override { if (arguments[0]->onlyNull()) - return arguments[0]; + return arguments[2]; if (arguments[0]->isNullable()) - return makeNullable(getReturnTypeImpl({ - removeNullable(arguments[0]), arguments[1], arguments[2]})); + return getReturnTypeImpl({ + removeNullable(arguments[0]), arguments[1], arguments[2]}); if (!WhichDataType(arguments[0]).isUInt8()) throw Exception("Illegal type " + arguments[0]->getName() + " of first argument (condition) of function if. Must be UInt8.", diff --git a/dbms/src/Functions/multiIf.cpp b/dbms/src/Functions/multiIf.cpp index 818a8f946c6..f5b27e798b3 100644 --- a/dbms/src/Functions/multiIf.cpp +++ b/dbms/src/Functions/multiIf.cpp @@ -63,16 +63,12 @@ public: throw Exception{"Invalid number of arguments for function " + getName(), ErrorCodes::NUMBER_OF_ARGUMENTS_DOESNT_MATCH}; - /// Conditions must be UInt8, Nullable(UInt8) or Null. If one of conditions is Nullable, the result is also Nullable. - bool have_nullable_condition = false; for_conditions([&](const DataTypePtr & arg) { const IDataType * nested_type; if (arg->isNullable()) { - have_nullable_condition = true; - if (arg->onlyNull()) return; @@ -98,11 +94,7 @@ public: types_of_branches.emplace_back(arg); }); - DataTypePtr common_type_of_branches = getLeastSupertype(types_of_branches); - - return have_nullable_condition - ? makeNullable(common_type_of_branches) - : common_type_of_branches; + return getLeastSupertype(types_of_branches); } void executeImpl(Block & block, const ColumnNumbers & args, size_t result, size_t input_rows_count) override diff --git a/dbms/tests/queries/0_stateless/00395_nullable.reference b/dbms/tests/queries/0_stateless/00395_nullable.reference index 64af8c3d21d..5ab0e1843ca 100644 --- a/dbms/tests/queries/0_stateless/00395_nullable.reference +++ b/dbms/tests/queries/0_stateless/00395_nullable.reference @@ -66,7 +66,7 @@ \N \N \N 2 7 2 5 1 5 -9 \N \N +9 \N 9 42 42 \N \N 6 \N \N \N \N @@ -100,6 +100,28 @@ 42 \N \N +----- if ----- +a 1 UInt8 +b 1 UInt8 +c 0 UInt8 +\N 0 UInt8 +a \N Nullable(UInt8) +b \N Nullable(UInt8) +c 0 Nullable(UInt8) +\N 0 Nullable(UInt8) +----- case when ----- +a 1 UInt8 +b 1 UInt8 +c 0 UInt8 +\N 0 UInt8 +a \N Nullable(UInt8) +b \N Nullable(UInt8) +c 0 Nullable(UInt8) +\N 0 Nullable(UInt8) +a 1 Nullable(UInt8) +b 1 Nullable(UInt8) +c \N Nullable(UInt8) +\N \N Nullable(UInt8) ----- multiIf ----- \N 2 diff --git a/dbms/tests/queries/0_stateless/00395_nullable.sql b/dbms/tests/queries/0_stateless/00395_nullable.sql index 77efc018a8a..92ede10567a 100644 --- a/dbms/tests/queries/0_stateless/00395_nullable.sql +++ b/dbms/tests/queries/0_stateless/00395_nullable.sql @@ -146,6 +146,21 @@ SELECT '----- IS NULL, IS NOT NULL -----'; SELECT col1 FROM test1 WHERE col1 IS NOT NULL ORDER BY col1 ASC; SELECT col1 FROM test1 WHERE col1 IS NULL; +SELECT '----- if -----'; + +DROP TABLE IF EXISTS test.test1; +CREATE TABLE test.test1 (col1 Nullable(String)) ENGINE=TinyLog; +INSERT INTO test.test1 VALUES ('a'), ('b'), ('c'), (NULL); + +SELECT col1, if(col1 IN ('a' ,'b'), 1, 0) AS t, toTypeName(t) FROM test.test1; +SELECT col1, if(col1 IN ('a' ,'b'), NULL, 0) AS t, toTypeName(t) FROM test.test1; + +SELECT '----- case when -----'; + +SELECT col1, CASE WHEN col1 IN ('a' ,'b') THEN 1 ELSE 0 END AS t, toTypeName(t) FROM test.test1; +SELECT col1, CASE WHEN col1 IN ('a' ,'b') THEN NULL ELSE 0 END AS t, toTypeName(t) FROM test.test1; +SELECT col1, CASE WHEN col1 IN ('a' ,'b') THEN 1 END AS t, toTypeName(t) FROM test.test1; + SELECT '----- multiIf -----'; SELECT multiIf(1, NULL, 1, 3, 4); diff --git a/dbms/tests/queries/0_stateless/00431_if_nulls.reference b/dbms/tests/queries/0_stateless/00431_if_nulls.reference index 428a6518fc3..a6e880eedc3 100644 --- a/dbms/tests/queries/0_stateless/00431_if_nulls.reference +++ b/dbms/tests/queries/0_stateless/00431_if_nulls.reference @@ -1,3 +1,4 @@ +---------- constant_true ---------- Hello Hello Hello @@ -158,6 +159,7 @@ Hello 7 8 9 +---------- constant_false ---------- World World World @@ -318,6 +320,17 @@ World -7 -8 -9 +---------- constant_null ---------- +World +World +World +World +World +World +World +World +World +World \N \N \N @@ -328,7 +341,36 @@ World \N \N \N +0 +-1 +-2 +-3 +-4 +-5 +-6 +-7 +-8 +-9 +0 +-1 +-2 +-3 +-4 \N +-6 +-7 +-8 +-9 +World +World +World +World +World +World +World +World +World +World \N \N \N @@ -339,7 +381,36 @@ World \N \N \N +0 +-1 +-2 +-3 +-4 +-5 +-6 +-7 +-8 +-9 +0 +-1 +-2 +-3 +-4 \N +-6 +-7 +-8 +-9 +World +World +World +World +World +World +World +World +World +World \N \N \N @@ -350,7 +421,36 @@ World \N \N \N +0 +-1 +-2 +-3 +-4 +-5 +-6 +-7 +-8 +-9 +0 +-1 +-2 +-3 +-4 \N +-6 +-7 +-8 +-9 +World +World +World +World +World +World +World +World +World +World \N \N \N @@ -361,123 +461,27 @@ World \N \N \N +0 +-1 +-2 +-3 +-4 +-5 +-6 +-7 +-8 +-9 +0 +-1 +-2 +-3 +-4 \N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N -\N +-6 +-7 +-8 +-9 +---------- cond_non_constant ---------- World Hello World @@ -638,15 +642,16 @@ World 7 -8 -9 +---------- cond_non_constant_nullable ---------- World Hello -\N +World World Hello -\N +World World Hello -\N +World World \N Hello @@ -660,33 +665,33 @@ Hello \N 0 Hello -\N +-2 +-3 +Hello +-5 +-6 +Hello +-8 +-9 +0 +Hello +-2 -3 Hello \N -6 Hello -\N --9 -0 -Hello -\N --3 -Hello -\N --6 -Hello -\N +-8 -9 World \N -\N +World World \N -\N +World World \N -\N +World World \N \N @@ -700,33 +705,33 @@ World \N 0 \N -\N +-2 -3 \N -\N +-5 -6 \N -\N +-8 -9 0 \N -\N +-2 -3 \N \N -6 \N -\N +-8 -9 World 1 -\N +World World 4 -\N +World World 7 -\N +World World \N 1 @@ -740,33 +745,33 @@ World \N 0 1 -\N +-2 -3 4 -\N +-5 -6 7 -\N +-8 -9 0 1 -\N +-2 -3 4 \N -6 7 -\N +-8 -9 World 1 -\N +World World 4 -\N +World World 7 -\N +World World \N 1 @@ -780,21 +785,21 @@ World \N 0 1 -\N +-2 -3 4 -\N +-5 -6 7 -\N +-8 -9 0 1 -\N +-2 -3 4 \N -6 7 -\N +-8 -9 diff --git a/dbms/tests/queries/0_stateless/00431_if_nulls.sql b/dbms/tests/queries/0_stateless/00431_if_nulls.sql index 1e78c2b27a3..024f2494410 100644 --- a/dbms/tests/queries/0_stateless/00431_if_nulls.sql +++ b/dbms/tests/queries/0_stateless/00431_if_nulls.sql @@ -31,6 +31,7 @@ AS SELECT nullIf(toString(-number), '-5') AS else_non_constant_nullable FROM system.numbers LIMIT 10; +SELECT '---------- constant_true ----------'; SELECT constant_true ? then_constant : else_constant AS res FROM nullable_00431; SELECT constant_true ? then_constant : constant_null AS res FROM nullable_00431; @@ -52,6 +53,7 @@ SELECT constant_true ? then_non_constant_nullable : constant_null AS res FROM nu SELECT constant_true ? then_non_constant_nullable : else_non_constant AS res FROM nullable_00431; SELECT constant_true ? then_non_constant_nullable : else_non_constant_nullable AS res FROM nullable_00431; +SELECT '---------- constant_false ----------'; SELECT constant_false ? then_constant : else_constant AS res FROM nullable_00431; SELECT constant_false ? then_constant : constant_null AS res FROM nullable_00431; @@ -73,6 +75,7 @@ SELECT constant_false ? then_non_constant_nullable : constant_null AS res FROM n SELECT constant_false ? then_non_constant_nullable : else_non_constant AS res FROM nullable_00431; SELECT constant_false ? then_non_constant_nullable : else_non_constant_nullable AS res FROM nullable_00431; +SELECT '---------- constant_null ----------'; SELECT constant_null ? then_constant : else_constant AS res FROM nullable_00431; SELECT constant_null ? then_constant : constant_null AS res FROM nullable_00431; @@ -94,6 +97,7 @@ SELECT constant_null ? then_non_constant_nullable : constant_null AS res FROM nu SELECT constant_null ? then_non_constant_nullable : else_non_constant AS res FROM nullable_00431; SELECT constant_null ? then_non_constant_nullable : else_non_constant_nullable AS res FROM nullable_00431; +SELECT '---------- cond_non_constant ----------'; SELECT cond_non_constant ? then_constant : else_constant AS res FROM nullable_00431; SELECT cond_non_constant ? then_constant : constant_null AS res FROM nullable_00431; @@ -115,6 +119,7 @@ SELECT cond_non_constant ? then_non_constant_nullable : constant_null AS res FRO SELECT cond_non_constant ? then_non_constant_nullable : else_non_constant AS res FROM nullable_00431; SELECT cond_non_constant ? then_non_constant_nullable : else_non_constant_nullable AS res FROM nullable_00431; +SELECT '---------- cond_non_constant_nullable ----------'; SELECT cond_non_constant_nullable ? then_constant : else_constant AS res FROM nullable_00431; SELECT cond_non_constant_nullable ? then_constant : constant_null AS res FROM nullable_00431; From e4988110ec11500a83c618e0f2e772883a906179 Mon Sep 17 00:00:00 2001 From: Vasily Nemkov Date: Tue, 9 Apr 2019 22:19:30 +0300 Subject: [PATCH 110/709] Implementation of geohashEncode and geohashDecode functions; Function signatures: * geohashEncode(float lon, float lat, int precision) => string * geohashDecode(string encoded) => (float llon, float lat) With test cases and documentation; --- dbms/src/DataTypes/IDataType.h | 7 + dbms/src/Functions/FunctionHelpers.cpp | 19 ++ dbms/src/Functions/FunctionHelpers.h | 9 +- dbms/src/Functions/FunctionsGeo.cpp | 199 ++++++++++++++- dbms/src/Functions/GeoUtils.cpp | 232 ++++++++++++++++++ dbms/src/Functions/GeoUtils.h | 4 + .../funtions_geo/functions_geo.xml | 29 +++ .../00932_geohash_support.reference | 227 +++++++++++++++++ .../0_stateless/00932_geohash_support.sql | 67 +++++ docs/en/query_language/functions/geo.md | 52 ++++ 10 files changed, 838 insertions(+), 7 deletions(-) create mode 100644 dbms/src/Functions/GeoUtils.cpp create mode 100644 dbms/tests/performance/funtions_geo/functions_geo.xml create mode 100644 dbms/tests/queries/0_stateless/00932_geohash_support.reference create mode 100644 dbms/tests/queries/0_stateless/00932_geohash_support.sql diff --git a/dbms/src/DataTypes/IDataType.h b/dbms/src/DataTypes/IDataType.h index 60124cd3d5d..ad03b3cdd48 100644 --- a/dbms/src/DataTypes/IDataType.h +++ b/dbms/src/DataTypes/IDataType.h @@ -573,6 +573,13 @@ inline bool isInteger(const T & data_type) return which.isInt() || which.isUInt(); } +template +inline bool isFloat(const T & data_type) +{ + WhichDataType which(data_type); + return which.isFloat(); +} + template inline bool isNumber(const T & data_type) { diff --git a/dbms/src/Functions/FunctionHelpers.cpp b/dbms/src/Functions/FunctionHelpers.cpp index 1a05d3c2bfe..42fcebd5848 100644 --- a/dbms/src/Functions/FunctionHelpers.cpp +++ b/dbms/src/Functions/FunctionHelpers.cpp @@ -1,4 +1,5 @@ #include +#include #include #include #include @@ -13,6 +14,7 @@ namespace DB namespace ErrorCodes { extern const int ILLEGAL_COLUMN; + extern const int NUMBER_OF_ARGUMENTS_DOESNT_MATCH; } const ColumnConst * checkAndGetColumnConstStringOrFixedString(const IColumn * column) @@ -99,4 +101,21 @@ Block createBlockWithNestedColumns(const Block & block, const ColumnNumbers & ar return createBlockWithNestedColumnsImpl(block, args_set); } +void validateArgumentType(const IFunction & func, const DataTypes & arguments, + size_t argument_index, bool (* validator_func)(const IDataType &), + const char * expected_type_description) +{ + if (arguments.size() <= argument_index) + throw Exception("Incorrect number of arguments of function " + func.getName(), + ErrorCodes::NUMBER_OF_ARGUMENTS_DOESNT_MATCH); + + const auto & argument = arguments[argument_index]; + if (validator_func(*argument) == false) + throw Exception("Illegal type " + argument->getName() + + " of " + std::to_string(argument_index) + + " argument of function " + func.getName() + + " expected " + expected_type_description, + ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT); +} + } diff --git a/dbms/src/Functions/FunctionHelpers.h b/dbms/src/Functions/FunctionHelpers.h index 6be58f32c5e..8e1efd113f8 100644 --- a/dbms/src/Functions/FunctionHelpers.h +++ b/dbms/src/Functions/FunctionHelpers.h @@ -12,6 +12,8 @@ namespace DB { +class IFunction; + /// Methods, that helps dispatching over real column types. template @@ -64,7 +66,6 @@ bool checkColumnConst(const IColumn * column) return checkAndGetColumnConst(column); } - /// Returns non-nullptr if column is ColumnConst with ColumnString or ColumnFixedString inside. const ColumnConst * checkAndGetColumnConstStringOrFixedString(const IColumn * column); @@ -94,4 +95,10 @@ Block createBlockWithNestedColumns(const Block & block, const ColumnNumbers & ar /// Similar function as above. Additionally transform the result type if needed. Block createBlockWithNestedColumns(const Block & block, const ColumnNumbers & args, size_t result); +/// Checks argument type at specified index with predicate. +/// throws if there is no argument at specified index or if predicate returns false. +void validateArgumentType(const IFunction & func, const DataTypes & arguments, + size_t argument_index, bool (* validator_func)(const IDataType &), + const char * expected_type_description); + } diff --git a/dbms/src/Functions/FunctionsGeo.cpp b/dbms/src/Functions/FunctionsGeo.cpp index 0d13914f103..7b45fb8a668 100644 --- a/dbms/src/Functions/FunctionsGeo.cpp +++ b/dbms/src/Functions/FunctionsGeo.cpp @@ -1,19 +1,24 @@ #include #include #include +#include #include #include #include -#include -#include -#include -#include -#include #include -#include +#include +#include +#include #include +#include +#include +#include +#include +#include +#include + #include #include @@ -246,6 +251,186 @@ private: }; +const size_t GEOHASH_MAX_TEXT_LENGTH = 16; + +// geohashEncode(lon float32/64, lat float32/64, length UInt8) => string +class FunctionGeohashEncode : public IFunction +{ +public: + static constexpr auto name = "geohashEncode"; + static FunctionPtr create(const Context &) { return std::make_shared(); } + + String getName() const override + { + return name; + } + + bool isVariadic() const override { return true; } + size_t getNumberOfArguments() const override { return 0; } + ColumnNumbers getArgumentsThatAreAlwaysConstant() const override { return {2}; } + bool useDefaultImplementationForConstants() const override { return true; } + + DataTypePtr getReturnTypeImpl(const DataTypes & arguments) const override + { + validateArgumentType(*this, arguments, 0, isFloat, "float"); + validateArgumentType(*this, arguments, 1, isFloat, "float"); + if (arguments.size() == 3) + { + validateArgumentType(*this, arguments, 2, isInteger, "integer"); + } + if (arguments.size() > 3) + { + throw Exception("Too many arguments for function " + getName() + + " expected at most 3", + ErrorCodes::TOO_MANY_ARGUMENTS_FOR_FUNCTION); + } + + return std::make_shared(); + } + + template + bool tryExecute(const IColumn * lon_column, const IColumn * lat_column, UInt64 precision_value, ColumnPtr & result) + { + const ColumnVector * longitude = checkAndGetColumn>(lon_column); + const ColumnVector * latitude = checkAndGetColumn>(lat_column); + if (!latitude || !longitude) + return false; + + auto col_str = ColumnString::create(); + ColumnString::Chars & out_vec = col_str->getChars(); + ColumnString::Offsets & out_offsets = col_str->getOffsets(); + + const size_t size = lat_column->size(); + + out_offsets.resize(size); + out_vec.resize(size * (GEOHASH_MAX_TEXT_LENGTH + 1)); + + char * begin = reinterpret_cast(out_vec.data()); + char * pos = begin; + + for (size_t i = 0; i < size; ++i) + { + const Float64 longitude_value = longitude->getElement(i); + const Float64 latitude_value = latitude->getElement(i); + + const size_t encoded_size = GeoUtils::geohashEncode(longitude_value, latitude_value, precision_value, pos); + + pos += encoded_size; + *pos = '\0'; + out_offsets[i] = ++pos - begin; + } + out_vec.resize(pos - begin); + + if (!out_offsets.empty() && out_offsets.back() != out_vec.size()) + throw Exception("Column size mismatch (internal logical error)", ErrorCodes::LOGICAL_ERROR); + + result = std::move(col_str); + + return true; + + } + + void executeImpl(Block & block, const ColumnNumbers & arguments, size_t result, size_t /*input_rows_count*/) override + { + const IColumn * longitude = block.getByPosition(arguments[0]).column.get(); + const IColumn * latitude = block.getByPosition(arguments[1]).column.get(); + + const UInt64 precision_value = std::min(GEOHASH_MAX_TEXT_LENGTH, + arguments.size() == 3 ? block.getByPosition(arguments[2]).column->get64(0) : GEOHASH_MAX_TEXT_LENGTH); + + ColumnPtr & res_column = block.getByPosition(result).column; + + if (tryExecute(longitude, latitude, precision_value, res_column) || + tryExecute(longitude, latitude, precision_value, res_column) || + tryExecute(longitude, latitude, precision_value, res_column) || + tryExecute(longitude, latitude, precision_value, res_column)) + return; + + const char sep[] = ", "; + std::string arguments_description = ""; + for (size_t i = 0; i < arguments.size(); ++i) + { + arguments_description += block.getByPosition(arguments[i]).column->getName() + sep; + } + if (arguments_description.size() > sizeof(sep)) + { + arguments_description.erase(arguments_description.size() - sizeof(sep) - 1); + } + + throw Exception("Unsupported argument types: " + arguments_description + + + " for function " + getName(), + ErrorCodes::ILLEGAL_COLUMN); + } +}; + +// geohashDecode(string) => (lon float64, lat float64) +class FunctionGeohashDecode : public IFunction +{ +public: + static constexpr auto name = "geohashDecode"; + static FunctionPtr create(const Context &) { return std::make_shared(); } + + String getName() const override + { + return name; + } + + size_t getNumberOfArguments() const override { return 1; } + bool useDefaultImplementationForConstants() const override { return true; } + + DataTypePtr getReturnTypeImpl(const DataTypes & arguments) const override + { + validateArgumentType(*this, arguments, 0, isStringOrFixedString, "string or fixed string"); + + return std::make_shared( + DataTypes{std::make_shared(), std::make_shared()}, + Strings{"longitude", "latitude"}); + } + + template + bool tryExecute(const IColumn * encoded_column, ColumnPtr & result_column) + { + const auto * encoded = checkAndGetColumn(encoded_column); + if (!encoded) + return false; + + const size_t count = encoded->size(); + + auto latitude = ColumnFloat64::create(count); + auto longitude = ColumnFloat64::create(count); + + ColumnFloat64::Container & lon_data = longitude->getData(); + ColumnFloat64::Container & lat_data = latitude->getData(); + + for (size_t i = 0; i < count; ++i) + { + StringRef encoded_string = encoded->getDataAt(i); + GeoUtils::geohashDecode(encoded_string.data, encoded_string.size, &lon_data[i], &lat_data[i]); + } + + MutableColumns result; + result.emplace_back(std::move(longitude)); + result.emplace_back(std::move(latitude)); + result_column = ColumnTuple::create(std::move(result)); + + return true; + } + + void executeImpl(Block & block, const ColumnNumbers & arguments, size_t result, size_t /*input_rows_count*/) override + { + const IColumn * encoded = block.getByPosition(arguments[0]).column.get(); + ColumnPtr & res_column = block.getByPosition(result).column; + + if (tryExecute(encoded, res_column) || + tryExecute(encoded, res_column)) + return; + + throw Exception("Unsupported argument type:" + block.getByPosition(arguments[0]).column->getName() + + " of argument of function " + getName(), + ErrorCodes::ILLEGAL_COLUMN); + } +}; + template using Point = boost::geometry::model::d2::point_xy; @@ -261,5 +446,7 @@ void registerFunctionsGeo(FunctionFactory & factory) factory.registerFunction(); factory.registerFunction>(); + factory.registerFunction(); + factory.registerFunction(); } } diff --git a/dbms/src/Functions/GeoUtils.cpp b/dbms/src/Functions/GeoUtils.cpp new file mode 100644 index 00000000000..8624b1c3b45 --- /dev/null +++ b/dbms/src/Functions/GeoUtils.cpp @@ -0,0 +1,232 @@ +#include +#include + +namespace +{ + +using namespace DB; + +const char geohash_base32_encode_lookup_table[32] = { + '0', '1', '2', '3', '4', '5', '6', '7', '8', '9', + 'b', 'c', 'd', 'e', 'f', 'g', 'h', 'j', 'k', 'm', + 'n', 'p', 'q', 'r', 's', 't', 'u', 'v', 'w', 'x', + 'y', 'z', +}; + +// TODO: this could be halved by excluding 128-255 range. +const UInt8 geohash_base32_decode_lookup_table[256] = { + 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, + 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, + 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, + 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, + 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, + 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, + 0xFF, 0xFF, 10, 11, 12, 13, 14, 15, 16, 0xFF, 17, 18, 0xFF, 19, 20, 0xFF, + 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, + 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, + 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, + 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, + 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, + 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, + 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, + 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, + 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, +}; + +const size_t BITS_PER_SYMBOL = 5; +const size_t MAX_PRECISION = 12; +const size_t MAX_BITS = MAX_PRECISION * BITS_PER_SYMBOL * 1.5; + +using Encoded = std::array; + +enum CoordType +{ + LATITUDE, + LONGITUDE, +}; + +inline UInt8 singleCoordBitsPrecision(UInt8 precision, CoordType type) +{ + // Single coordinate occupies only half of the total bits. + const UInt8 bits = (precision * BITS_PER_SYMBOL) / 2; + if (precision & 0x1 && type == LONGITUDE) + { + return bits + 1; + } + + return bits; +} + +inline Encoded encodeCoordinate(Float64 coord, Float64 min, Float64 max, UInt8 bits) +{ + Encoded result; + result.fill(0); + + for (int i = 0; i < bits; ++i) + { + Float64 mid = (max + min) / 2; + if (coord >= mid) + { + result[i] = 1; + min = mid; + } + else + { + result[i] = 0; + max = mid; + } + } + + return result; +} + +inline Float64 decodeCoordinate(const Encoded & coord, Float64 min, Float64 max, UInt8 bits) +{ + Float64 mid = (max + min) / 2; + for (int i = 0; i < bits; ++i) + { + const auto c = coord[i]; + if (c == 1) + { + min = mid; + } + else + { + max = mid; + } + + mid = (max + min) / 2; + } + + return mid; +} + +inline Encoded merge(const Encoded & encodedLon, const Encoded & encodedLat, UInt8 precision) +{ + Encoded result; + result.fill(0); + + const auto bits = (precision * BITS_PER_SYMBOL) / 2; + UInt8 i = 0; + for (; i < bits; ++i) + { + result[i * 2 + 0] = encodedLon[i]; + result[i * 2 + 1] = encodedLat[i]; + } + // in case of even precision, add last bit of longitude + if (precision & 0x1) + { + result[i * 2] = encodedLon[i]; + } + + return result; +} + +inline std::tuple split(const Encoded & combined, UInt8 precision) +{ + Encoded lat, lon; + lat.fill(0); + lon.fill(0); + + UInt8 i = 0; + for (; i < precision * BITS_PER_SYMBOL - 1; i += 2) + { + // longitude is even bits + lon[i/2] = combined[i]; + lat[i/2] = combined[i + 1]; + } + // precision is even, read the last bit as lat. + if (precision & 0x1) + { + lon[i/2] = combined[precision * BITS_PER_SYMBOL - 1]; + } + + return std::tie(lon, lat); +} + +inline void base32Encode(const Encoded & binary, UInt8 precision, char * out) +{ + extern const char geohash_base32_encode_lookup_table[32]; + + for (UInt8 i = 0; i < precision * BITS_PER_SYMBOL; i += 5) + { + UInt8 v = binary[i]; + v <<= 1; + v |= binary[i + 1]; + v <<= 1; + v |= binary[i + 2]; + v <<= 1; + v |= binary[i + 3]; + v <<= 1; + v |= binary[i + 4]; + + assert(v < 32); + + *out = geohash_base32_encode_lookup_table[v]; + ++out; + } +} + +inline Encoded base32Decode(const char * encoded_string, size_t encoded_length) +{ + extern const UInt8 geohash_base32_decode_lookup_table[256]; + + Encoded result; + + for (size_t i = 0; i < encoded_length; ++i) + { + const UInt8 c = static_cast(encoded_string[i]); + const UInt8 decoded = geohash_base32_decode_lookup_table[c] & 0x1F; + result[i * 5 + 4] = (decoded >> 0) & 0x01; + result[i * 5 + 3] = (decoded >> 1) & 0x01; + result[i * 5 + 2] = (decoded >> 2) & 0x01; + result[i * 5 + 1] = (decoded >> 3) & 0x01; + result[i * 5 + 0] = (decoded >> 4) & 0x01; + } + + return result; +} + +} // namespace + +namespace DB +{ + +namespace GeoUtils +{ + +size_t geohashEncode(Float64 longitude, Float64 latitude, UInt8 precision, char *& out) +{ + if (precision == 0 || precision > MAX_PRECISION) + { + precision = MAX_PRECISION; + } + + const Encoded combined = merge( + encodeCoordinate(longitude, -180, 180, singleCoordBitsPrecision(precision, LONGITUDE)), + encodeCoordinate(latitude, -90, 90, singleCoordBitsPrecision(precision, LATITUDE)), + precision); + + base32Encode(combined, precision, out); + + return precision; +} + +void geohashDecode(const char * encoded_string, size_t encoded_len, Float64 * longitude, Float64 * latitude) +{ + const UInt8 precision = std::min(encoded_len, MAX_PRECISION); + if (precision == 0) + { + return; + } + + Encoded lat_encoded, lon_encoded; + std::tie(lon_encoded, lat_encoded) = split(base32Decode(encoded_string, precision), precision); + + *longitude = decodeCoordinate(lon_encoded, -180, 180, singleCoordBitsPrecision(precision, LONGITUDE)); + *latitude = decodeCoordinate(lat_encoded, -90, 90, singleCoordBitsPrecision(precision, LATITUDE)); +} + +} // namespace GeoUtils + +} // namespace DB diff --git a/dbms/src/Functions/GeoUtils.h b/dbms/src/Functions/GeoUtils.h index 425377f17ae..731305cd705 100644 --- a/dbms/src/Functions/GeoUtils.h +++ b/dbms/src/Functions/GeoUtils.h @@ -699,6 +699,10 @@ std::string serialize(Polygon && polygon) return result; } +size_t geohashEncode(Float64 longitude, Float64 latitude, UInt8 precision, char *& out); + +void geohashDecode(const char * encoded_string, size_t encoded_len, Float64 * longitude, Float64 * latitude); + } /// GeoUtils diff --git a/dbms/tests/performance/funtions_geo/functions_geo.xml b/dbms/tests/performance/funtions_geo/functions_geo.xml new file mode 100644 index 00000000000..b1ea38be447 --- /dev/null +++ b/dbms/tests/performance/funtions_geo/functions_geo.xml @@ -0,0 +1,29 @@ + + functions_coding + once + + + + 300 + 1000 + + + + + + + + + + + + SELECT count() FROM system.numbers WHERE NOT ignore(geohashEncode((number % 150)*1.1 - 75, (number * 3.14 % 300)*1.1 - 150)) + SELECT count() FROM system.numbers WHERE NOT ignore(geohashDecode(toString(number % 1000000))) + + SELECT count() FROM system.numbers WHERE NOT ignore(geohashEncode(1.0/rand(), 2.0/rand())) + SELECT count() FROM system.numbers WHERE NOT ignore(geohashDecode(toString(rand() % 1000000))) + + + SELECT count() FROM system.numbers WHERE NOT ignore(geohashEncode(number + 91.0, number + 181.0)) + SELECT count() FROM system.numbers WHERE NOT ignore(geohashDecode(hex(number))) + diff --git a/dbms/tests/queries/0_stateless/00932_geohash_support.reference b/dbms/tests/queries/0_stateless/00932_geohash_support.reference new file mode 100644 index 00000000000..ffc290681c7 --- /dev/null +++ b/dbms/tests/queries/0_stateless/00932_geohash_support.reference @@ -0,0 +1,227 @@ +invalid values: +zzzzzzzzzzzz +000000000000 +1 +constant values: +ezs42d000000 +-5.60303 42.60498 +default precision: +ezs42d000000 +mixing const and non-const-columns: +ezs42d000000 +from table (with const precision): +1 6 Ok +1 6 Ok +1 6 Ok +1 7 Ok +1 7 Ok +1 k Ok +1 k Ok +1 k Ok +1 7 Ok +1 7 Ok +1 k Ok +1 k Ok +1 k Ok +1 e Ok +1 e Ok +1 s Ok +1 s Ok +1 s Ok +1 e Ok +1 e Ok +1 s Ok +1 s Ok +1 s Ok +1 e Ok +1 e Ok +1 s Ok +1 s Ok +1 s Ok +1 w Ok +1 g Ok +1 u Ok +2 6g Ok +2 6g Ok +2 6g Ok +2 7z Ok +2 7z Ok +2 kp Ok +2 kp Ok +2 kp Ok +2 7z Ok +2 7z Ok +2 kp Ok +2 kp Ok +2 kp Ok +2 eb Ok +2 eb Ok +2 s0 Ok +2 s0 Ok +2 s0 Ok +2 eb Ok +2 eb Ok +2 s0 Ok +2 s0 Ok +2 s0 Ok +2 eb Ok +2 eb Ok +2 s0 Ok +2 s0 Ok +2 s0 Ok +2 w1 Ok +2 gc Ok +2 u9 Ok +3 6gk Ok +3 6gk Ok +3 6gk Ok +3 7zz Ok +3 7zz Ok +3 kpb Ok +3 kpb Ok +3 kpb Ok +3 7zz Ok +3 7zz Ok +3 kpb Ok +3 kpb Ok +3 kpb Ok +3 ebp Ok +3 ebp Ok +3 s00 Ok +3 s00 Ok +3 s00 Ok +3 ebp Ok +3 ebp Ok +3 s00 Ok +3 s00 Ok +3 s00 Ok +3 ebp Ok +3 ebp Ok +3 s00 Ok +3 s00 Ok +3 s00 Ok +3 w1m Ok +3 gcp Ok +3 u9e Ok +4 6gkz Ok +4 6gkz Ok +4 6gkz Ok +4 7zzz Ok +4 7zzz Ok +4 kpbp Ok +4 kpbp Ok +4 kpbp Ok +4 7zzz Ok +4 7zzz Ok +4 kpbp Ok +4 kpbp Ok +4 kpbp Ok +4 ebpb Ok +4 ebpb Ok +4 s000 Ok +4 s000 Ok +4 s000 Ok +4 ebpb Ok +4 ebpb Ok +4 s000 Ok +4 s000 Ok +4 s000 Ok +4 ebpb Ok +4 ebpb Ok +4 s000 Ok +4 s000 Ok +4 s000 Ok +4 w1mu Ok +4 gcpv Ok +4 u9ed Ok +5 6gkzm Ok +5 6gkzw Ok +5 6gkzw Ok +5 7zzzm Ok +5 7zzzr Ok +5 kpbp2 Ok +5 kpbp2 Ok +5 kpbp6 Ok +5 7zzzv Ok +5 7zzzz Ok +5 kpbpb Ok +5 kpbpb Ok +5 kpbpf Ok +5 ebpbj Ok +5 ebpbp Ok +5 s0000 Ok +5 s0004 Ok +5 ebpbj Ok +5 ebpbp Ok +5 s0000 Ok +5 s0000 Ok +5 s0004 Ok +5 ebpbt Ok +5 ebpbx Ok +5 s0008 Ok +5 s0008 Ok +5 s000d Ok +5 w1muy Ok +5 gcpvn Ok +5 u9edu Ok +6 6gkzmg Ok +6 6gkzwg Ok +6 6gkzwg Ok +6 7zzzrv Ok +6 kpbp2j Ok +6 7zzzvw Ok +6 7zzzzy Ok +6 kpbpbn Ok +6 kpbpbn Ok +6 kpbpfq Ok +6 ebpbpb Ok +6 s00000 Ok +6 ebpbj9 Ok +6 ebpbpc Ok +6 s00001 Ok +6 s00001 Ok +6 s00043 Ok +6 ebpbxf Ok +6 s00084 Ok +6 w1muy6 Ok +6 gcpvn5 Ok +6 u9edu0 Ok +7 6gkzmg1 Ok +7 6gkzwgj Ok +7 6gkzwgj Ok +7 7zzzrvb Ok +7 kpbp2jz Ok +7 7zzzzy0 Ok +7 kpbpbnp Ok +7 ebpbpb0 Ok +7 s00000p Ok +7 ebpbpcb Ok +7 s00001z Ok +7 ebpbxf0 Ok +7 s00084p Ok +7 w1muy6d Ok +7 gcpvn5w Ok +7 u9edu0q Ok +8 6gkzmg1u Ok +8 6gkzwgjt Ok +8 6gkzwgjz Ok +8 w1muy6dt Ok +8 gcpvn5w2 Ok +8 u9edu0qs Ok +9 6gkzwgjzn Ok +9 w1muy6dt2 Ok +9 gcpvn5w2e Ok +9 u9edu0qsf Ok +10 6gkzwgjzn8 Ok +10 w1muy6dt2p Ok +10 gcpvn5w2eu Ok +10 u9edu0qsf7 Ok +11 6gkzwgjzn82 Ok +11 w1muy6dt2pt Ok +11 gcpvn5w2euk Ok +11 u9edu0qsf7d Ok +12 6gkzwgjzn820 Ok +12 w1muy6dt2ptk Ok +12 gcpvn5w2euky Ok +12 u9edu0qsf7dn Ok +incorrectly decoded values: diff --git a/dbms/tests/queries/0_stateless/00932_geohash_support.sql b/dbms/tests/queries/0_stateless/00932_geohash_support.sql new file mode 100644 index 00000000000..a477332b532 --- /dev/null +++ b/dbms/tests/queries/0_stateless/00932_geohash_support.sql @@ -0,0 +1,67 @@ +drop table if exists geohash_test_data; + +create table geohash_test_data ( + latitude Float64, + longitude Float64, + encoded String +) engine = MergeTree order by (latitude, longitude, encoded); + +-- data obtained from geohash.com +insert into geohash_test_data values (-25.427, -49.315, '6'), (-25.427, -49.315, '6g'), (-25.427, -49.315, '6gk'), (-25.427, -49.315, '6gkz'), (-25.427, -49.315, '6gkzm'), (-25.427, -49.315, '6gkzmg'), (-25.427, -49.315, '6gkzmg1'), (-25.427, -49.315, '6gkzmg1u'), (-25.383, -49.266, '6'), (-25.383, -49.266, '6g'), (-25.383, -49.266, '6gk'), (-25.383, -49.266, '6gkz'), (-25.383, -49.266, '6gkzw'), (-25.383, -49.266, '6gkzwg'), (-25.383, -49.266, '6gkzwgj'), (-25.383, -49.266, '6gkzwgjt'), (-25.382708, -49.265506, '6'), (-25.382708, -49.265506, '6g'), (-25.382708, -49.265506, '6gk'), (-25.382708, -49.265506, '6gkz'), (-25.382708, -49.265506, '6gkzw'), (-25.382708, -49.265506, '6gkzwg'), (-25.382708, -49.265506, '6gkzwgj'), (-25.382708, -49.265506, '6gkzwgjz'), (-25.382708, -49.265506, '6gkzwgjzn'), (-25.382708, -49.265506, '6gkzwgjzn8'), (-25.382708, -49.265506, '6gkzwgjzn82'), (-25.382708, -49.265506, '6gkzwgjzn820'), (-0.1, -0.1, '7'), (-0.1, -0.1, '7z'), (-0.1, -0.1, '7zz'), (-0.1, -0.1, '7zzz'), (-0.1, -0.1, '7zzzm'), (-0.1, -0.01, '7'), (-0.1, -0.01, '7z'), (-0.1, -0.01, '7zz'), (-0.1, -0.01, '7zzz'), (-0.1, -0.01, '7zzzr'), (-0.1, -0.01, '7zzzrv'), (-0.1, -0.01, '7zzzrvb'), (-0.1, 0, 'k'), (-0.1, 0, 'kp'), (-0.1, 0, 'kpb'), (-0.1, 0, 'kpbp'), (-0.1, 0, 'kpbp2'), (-0.1, 0.01, 'k'), (-0.1, 0.01, 'kp'), (-0.1, 0.01, 'kpb'), (-0.1, 0.01, 'kpbp'), (-0.1, 0.01, 'kpbp2'), (-0.1, 0.01, 'kpbp2j'), (-0.1, 0.01, 'kpbp2jz'), (-0.1, 0.1, 'k'), (-0.1, 0.1, 'kp'), (-0.1, 0.1, 'kpb'), (-0.1, 0.1, 'kpbp'), (-0.1, 0.1, 'kpbp6'), (-0.01, -0.1, '7'), (-0.01, -0.1, '7z'), (-0.01, -0.1, '7zz'), (-0.01, -0.1, '7zzz'), (-0.01, -0.1, '7zzzv'), (-0.01, -0.1, '7zzzvw'), (-0.01, -0.01, '7'), (-0.01, -0.01, '7z'), (-0.01, -0.01, '7zz'), (-0.01, -0.01, '7zzz'), (-0.01, -0.01, '7zzzz'), (-0.01, -0.01, '7zzzzy'), (-0.01, -0.01, '7zzzzy0'), (-0.01, 0, 'k'), (-0.01, 0, 'kp'), (-0.01, 0, 'kpb'), (-0.01, 0, 'kpbp'), (-0.01, 0, 'kpbpb'), (-0.01, 0, 'kpbpbn'), (-0.01, 0.01, 'k'), (-0.01, 0.01, 'kp'), (-0.01, 0.01, 'kpb'), (-0.01, 0.01, 'kpbp'), (-0.01, 0.01, 'kpbpb'), (-0.01, 0.01, 'kpbpbn'), (-0.01, 0.01, 'kpbpbnp'), (-0.01, 0.1, 'k'), (-0.01, 0.1, 'kp'), (-0.01, 0.1, 'kpb'), (-0.01, 0.1, 'kpbp'), (-0.01, 0.1, 'kpbpf'), (-0.01, 0.1, 'kpbpfq'), (0, -0.1, 'e'), (0, -0.1, 'eb'), (0, -0.1, 'ebp'), (0, -0.1, 'ebpb'), (0, -0.1, 'ebpbj'), (0, -0.01, 'e'), (0, -0.01, 'eb'), (0, -0.01, 'ebp'), (0, -0.01, 'ebpb'), (0, -0.01, 'ebpbp'), (0, -0.01, 'ebpbpb'), (0, -0.01, 'ebpbpb0'), (0, 0, 's'), (0, 0, 's0'), (0, 0, 's00'), (0, 0, 's000'), (0, 0.01, 's'), (0, 0.01, 's0'), (0, 0.01, 's00'), (0, 0.01, 's000'), (0, 0.01, 's0000'), (0, 0.01, 's00000'), (0, 0.01, 's00000p'), (0, 0.1, 's'), (0, 0.1, 's0'), (0, 0.1, 's00'), (0, 0.1, 's000'), (0, 0.1, 's0004'), (0.01, -0.1, 'e'), (0.01, -0.1, 'eb'), (0.01, -0.1, 'ebp'), (0.01, -0.1, 'ebpb'), (0.01, -0.1, 'ebpbj'), (0.01, -0.1, 'ebpbj9'), (0.01, -0.01, 'e'), (0.01, -0.01, 'eb'), (0.01, -0.01, 'ebp'), (0.01, -0.01, 'ebpb'), (0.01, -0.01, 'ebpbp'), (0.01, -0.01, 'ebpbpc'), (0.01, -0.01, 'ebpbpcb'), (0.01, 0, 's'), (0.01, 0, 's0'), (0.01, 0, 's00'), (0.01, 0, 's000'), (0.01, 0, 's0000'), (0.01, 0, 's00001'), (0.01, 0.01, 's'), (0.01, 0.01, 's0'), (0.01, 0.01, 's00'), (0.01, 0.01, 's000'), (0.01, 0.01, 's0000'), (0.01, 0.01, 's00001'), (0.01, 0.01, 's00001z'), (0.01, 0.1, 's'), (0.01, 0.1, 's0'), (0.01, 0.1, 's00'), (0.01, 0.1, 's000'), (0.01, 0.1, 's0004'), (0.01, 0.1, 's00043'), (0.1, -0.1, 'e'), (0.1, -0.1, 'eb'), (0.1, -0.1, 'ebp'), (0.1, -0.1, 'ebpb'), (0.1, -0.1, 'ebpbt'), (0.1, -0.01, 'e'), (0.1, -0.01, 'eb'), (0.1, -0.01, 'ebp'), (0.1, -0.01, 'ebpb'), (0.1, -0.01, 'ebpbx'), (0.1, -0.01, 'ebpbxf'), (0.1, -0.01, 'ebpbxf0'), (0.1, 0, 's'), (0.1, 0, 's0'), (0.1, 0, 's00'), (0.1, 0, 's000'), (0.1, 0, 's0008'), (0.1, 0.01, 's'), (0.1, 0.01, 's0'), (0.1, 0.01, 's00'), (0.1, 0.01, 's000'), (0.1, 0.01, 's0008'), (0.1, 0.01, 's00084'), (0.1, 0.01, 's00084p'), (0.1, 0.1, 's'), (0.1, 0.1, 's0'), (0.1, 0.1, 's00'), (0.1, 0.1, 's000'), (0.1, 0.1, 's000d'), (7.880886, 98.3640363, 'w'), (7.880886, 98.3640363, 'w1'), (7.880886, 98.3640363, 'w1m'), (7.880886, 98.3640363, 'w1mu'), (7.880886, 98.3640363, 'w1muy'), (7.880886, 98.3640363, 'w1muy6'), (7.880886, 98.3640363, 'w1muy6d'), (7.880886, 98.3640363, 'w1muy6dt'), (7.880886, 98.3640363, 'w1muy6dt2'), (7.880886, 98.3640363, 'w1muy6dt2p'), (7.880886, 98.3640363, 'w1muy6dt2pt'), (7.880886, 98.3640363, 'w1muy6dt2ptk'), (51.523242, -0.07914, 'g'), (51.523242, -0.07914, 'gc'), (51.523242, -0.07914, 'gcp'), (51.523242, -0.07914, 'gcpv'), (51.523242, -0.07914, 'gcpvn'), (51.523242, -0.07914, 'gcpvn5'), (51.523242, -0.07914, 'gcpvn5w'), (51.523242, -0.07914, 'gcpvn5w2'), (51.523242, -0.07914, 'gcpvn5w2e'), (51.523242, -0.07914, 'gcpvn5w2eu'), (51.523242, -0.07914, 'gcpvn5w2euk'), (51.523242, -0.07914, 'gcpvn5w2euky'), (53.923107, 27.606682, 'u'), (53.923107, 27.606682, 'u9'), (53.923107, 27.606682, 'u9e'), (53.923107, 27.606682, 'u9ed'), (53.923107, 27.606682, 'u9edu'), (53.923107, 27.606682, 'u9edu0'), (53.923107, 27.606682, 'u9edu0q'), (53.923107, 27.606682, 'u9edu0qs'), (53.923107, 27.606682, 'u9edu0qsf'), (53.923107, 27.606682, 'u9edu0qsf7'), (53.923107, 27.606682, 'u9edu0qsf7d'), (53.923107, 27.606682, 'u9edu0qsf7dn'); + + +select 'invalid values:'; -- must not crash +select geohashEncode(181.0, 91.0); +select geohashEncode(-181.0, -91.0); +select count(geohashDecode('abcdefghijklmnopqrstuvwxyz')); + +select 'constant values:'; +select geohashEncode(-5.60302734375, 42.593994140625, 0); +select round(geohashDecode('ezs42').1, 5), round(geohashDecode('ezs42').2, 5); + +select 'default precision:'; +select geohashEncode(-5.60302734375, 42.593994140625); + +select 'mixing const and non-const-columns:'; +select geohashEncode(materialize(-5.60302734375), materialize(42.593994140625), 0); +select geohashEncode(materialize(-5.60302734375), materialize(42.593994140625), materialize(0)); -- { serverError 44 } + + +select 'from table (with const precision):'; + +-- here results are strings, so reference may contain values to match for equality. +select 1 as p, geohashEncode(longitude, latitude, p) as actual, if(actual = encoded, 'Ok', concat('expected: ', encoded)) from geohash_test_data WHERE length(encoded) = p; +select 2 as p, geohashEncode(longitude, latitude, p) as actual, if(actual = encoded, 'Ok', concat('expected: ', encoded)) from geohash_test_data WHERE length(encoded) = p; +select 3 as p, geohashEncode(longitude, latitude, p) as actual, if(actual = encoded, 'Ok', concat('expected: ', encoded)) from geohash_test_data WHERE length(encoded) = p; +select 4 as p, geohashEncode(longitude, latitude, p) as actual, if(actual = encoded, 'Ok', concat('expected: ', encoded)) from geohash_test_data WHERE length(encoded) = p; +select 5 as p, geohashEncode(longitude, latitude, p) as actual, if(actual = encoded, 'Ok', concat('expected: ', encoded)) from geohash_test_data WHERE length(encoded) = p; +select 6 as p, geohashEncode(longitude, latitude, p) as actual, if(actual = encoded, 'Ok', concat('expected: ', encoded)) from geohash_test_data WHERE length(encoded) = p; +select 7 as p, geohashEncode(longitude, latitude, p) as actual, if(actual = encoded, 'Ok', concat('expected: ', encoded)) from geohash_test_data WHERE length(encoded) = p; +select 8 as p, geohashEncode(longitude, latitude, p) as actual, if(actual = encoded, 'Ok', concat('expected: ', encoded)) from geohash_test_data WHERE length(encoded) = p; +select 9 as p, geohashEncode(longitude, latitude, p) as actual, if(actual = encoded, 'Ok', concat('expected: ', encoded)) from geohash_test_data WHERE length(encoded) = p; +select 10 as p, geohashEncode(longitude, latitude, p) as actual, if(actual = encoded, 'Ok', concat('expected: ', encoded)) from geohash_test_data WHERE length(encoded) = p; +select 11 as p, geohashEncode(longitude, latitude, p) as actual, if(actual = encoded, 'Ok', concat('expected: ', encoded)) from geohash_test_data WHERE length(encoded) = p; +select 12 as p, geohashEncode(longitude, latitude, p) as actual, if(actual = encoded, 'Ok', concat('expected: ', encoded)) from geohash_test_data WHERE length(encoded) = p; + +-- Here results are floats, and hence may not be compared for equality directly. +-- We select all values that are off by some reasonable value: +-- each byte of encoded string provides 5 bits of precison, (roughly 2.5 for lon and lat) +-- each bit of precision divides value range by 2. +-- hence max error is roughly value range 2.5 times divided by 2 for each precision bit. +-- initial value range is [-90..90] for latitude and [-180..180] for longitude. +select 'incorrectly decoded values:'; +select + geohashDecode(encoded) as actual, + 'expected:', encoded, '=>', latitude, longitude, + 'length:', length(encoded), + 'max lat error:', 180 / power(2, 2.5 * length(encoded)) as latitude_max_error, + 'max lon error:', 360 / power(2, 2.5 * length(encoded)) as longitude_max_error, + 'err:', (actual.2 - latitude) as lat_error, (actual.1 - longitude) as lon_error, + 'derr:', abs(lat_error) - latitude_max_error, abs(lon_error) - longitude_max_error +from geohash_test_data +where + abs(lat_error) > latitude_max_error + or + abs(lon_error) > longitude_max_error; + +drop table if exists geohash_test_data; diff --git a/docs/en/query_language/functions/geo.md b/docs/en/query_language/functions/geo.md index 2c9a3aac38f..97c4d1b5b4f 100644 --- a/docs/en/query_language/functions/geo.md +++ b/docs/en/query_language/functions/geo.md @@ -98,5 +98,57 @@ SELECT pointInPolygon((3., 3.), [(6, 0), (8, 4), (5, 8), (0, 2)]) AS res └─────┘ ``` +## geohashEncode + +Encodes latitude and longitude as a geohash-string, please see (http://geohash.org/, https://en.wikipedia.org/wiki/Geohash). +``` +geohashEncode(longitude, latitude, [precision]) +``` + +**Input values** + +- longitude - longitude part of the coordinate you want to encode. Floating in range`[-180°, 180°]` +- latitude - latitude part of the coordinate you want to encode. Floating in range `[-90°, 90°]` +- precision - Optional, length of the resulting encoded string, defaults to `12`. Integer in range `[1, 12]`. Any value less than `1` or greater than `12` is silently converted to `12`. + +**Returned values** + +- alphanumeric `String` of encoded coordinate (modified version of the base32-encoding alphabet is used). + +**Example** + +``` sql +SELECT geohashEncode(-5.60302734375, 42.593994140625, 0) AS res +``` + +``` +┌─res──────────┐ +│ ezs42d000000 │ +└──────────────┘ +``` + +## geohashDecode + +Decodes any geohash-encoded string into longitude and latitude. + +**Input values** + +- encoded string - geohash-encoded string. + +**Returned values** + +- (longitude, latitude) - 2-tuple of `Float64` values of longitude and latitude. + +**Example** + +``` sql +SELECT geohashDecode('ezs42') AS res +``` + +``` +┌─res─────────────────────────────┐ +│ (-5.60302734375,42.60498046875) │ +└─────────────────────────────────┘ +``` [Original article](https://clickhouse.yandex/docs/en/query_language/functions/geo/) From ab6558b8b4f9c92710d8fb4ad600e64e7890816e Mon Sep 17 00:00:00 2001 From: ivan-kush Date: Fri, 10 May 2019 17:29:13 +0300 Subject: [PATCH 111/709] add spaces amp --- dbms/src/Storages/MergeTree/MergeTreeData.cpp | 4 ++-- dbms/src/Storages/MergeTree/MergeTreeData.h | 2 +- dbms/src/Storages/StorageMergeTree.cpp | 4 ++-- 3 files changed, 5 insertions(+), 5 deletions(-) diff --git a/dbms/src/Storages/MergeTree/MergeTreeData.cpp b/dbms/src/Storages/MergeTree/MergeTreeData.cpp index 503d1708300..ea51159d9ba 100644 --- a/dbms/src/Storages/MergeTree/MergeTreeData.cpp +++ b/dbms/src/Storages/MergeTree/MergeTreeData.cpp @@ -1439,10 +1439,10 @@ void MergeTreeData::alterDataPart( const NamesAndTypesList & new_columns, const IndicesASTs & new_indices, bool skip_sanity_checks, - AlterDataPartTransactionPtr& transaction) + AlterDataPartTransactionPtr & transaction) { ExpressionActionsPtr expression; - const auto& part = transaction->getDataPart(); + const auto & part = transaction->getDataPart(); bool force_update_metadata; createConvertExpression(part, part->columns, new_columns, getIndices().indices, new_indices, diff --git a/dbms/src/Storages/MergeTree/MergeTreeData.h b/dbms/src/Storages/MergeTree/MergeTreeData.h index 98ce5b4c371..fecddb28540 100644 --- a/dbms/src/Storages/MergeTree/MergeTreeData.h +++ b/dbms/src/Storages/MergeTree/MergeTreeData.h @@ -228,7 +228,7 @@ public: const DataPart::Checksums & getNewChecksums() const { return new_checksums; } AlterDataPartTransaction(DataPartPtr data_part_) : data_part(data_part_), alter_lock(data_part->alter_mutex) {} - const DataPartPtr& getDataPart() const { return data_part; } + const DataPartPtr & getDataPart() const { return data_part; } bool isValid() const; private: diff --git a/dbms/src/Storages/StorageMergeTree.cpp b/dbms/src/Storages/StorageMergeTree.cpp index d80a05a8bab..fe66a11e6d6 100644 --- a/dbms/src/Storages/StorageMergeTree.cpp +++ b/dbms/src/Storages/StorageMergeTree.cpp @@ -203,7 +203,7 @@ std::vector StorageMergeTree::prepar std::vector transactions; transactions.reserve(parts.size()); - const auto& columns_for_parts = new_columns.getAllPhysical(); + const auto & columns_for_parts = new_columns.getAllPhysical(); const Settings & settings = context.getSettingsRef(); size_t thread_pool_size = std::min(parts.size(), settings.max_alter_threads); @@ -215,7 +215,7 @@ std::vector StorageMergeTree::prepar transactions.push_back(std::make_unique(part)); thread_pool.schedule( - [this, &transaction = transactions.back(), &columns_for_parts, &new_indices = new_indices.indices] + [this, & transaction = transactions.back(), & columns_for_parts, & new_indices = new_indices.indices] { this->alterDataPart(columns_for_parts, new_indices, false, transaction); } From cf95327cba4d764aa3c12a1140e3db43a13c7421 Mon Sep 17 00:00:00 2001 From: hcz Date: Sat, 11 May 2019 01:14:30 +0800 Subject: [PATCH 112/709] Remove unused variables and add comment --- .../AggregateFunctionStatisticsSimple.h | 126 ++++++++++-------- 1 file changed, 68 insertions(+), 58 deletions(-) diff --git a/dbms/src/AggregateFunctions/AggregateFunctionStatisticsSimple.h b/dbms/src/AggregateFunctions/AggregateFunctionStatisticsSimple.h index f034fd5bbc4..fc9531710c8 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionStatisticsSimple.h +++ b/dbms/src/AggregateFunctions/AggregateFunctionStatisticsSimple.h @@ -141,28 +141,24 @@ struct VarMomentsDecimal template struct HighOrderMoments { - T m0{}; - T m1{}; - T m2{}; - T m3{}; - T m4{}; + T m[_level + 1]{}; void add(T x) { - ++m0; - m1 += x; - m2 += x * x; - if constexpr (_level >= 3) m3 += x * x * x; - if constexpr (_level >= 4) m4 += x * x * x * x; + ++m[0]; + m[1] += x; + m[2] += x * x; + if constexpr (_level >= 3) m[3] += x * x * x; + if constexpr (_level >= 4) m[4] += x * x * x * x; } void merge(const HighOrderMoments & rhs) { - m0 += rhs.m0; - m1 += rhs.m1; - m2 += rhs.m2; - if constexpr (_level >= 3) m3 += rhs.m3; - if constexpr (_level >= 4) m4 += rhs.m4; + m[0] += rhs.m[0]; + m[1] += rhs.m[1]; + m[2] += rhs.m[2]; + if constexpr (_level >= 3) m[3] += rhs.m[3]; + if constexpr (_level >= 4) m[4] += rhs.m[4]; } void write(WriteBuffer & buf) const @@ -177,78 +173,92 @@ struct HighOrderMoments T NO_SANITIZE_UNDEFINED getPopulation() const { - return (m2 - m1 * m1 / m0) / m0; + return (m[2] - m[1] * m[1] / m[0]) / m[0]; } T NO_SANITIZE_UNDEFINED getSample() const { - if (m0 == 0) + if (m[0] == 0) return std::numeric_limits::quiet_NaN(); - return (m2 - m1 * m1 / m0) / (m0 - 1); + return (m[2] - m[1] * m[1] / m[0]) / (m[0] - 1); } T NO_SANITIZE_UNDEFINED getMoment3() const { // to avoid accuracy problem - if (m0 == 1) + if (m[0] == 1) return 0; - return (m3 - - (3 * m2 - - 2 * m1 * m1 / m0 - ) * m1 / m0 - ) / m0; + return (m[3] + - (3 * m[2] + - 2 * m[1] * m[1] / m[0] + ) * m[1] / m[0] + ) / m[0]; } T NO_SANITIZE_UNDEFINED getMoment4() const { // to avoid accuracy problem - if (m0 == 1) + if (m[0] == 1) return 0; - return (m4 - - (4 * m3 - - (6 * m2 - - 3 * m1 * m1 / m0 - ) * m1 / m0 - ) * m1 / m0 - ) / m0; + return (m[4] + - (4 * m[3] + - (6 * m[2] + - 3 * m[1] * m[1] / m[0] + ) * m[1] / m[0] + ) * m[1] / m[0] + ) / m[0]; } }; +/** + Calculating high-order central moments + References: + https://en.wikipedia.org/wiki/Moment_(mathematics) + https://en.wikipedia.org/wiki/Skewness + https://en.wikipedia.org/wiki/Kurtosis +*/ template struct HighOrderMomentsDecimal { using NativeType = typename T::NativeType; UInt64 m0{}; - NativeType m1{}; - NativeType m2{}; - NativeType m3{}; - NativeType m4{}; + NativeType m[_level]{}; + + NativeType & getM(size_t i) + { + return m[i - 1]; + } + + const NativeType & getM(size_t i) const + { + return m[i - 1]; + } void add(NativeType x) { ++m0; - m1 += x; + getM(1) += x; NativeType tmp; - if (common::mulOverflow(x, x, tmp) || common::addOverflow(m2, tmp, m2)) + if (common::mulOverflow(x, x, tmp) || common::addOverflow(getM(2), tmp, getM(2))) throw Exception("Decimal math overflow", ErrorCodes::DECIMAL_OVERFLOW); - if constexpr (_level >= 3) if (common::mulOverflow(tmp, x, tmp) || common::addOverflow(m3, tmp, m3)) + if constexpr (_level >= 3) if (common::mulOverflow(tmp, x, tmp) || common::addOverflow(getM(3), tmp, getM(3))) throw Exception("Decimal math overflow", ErrorCodes::DECIMAL_OVERFLOW); - if constexpr (_level >= 4) if (common::mulOverflow(tmp, x, tmp) || common::addOverflow(m4, tmp, m4)) + if constexpr (_level >= 4) if (common::mulOverflow(tmp, x, tmp) || common::addOverflow(getM(4), tmp, getM(4))) throw Exception("Decimal math overflow", ErrorCodes::DECIMAL_OVERFLOW); } void merge(const HighOrderMomentsDecimal & rhs) { m0 += rhs.m0; - m1 += rhs.m1; + getM(1) += rhs.getM(1); - if (common::addOverflow(m2, rhs.m2, m2)) + if (common::addOverflow(getM(2), rhs.getM(2), getM(2))) throw Exception("Decimal math overflow", ErrorCodes::DECIMAL_OVERFLOW); - if constexpr (_level >= 3) if (common::addOverflow(m3, rhs.m3, m3)) + if constexpr (_level >= 3) if (common::addOverflow(getM(3), rhs.getM(3), getM(3))) throw Exception("Decimal math overflow", ErrorCodes::DECIMAL_OVERFLOW); - if constexpr (_level >= 4) if (common::addOverflow(m4, rhs.m4, m4)) + if constexpr (_level >= 4) if (common::addOverflow(getM(4), rhs.getM(4), getM(4))) throw Exception("Decimal math overflow", ErrorCodes::DECIMAL_OVERFLOW); } @@ -261,8 +271,8 @@ struct HighOrderMomentsDecimal return std::numeric_limits::infinity(); NativeType tmp; - if (common::mulOverflow(m1, m1, tmp) || - common::subOverflow(m2, NativeType(tmp / m0), tmp)) + if (common::mulOverflow(getM(1), getM(1), tmp) || + common::subOverflow(getM(2), NativeType(tmp / m0), tmp)) throw Exception("Decimal math overflow", ErrorCodes::DECIMAL_OVERFLOW); return convertFromDecimal, DataTypeNumber>(tmp / m0, scale); } @@ -275,8 +285,8 @@ struct HighOrderMomentsDecimal return std::numeric_limits::infinity(); NativeType tmp; - if (common::mulOverflow(m1, m1, tmp) || - common::subOverflow(m2, NativeType(tmp / m0), tmp)) + if (common::mulOverflow(getM(1), getM(1), tmp) || + common::subOverflow(getM(2), NativeType(tmp / m0), tmp)) throw Exception("Decimal math overflow", ErrorCodes::DECIMAL_OVERFLOW); return convertFromDecimal, DataTypeNumber>(tmp / (m0 - 1), scale); } @@ -287,10 +297,10 @@ struct HighOrderMomentsDecimal return std::numeric_limits::infinity(); NativeType tmp; - if (common::mulOverflow(2 * m1, m1, tmp) || - common::subOverflow(3 * m2, NativeType(tmp / m0), tmp) || - common::mulOverflow(tmp, m1, tmp) || - common::subOverflow(m3, NativeType(tmp / m0), tmp)) + if (common::mulOverflow(2 * getM(1), getM(1), tmp) || + common::subOverflow(3 * getM(2), NativeType(tmp / m0), tmp) || + common::mulOverflow(tmp, getM(1), tmp) || + common::subOverflow(getM(3), NativeType(tmp / m0), tmp)) throw Exception("Decimal math overflow", ErrorCodes::DECIMAL_OVERFLOW); return convertFromDecimal, DataTypeNumber>(tmp / m0, scale); } @@ -301,12 +311,12 @@ struct HighOrderMomentsDecimal return std::numeric_limits::infinity(); NativeType tmp; - if (common::mulOverflow(3 * m1, m1, tmp) || - common::subOverflow(6 * m2, NativeType(tmp / m0), tmp) || - common::mulOverflow(tmp, m1, tmp) || - common::subOverflow(4 * m3, NativeType(tmp / m0), tmp) || - common::mulOverflow(tmp, m1, tmp) || - common::subOverflow(m4, NativeType(tmp / m0), tmp)) + if (common::mulOverflow(3 * getM(1), getM(1), tmp) || + common::subOverflow(6 * getM(2), NativeType(tmp / m0), tmp) || + common::mulOverflow(tmp, getM(1), tmp) || + common::subOverflow(4 * getM(3), NativeType(tmp / m0), tmp) || + common::mulOverflow(tmp, getM(1), tmp) || + common::subOverflow(getM(4), NativeType(tmp / m0), tmp)) throw Exception("Decimal math overflow", ErrorCodes::DECIMAL_OVERFLOW); return convertFromDecimal, DataTypeNumber>(tmp / m0, scale); } From ebdd5af7abb9be9a9fc40788bda47e59cebf2fcf Mon Sep 17 00:00:00 2001 From: ivan-kush Date: Sat, 11 May 2019 00:13:50 +0300 Subject: [PATCH 113/709] add test --- ...4_alter_modify_column_partitions.reference | 206 ++++++++++++++++++ .../00754_alter_modify_column_partitions.sql | 24 ++ 2 files changed, 230 insertions(+) create mode 100644 dbms/tests/queries/0_stateless/00754_alter_modify_column_partitions.reference create mode 100644 dbms/tests/queries/0_stateless/00754_alter_modify_column_partitions.sql diff --git a/dbms/tests/queries/0_stateless/00754_alter_modify_column_partitions.reference b/dbms/tests/queries/0_stateless/00754_alter_modify_column_partitions.reference new file mode 100644 index 00000000000..0aedcdf32c5 --- /dev/null +++ b/dbms/tests/queries/0_stateless/00754_alter_modify_column_partitions.reference @@ -0,0 +1,206 @@ +*** Check SHOW CREATE TABLE *** +CREATE TABLE test.alter_column (`x` UInt32, `y` Int32) ENGINE = MergeTree PARTITION BY x ORDER BY x SETTINGS index_granularity = 8192 +*** Check parts *** +0 0 +10 -10 +11 -11 +12 -12 +13 -13 +14 -14 +15 -15 +16 -16 +17 -17 +18 -18 +19 -19 +1 -1 +20 -20 +21 -21 +22 -22 +23 -23 +24 -24 +25 -25 +26 -26 +27 -27 +28 -28 +29 -29 +2 -2 +30 -30 +31 -31 +32 -32 +33 -33 +34 -34 +35 -35 +36 -36 +37 -37 +38 -38 +39 -39 +3 -3 +40 -40 +41 -41 +42 -42 +43 -43 +44 -44 +45 -45 +46 -46 +47 -47 +48 -48 +49 -49 +4 -4 +50 -50 +51 -51 +52 -52 +53 -53 +54 -54 +55 -55 +56 -56 +57 -57 +58 -58 +59 -59 +5 -5 +60 -60 +61 -61 +62 -62 +63 -63 +64 -64 +65 -65 +66 -66 +67 -67 +68 -68 +69 -69 +6 -6 +70 -70 +71 -71 +72 -72 +73 -73 +74 -74 +75 -75 +76 -76 +77 -77 +78 -78 +79 -79 +7 -7 +80 -80 +81 -81 +82 -82 +83 -83 +84 -84 +85 -85 +86 -86 +87 -87 +88 -88 +89 -89 +8 -8 +90 -90 +91 -91 +92 -92 +93 -93 +94 -94 +95 -95 +96 -96 +97 -97 +98 -98 +99 -99 +9 -9 +*** Check SHOW CREATE TABLE after ALTER MODIFY *** +CREATE TABLE test.alter_column (`x` UInt32, `y` Int64) ENGINE = MergeTree PARTITION BY x ORDER BY x SETTINGS index_granularity = 8192 +*** Check parts after ALTER MODIFY *** +0 0 +10 -10 +11 -11 +12 -12 +13 -13 +14 -14 +15 -15 +16 -16 +17 -17 +18 -18 +19 -19 +1 -1 +20 -20 +21 -21 +22 -22 +23 -23 +24 -24 +25 -25 +26 -26 +27 -27 +28 -28 +29 -29 +2 -2 +30 -30 +31 -31 +32 -32 +33 -33 +34 -34 +35 -35 +36 -36 +37 -37 +38 -38 +39 -39 +3 -3 +40 -40 +41 -41 +42 -42 +43 -43 +44 -44 +45 -45 +46 -46 +47 -47 +48 -48 +49 -49 +4 -4 +50 -50 +51 -51 +52 -52 +53 -53 +54 -54 +55 -55 +56 -56 +57 -57 +58 -58 +59 -59 +5 -5 +60 -60 +61 -61 +62 -62 +63 -63 +64 -64 +65 -65 +66 -66 +67 -67 +68 -68 +69 -69 +6 -6 +70 -70 +71 -71 +72 -72 +73 -73 +74 -74 +75 -75 +76 -76 +77 -77 +78 -78 +79 -79 +7 -7 +80 -80 +81 -81 +82 -82 +83 -83 +84 -84 +85 -85 +86 -86 +87 -87 +88 -88 +89 -89 +8 -8 +90 -90 +91 -91 +92 -92 +93 -93 +94 -94 +95 -95 +96 -96 +97 -97 +98 -98 +99 -99 +9 -9 diff --git a/dbms/tests/queries/0_stateless/00754_alter_modify_column_partitions.sql b/dbms/tests/queries/0_stateless/00754_alter_modify_column_partitions.sql new file mode 100644 index 00000000000..71c482c8d53 --- /dev/null +++ b/dbms/tests/queries/0_stateless/00754_alter_modify_column_partitions.sql @@ -0,0 +1,24 @@ +-- check ALTER MODIFY COLUMN with partitions + +SET send_logs_level = 'none'; + +DROP TABLE IF EXISTS test.alter_column; + +CREATE TABLE test.alter_column(x UInt32, y Int32) ENGINE MergeTree PARTITION BY x ORDER BY x; +INSERT INTO test.alter_column (x, y) SELECT number AS x, -number AS y FROM system.numbers LIMIT 100; + +SELECT '*** Check SHOW CREATE TABLE ***'; +SHOW CREATE TABLE test.alter_column; + +SELECT '*** Check parts ***'; +SELECT * FROM test.alter_column ORDER BY _part; + +ALTER TABLE test.alter_column MODIFY COLUMN y Int64; + +SELECT '*** Check SHOW CREATE TABLE after ALTER MODIFY ***'; +SHOW CREATE TABLE test.alter_column; + +SELECT '*** Check parts after ALTER MODIFY ***'; +SELECT * FROM test.alter_column ORDER BY _part; + +DROP TABLE test.alter_column; From 5f6ab5eb10cbea5dfbecd83b00953ede9fd782af Mon Sep 17 00:00:00 2001 From: ivan-kush Date: Sat, 11 May 2019 21:28:06 +0300 Subject: [PATCH 114/709] tsan? --- ...4_alter_modify_column_partitions.reference | 100 ------------------ .../00754_alter_modify_column_partitions.sql | 2 +- 2 files changed, 1 insertion(+), 101 deletions(-) diff --git a/dbms/tests/queries/0_stateless/00754_alter_modify_column_partitions.reference b/dbms/tests/queries/0_stateless/00754_alter_modify_column_partitions.reference index 0aedcdf32c5..058704085bb 100644 --- a/dbms/tests/queries/0_stateless/00754_alter_modify_column_partitions.reference +++ b/dbms/tests/queries/0_stateless/00754_alter_modify_column_partitions.reference @@ -46,60 +46,10 @@ CREATE TABLE test.alter_column (`x` UInt32, `y` Int32) ENGINE = MergeTree PARTIT 48 -48 49 -49 4 -4 -50 -50 -51 -51 -52 -52 -53 -53 -54 -54 -55 -55 -56 -56 -57 -57 -58 -58 -59 -59 5 -5 -60 -60 -61 -61 -62 -62 -63 -63 -64 -64 -65 -65 -66 -66 -67 -67 -68 -68 -69 -69 6 -6 -70 -70 -71 -71 -72 -72 -73 -73 -74 -74 -75 -75 -76 -76 -77 -77 -78 -78 -79 -79 7 -7 -80 -80 -81 -81 -82 -82 -83 -83 -84 -84 -85 -85 -86 -86 -87 -87 -88 -88 -89 -89 8 -8 -90 -90 -91 -91 -92 -92 -93 -93 -94 -94 -95 -95 -96 -96 -97 -97 -98 -98 -99 -99 9 -9 *** Check SHOW CREATE TABLE after ALTER MODIFY *** CREATE TABLE test.alter_column (`x` UInt32, `y` Int64) ENGINE = MergeTree PARTITION BY x ORDER BY x SETTINGS index_granularity = 8192 @@ -149,58 +99,8 @@ CREATE TABLE test.alter_column (`x` UInt32, `y` Int64) ENGINE = MergeTree PARTIT 48 -48 49 -49 4 -4 -50 -50 -51 -51 -52 -52 -53 -53 -54 -54 -55 -55 -56 -56 -57 -57 -58 -58 -59 -59 5 -5 -60 -60 -61 -61 -62 -62 -63 -63 -64 -64 -65 -65 -66 -66 -67 -67 -68 -68 -69 -69 6 -6 -70 -70 -71 -71 -72 -72 -73 -73 -74 -74 -75 -75 -76 -76 -77 -77 -78 -78 -79 -79 7 -7 -80 -80 -81 -81 -82 -82 -83 -83 -84 -84 -85 -85 -86 -86 -87 -87 -88 -88 -89 -89 8 -8 -90 -90 -91 -91 -92 -92 -93 -93 -94 -94 -95 -95 -96 -96 -97 -97 -98 -98 -99 -99 9 -9 diff --git a/dbms/tests/queries/0_stateless/00754_alter_modify_column_partitions.sql b/dbms/tests/queries/0_stateless/00754_alter_modify_column_partitions.sql index 71c482c8d53..0e4e0a14237 100644 --- a/dbms/tests/queries/0_stateless/00754_alter_modify_column_partitions.sql +++ b/dbms/tests/queries/0_stateless/00754_alter_modify_column_partitions.sql @@ -5,7 +5,7 @@ SET send_logs_level = 'none'; DROP TABLE IF EXISTS test.alter_column; CREATE TABLE test.alter_column(x UInt32, y Int32) ENGINE MergeTree PARTITION BY x ORDER BY x; -INSERT INTO test.alter_column (x, y) SELECT number AS x, -number AS y FROM system.numbers LIMIT 100; +INSERT INTO test.alter_column (x, y) SELECT number AS x, -number AS y FROM system.numbers LIMIT 50; SELECT '*** Check SHOW CREATE TABLE ***'; SHOW CREATE TABLE test.alter_column; From 22389d4eca5e1e5056eed9c30f44d0492ff1a894 Mon Sep 17 00:00:00 2001 From: svladykin Date: Sun, 12 May 2019 17:47:31 +0300 Subject: [PATCH 115/709] Support for bitmapHasAny and bitmapHasAll functions. --- dbms/programs/server/data/.gitignore | 3 + .../AggregateFunctionGroupBitmapData.h | 84 ++- dbms/src/Functions/FunctionsBitmap.cpp | 2 + dbms/src/Functions/FunctionsBitmap.h | 42 +- .../00829_bitmap_function.reference | 26 + .../0_stateless/00829_bitmap_function.sql | 67 +- .../functions/bitmap_functions.md | 604 ++++++++++-------- 7 files changed, 536 insertions(+), 292 deletions(-) diff --git a/dbms/programs/server/data/.gitignore b/dbms/programs/server/data/.gitignore index 5d26e622e3e..3e223bc0920 100644 --- a/dbms/programs/server/data/.gitignore +++ b/dbms/programs/server/data/.gitignore @@ -1,2 +1,5 @@ *.bin *.mrk +*.txt +*.dat +*.idx diff --git a/dbms/src/AggregateFunctions/AggregateFunctionGroupBitmapData.h b/dbms/src/AggregateFunctions/AggregateFunctionGroupBitmapData.h index 7f41e3f4fcf..72cc6aace08 100644 --- a/dbms/src/AggregateFunctions/AggregateFunctionGroupBitmapData.h +++ b/dbms/src/AggregateFunctions/AggregateFunctionGroupBitmapData.h @@ -308,16 +308,86 @@ public: /** * Check whether two bitmaps intersect. + * Intersection with an empty set is always 0 (consistent with hasAny). */ - UInt8 rb_intersect(const RoaringBitmapWithSmallSet & r1) + UInt8 rb_intersect(const RoaringBitmapWithSmallSet & r1) const { if (isSmall()) - toLarge(); - roaring_bitmap_t * rb1 = r1.isSmall() ? r1.getNewRbFromSmall() : r1.getRb(); - UInt8 is_true = roaring_bitmap_intersect(rb, rb1); - if (r1.isSmall()) - roaring_bitmap_free(rb1); - return is_true; + { + if (r1.isSmall()) { + for (const auto & x : r1.small) + if (small.find(x.getValue()) != small.end()) + return 1; + } + else + { + for (const auto & x : small) + if (roaring_bitmap_contains(r1.rb, x.getValue())) + return 1; + } + } + else if (r1.isSmall()) + { + for (const auto & x : r1.small) + if (roaring_bitmap_contains(rb, x.getValue())) + return 1; + } + else if (roaring_bitmap_intersect(rb, r1.rb)) + return 1; + + return 0; + } + + /** + * Check whether the argument is the subset of this set. + * Empty set is a subset of any other set (consistent with hasAll). + */ + UInt8 rb_is_subset(const RoaringBitmapWithSmallSet & r1) const + { + if (isSmall()) + { + if (r1.isSmall()) + { + for (const auto & x : r1.small) + if (small.find(x.getValue()) == small.end()) + return 0; + } + else { + UInt64 r1_size = r1.size(); + + if (r1_size > small.size()) + return 0; // A bigger set can not be a subset of ours. + + // This is a rare case with a small number of elements on + // both sides: r1 was promoted to large for some reason and + // it is still not larger than our small set. + // If r1 is our subset then our size must be equal to + // r1_size + number of not found elements, if this sum becomes + // greater then r1 is not a subset. + for (const auto & x : small) + if (!roaring_bitmap_contains(r1.rb, x.getValue()) && ++r1_size > small.size()) + return 0; + } + } + else if (r1.isSmall()) + { + for (const auto & x : r1.small) + if (!roaring_bitmap_contains(rb, x.getValue())) + return 0; + } + else if (!roaring_bitmap_is_subset(r1.rb, rb)) + return 0; + + return 1; + } + + /** + * Check whether this bitmap contains the argument. + */ + UInt8 rb_contains(const UInt32 x) const + { + return isSmall() ? small.find(x) != small.end() : + roaring_bitmap_contains(rb, x); } /** diff --git a/dbms/src/Functions/FunctionsBitmap.cpp b/dbms/src/Functions/FunctionsBitmap.cpp index 1b4bcbaaf7b..c3763124bcf 100644 --- a/dbms/src/Functions/FunctionsBitmap.cpp +++ b/dbms/src/Functions/FunctionsBitmap.cpp @@ -21,5 +21,7 @@ void registerFunctionsBitmap(FunctionFactory & factory) factory.registerFunction(); factory.registerFunction(); + factory.registerFunction(); + factory.registerFunction(); } } diff --git a/dbms/src/Functions/FunctionsBitmap.h b/dbms/src/Functions/FunctionsBitmap.h index c5b0bc78d61..21083f49908 100644 --- a/dbms/src/Functions/FunctionsBitmap.h +++ b/dbms/src/Functions/FunctionsBitmap.h @@ -342,7 +342,27 @@ struct BitmapAndnotCardinalityImpl } }; -template