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Co-authored-by: Wey Gu <weyl.gu@gmail.com> Co-authored-by: Cheng Xuntao <7731943+xtcyclist@users.noreply.github.com>
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# Copyright (c) 2020 vesoft inc. All rights reserved. | ||
# | ||
# This source code is licensed under Apache 2.0 License. | ||
# | ||
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ifneq ($(wildcard ../build/third-party/install),) | ||
3PP_PATH := ../build/third-party/install | ||
else ifneq ($(wildcard /opt/vesoft/third-party/3.3),) | ||
3PP_PATH := /opt/vesoft/third-party/3.3 | ||
else ifneq ($(wildcard /opt/vesoft/third-party/3.0),) | ||
3PP_PATH := /opt/vesoft/third-party/3.0 | ||
else | ||
$(error "Cannot find the third-party installation directory") | ||
endif | ||
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CXX := g++ | ||
CXX_FLAGS := -c -I ../src/ -I $(3PP_PATH)/include/ -fPIC | ||
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all: standard_deviation.cpp | ||
$(CXX) $(CXX_FLAGS) standard_deviation.cpp -o standard_deviation.o | ||
$(CXX) -shared -o standard_deviation.so standard_deviation.o | ||
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clean: | ||
rm ./*.o | ||
rm ./*.so |
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/* Copyright (c) 2020 vesoft inc. All rights reserved. | ||
* | ||
* This source code is licensed under Apache 2.0 License. | ||
*/ | ||
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#include "standard_deviation.h" | ||
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#include <cmath> | ||
#include <vector> | ||
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#include "../src/common/datatypes/List.h" | ||
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extern "C" GraphFunction *create() { | ||
return new standard_deviation; | ||
} | ||
extern "C" void destroy(GraphFunction *function) { | ||
delete function; | ||
} | ||
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char *standard_deviation::name() { | ||
const char *name = "standard_deviation"; | ||
return const_cast<char *>(name); | ||
} | ||
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std::vector<std::vector<nebula::Value::Type>> standard_deviation::inputType() { | ||
std::vector<nebula::Value::Type> vtp = {nebula::Value::Type::LIST}; | ||
std::vector<std::vector<nebula::Value::Type>> vvtp = {vtp}; | ||
return vvtp; | ||
} | ||
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nebula::Value::Type standard_deviation::returnType() { | ||
return nebula::Value::Type::FLOAT; | ||
} | ||
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size_t standard_deviation::minArity() { | ||
return 1; | ||
} | ||
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size_t standard_deviation::maxArity() { | ||
return 1; | ||
} | ||
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bool standard_deviation::isPure() { | ||
return true; | ||
} | ||
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double caculate_standard_deviation(const std::vector<double> &numbers) { | ||
double sum = 0; | ||
for (double number : numbers) { | ||
sum += number; | ||
} | ||
double average = sum / numbers.size(); | ||
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double variance = 0; | ||
for (double number : numbers) { | ||
double difference = number - average; | ||
variance += difference * difference; | ||
} | ||
variance /= numbers.size(); | ||
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return sqrt(variance); | ||
} | ||
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nebula::Value standard_deviation::body( | ||
const std::vector<std::reference_wrapper<const nebula::Value>> &args) { | ||
switch (args[0].get().type()) { | ||
case nebula::Value::Type::NULLVALUE: { | ||
return nebula::Value::kNullValue; | ||
} | ||
case nebula::Value::Type::LIST: { | ||
std::vector<double> numbers; | ||
auto list = args[0].get().getList(); | ||
auto size = list.size(); | ||
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for (int i = 0; i < size; i++) { | ||
auto &value = list[i]; | ||
if (value.isInt()) { | ||
numbers.push_back(value.getInt()); | ||
} else if (value.isFloat()) { | ||
numbers.push_back(value.getFloat()); | ||
} else { | ||
return nebula::Value::kNullValue; | ||
} | ||
} | ||
return nebula::Value(caculate_standard_deviation(numbers)); | ||
} | ||
default: { | ||
return nebula::Value::kNullValue; | ||
} | ||
} | ||
} |
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/* Copyright (c) 2020 vesoft inc. All rights reserved. | ||
* | ||
* This source code is licensed under Apache 2.0 License. | ||
*/ | ||
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#ifndef UDF_PROJECT_STANDARD_DEVIATION_H | ||
#define UDF_PROJECT_STANDARD_DEVIATION_H | ||
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#include "../src/common/function/GraphFunction.h" | ||
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// Example of a UDF function that calculates the standard deviation of a set of numbers. | ||
// > YIELD standard_deviation([1,2,3]) | ||
// +-----------------------------+ | ||
// | standard_deviation([1,2,3]) | | ||
// +-----------------------------+ | ||
// | 0.816496580927726 | | ||
// +-----------------------------+ | ||
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// > YIELD standard_deviation([1,1,1]) | ||
// +-----------------------------+ | ||
// | standard_deviation([1,1,1]) | | ||
// +-----------------------------+ | ||
// | 0.0 | | ||
// +-----------------------------+ | ||
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// > GO 1 TO 2 STEPS FROM "player100" OVER follow YIELD properties(edge).degree AS d | yield collect($-.d) | ||
// +--------------------------+ | ||
// | collect($-.d) | | ||
// +--------------------------+ | ||
// | [95, 95, 95, 90, 95, 90] | | ||
// +--------------------------+ | ||
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class standard_deviation : public GraphFunction { | ||
public: | ||
char *name() override; | ||
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std::vector<std::vector<nebula::Value::Type>> inputType() override; | ||
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nebula::Value::Type returnType() override; | ||
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size_t minArity() override; | ||
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size_t maxArity() override; | ||
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bool isPure() override; | ||
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nebula::Value body(const std::vector<std::reference_wrapper<const nebula::Value>> &args) override; | ||
}; | ||
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#endif // UDF_PROJECT_STANDARD_DEVIATION_H |