Init
This commit is contained in:
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.idea/
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x64/
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#pragma once
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#include <fstream>
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#include <vector>
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template<class T>
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class NeuronsNetworkBase
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{
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double rate_train_ = 0.01;
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std::vector<double> masses;
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protected:
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virtual double activation(double x) = 0;
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double& operator[](size_t index)
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{
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return masses[index];
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}
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public:
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NeuronsNetworkBase(size_t count_neurons, double rate_train):
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rate_train_(rate_train)
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{
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masses.resize(count_neurons);
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}
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virtual ~NeuronsNetworkBase() = default;
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virtual void train(double error, const T& data) = 0;
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virtual double call(const T& data) = 0;
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double get_rate_train() const
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{
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return rate_train_;
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}
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};
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+10
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# TitanicAI
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Эта неросеть предсказывает смерть пасажиров Титаника с вероятностью 0.76
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В файле train.txt находится ассет для обучет
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В файле TitanicAI.cpp константа count_train_items указыает на количество ассетов для обучения. Остальные пойдут на тесты.
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Скорость обучения решулируется во втором параметре конструктора
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Вектора в ассете:
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Survived|Pclass|Sex|Age|Relatives|Fare|Embarked
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+108
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#include <iostream>
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#include <array>
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#include <string>
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#include "NeuronsNetworkBase.h"
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using data_item = std::array<double, 7>;
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class TitanicAI : public NeuronsNetworkBase<data_item>
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{
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constexpr static size_t count_neurons = 6;
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protected:
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double activation(double x) override
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{
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return 1/(1+exp(-x));
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}
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public:
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TitanicAI() : NeuronsNetworkBase(count_neurons, 0.01)
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{}
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double call(const data_item& data) override
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{
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double sum = 0;
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for (size_t i = 0; i < count_neurons; ++i)
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{
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sum += (*this)[i] * data[i + 1];
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}
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return activation(sum);
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}
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void train(double error, const data_item& data) override
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{
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for (size_t i = 0; i < count_neurons; ++i)
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{
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(*this)[i] += get_rate_train() * error * data[i + 1];
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}
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}
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void print_masses()
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{
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for (size_t i = 0; i < count_neurons; ++i)
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{
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std::cout << (*this)[i] << " ";
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}
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std::cout << "\n";
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}
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};
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constexpr size_t count_train_items = 700;
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std::vector<data_item> train_data;
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int main(int argc, char* argv[])
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{
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TitanicAI ai;
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std::ifstream file("train.txt");
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while (file.eof() == false)
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{
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data_item item{};
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std::string vec;
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file >> vec;
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if (vec.empty() == false)
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item[0] = std::stod(vec);
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file >> vec;
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if (vec.empty() == false)
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item[1] = std::stod(vec);
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file >> vec;
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if (vec.empty() == false)
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item[2] = std::stod(vec);
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file >> vec;
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if (vec.empty() == false)
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item[3] = std::stod(vec);
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file >> vec;
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if (vec.empty() == false)
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item[4] = std::stod(vec);
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file >> vec;
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if (vec.empty() == false)
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item[5] = std::stod(vec);
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if (vec.empty() == false)
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item[6] = std::stod(vec);
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train_data.push_back(item);
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}
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for (size_t i = 0; i < count_train_items; ++i)
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{
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ai.train(train_data[i][0] - ai.call(train_data[i]), train_data[i]);
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}
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size_t score = 0;
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const size_t max_score = train_data.size() - count_train_items;
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constexpr double delta = 0.001;
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for (size_t i = count_train_items + 1; i < train_data.size(); ++i)
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{
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double activate_result = ai.call(train_data[i]);
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bool is_dead = activate_result + delta > 0.5;
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if (is_dead == static_cast<bool>(train_data[i][0]))
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++score;
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}
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std::cout << "Accuracy: " << score << '/' << max_score << " (float: " << (static_cast<double>(score) / static_cast<double>(max_score)) << ")\n";
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std::cout << "Masses: "; ai.print_masses();
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return 0;
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}
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@@ -0,0 +1,7 @@
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<Solution>
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||||
<Configurations>
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<Platform Name="Win32" />
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<Platform Name="x64" />
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</Configurations>
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||||
<Project Path="TitanicAI.vcxproj" />
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</Solution>
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@@ -0,0 +1,165 @@
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<ItemGroup Label="ProjectConfigurations">
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<Configuration>Debug</Configuration>
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</ProjectConfiguration>
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<ProjectConfiguration Include="Release|Win32">
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<Configuration>Release</Configuration>
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<Platform>Win32</Platform>
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<ProjectConfiguration Include="Release|x64">
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<Configuration>Release</Configuration>
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<Platform>x64</Platform>
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</ItemGroup>
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<PropertyGroup Label="Globals">
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<VCProjectVersion>15.0</VCProjectVersion>
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<ProjectGuid>{733EC31E-B31D-4A78-B1E4-EAA7AAA4B909}</ProjectGuid>
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<Keyword>Win32Proj</Keyword>
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<RootNamespace>TitanicAI</RootNamespace>
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<WindowsTargetPlatformVersion>10.0.26100.0</WindowsTargetPlatformVersion>
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||||
BIN
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Reference in New Issue
Block a user