Исправил ошиюку парсинга. Добавил отдельный ассет для тестов. Добавил вывод тестов в файл answer.txt
This commit is contained in:
Jiga228
@@ -1,2 +1,3 @@
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.idea/
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x64/
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answer.txt
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+5
-3
@@ -1,10 +1,12 @@
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# TitanicAI
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Эта неросеть предсказывает смерть пасажиров Титаника с вероятностью 0.76
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Эта неросеть предсказывает смерть пасажиров Титаника с точностью 0.67
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В файле train.txt находится ассет для обучет
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В файле test.txt находится ассет для одемонстрации
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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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Скорость/Точность 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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Задача и ассеты отсюда https://www.kaggle.com/competitions/titanic/
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+33
-35
@@ -16,7 +16,7 @@ protected:
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}
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public:
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TitanicAI() : NeuronsNetworkBase(count_neurons, 0.01)
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TitanicAI() : NeuronsNetworkBase(count_neurons, 0.0000001)
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{}
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double call(const data_item& data) override
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@@ -48,61 +48,59 @@ public:
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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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void test(TitanicAI& ai)
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{
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std::ifstream file("test.txt");
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std::vector<data_item> test_data;
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data_item item;
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while (file >> item[0] >> item[1] >> item[2] >> item[3] >> item[4] >> item[5] >> item[6])
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{
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test_data.push_back(item);
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}
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std::ofstream answer("answer.txt");
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answer << "PassengerId,Survived\n";
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for (auto& i : test_data)
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{
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answer << static_cast<int>(i[0]) << ',' << (ai.call(i) > 0.5) << '\n';
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}
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}
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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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std::vector<data_item> train_data;
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data_item item;
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while (file >> item[0] >> item[1] >> item[2] >> item[3] >> item[4] >> item[5] >> item[6])
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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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file.close();
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for (size_t i = 0; i < count_train_items; ++i)
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for (auto& i : train_data)
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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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ai.train(i[0] - ai.call(i), 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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const size_t max_score = train_data.size();
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for (auto& i : train_data)
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{
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double activate_result = ai.call(train_data[i]);
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constexpr double delta = 0.001;
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double activate_result = ai.call(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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if (is_dead == static_cast<bool>(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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test(ai);
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return 0;
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}
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@@ -0,0 +1,2 @@
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|
||||
1184 3 1 28 0 7.2292 1
|
||||
1185 1 1 53 2 81.8583 2
|
||||
1186 3 1 36 0 9.5 2
|
||||
1187 3 1 26 0 7.8958 2
|
||||
1188 2 0 1 3 41.5792 1
|
||||
1189 3 1 28 2 21.6792 1
|
||||
1190 1 1 30 0 45.5 2
|
||||
1191 3 1 29 0 7.8542 2
|
||||
1192 3 1 32 0 7.775 2
|
||||
1193 2 1 28 0 15.0458 1
|
||||
1194 2 1 43 1 21 2
|
||||
1195 3 1 24 0 8.6625 2
|
||||
1196 3 0 28 0 7.75 3
|
||||
1197 1 0 64 2 26.55 2
|
||||
1198 1 1 30 3 151.55 2
|
||||
1199 3 1 0.83 1 9.35 2
|
||||
1200 1 1 55 2 93.5 2
|
||||
1201 3 0 45 1 14.1083 2
|
||||
1202 3 1 18 0 8.6625 2
|
||||
1203 3 1 22 0 7.225 1
|
||||
1204 3 1 28 0 7.575 2
|
||||
1205 3 0 37 0 7.75 3
|
||||
1206 1 0 55 0 135.6333 1
|
||||
1207 3 0 17 0 7.7333 3
|
||||
1208 1 1 57 1 146.5208 1
|
||||
1209 2 1 19 0 10.5 2
|
||||
1210 3 1 27 0 7.8542 2
|
||||
1211 2 1 22 2 31.5 2
|
||||
1212 3 1 26 0 7.775 2
|
||||
1213 3 1 25 0 7.2292 1
|
||||
1214 2 1 26 0 13 2
|
||||
1215 1 1 33 0 26.55 2
|
||||
1216 1 0 39 0 211.3375 2
|
||||
1217 3 1 23 0 7.05 2
|
||||
1218 2 0 12 3 39 2
|
||||
1219 1 1 46 0 79.2 1
|
||||
1220 2 1 29 1 26 2
|
||||
1221 2 1 21 0 13 2
|
||||
1222 2 0 48 2 36.75 2
|
||||
1223 1 1 39 0 29.7 1
|
||||
1224 3 1 28 0 7.225 1
|
||||
1225 3 0 19 2 15.7417 1
|
||||
1226 3 1 27 0 7.8958 2
|
||||
1227 1 1 30 0 26 2
|
||||
1228 2 1 32 0 13 2
|
||||
1229 3 1 39 2 7.2292 1
|
||||
1230 2 1 25 0 31.5 2
|
||||
1231 3 1 28 0 7.2292 1
|
||||
1232 2 1 18 0 10.5 2
|
||||
1233 3 1 32 0 7.5792 2
|
||||
1234 3 1 28 10 69.55 2
|
||||
1235 1 0 58 1 512.3292 1
|
||||
1236 3 1 28 2 14.5 2
|
||||
1237 3 0 16 0 7.65 2
|
||||
1238 2 1 26 0 13 2
|
||||
1239 3 0 38 0 7.2292 1
|
||||
1240 2 1 24 0 13.5 2
|
||||
1241 2 0 31 0 21 2
|
||||
1242 1 0 45 1 63.3583 1
|
||||
1243 2 1 25 0 10.5 2
|
||||
1244 2 1 18 0 73.5 2
|
||||
1245 2 1 49 3 65 2
|
||||
1246 3 0 0.17 3 20.575 2
|
||||
1247 1 1 50 0 26 2
|
||||
1248 1 0 59 2 51.4792 2
|
||||
1249 3 1 28 0 7.8792 2
|
||||
1250 3 1 28 0 7.75 3
|
||||
1251 3 0 30 1 15.55 2
|
||||
1252 3 1 14.5 10 69.55 2
|
||||
1253 2 0 24 2 37.0042 1
|
||||
1254 2 0 31 0 21 2
|
||||
1255 3 1 27 0 8.6625 2
|
||||
1256 1 0 25 1 55.4417 1
|
||||
1257 3 0 28 10 69.55 2
|
||||
1258 3 1 28 1 14.4583 1
|
||||
1259 3 0 22 0 39.6875 2
|
||||
1260 1 0 45 1 59.4 1
|
||||
1261 2 1 29 0 13.8583 1
|
||||
1262 2 1 21 1 11.5 2
|
||||
1263 1 0 31 0 134.5 1
|
||||
1264 1 1 49 0 0 2
|
||||
1265 2 1 44 0 13 2
|
||||
1266 1 0 54 2 81.8583 2
|
||||
1267 1 0 45 0 262.375 1
|
||||
1268 3 0 22 2 8.6625 2
|
||||
1269 2 1 21 0 11.5 2
|
||||
1270 1 1 55 0 50 2
|
||||
1271 3 1 5 6 31.3875 2
|
||||
1272 3 1 28 0 7.75 3
|
||||
1273 3 1 26 0 7.8792 3
|
||||
1274 3 0 28 0 14.5 2
|
||||
1275 3 0 19 1 16.1 2
|
||||
1276 2 1 28 0 12.875 2
|
||||
1277 2 0 24 3 65 2
|
||||
1278 3 1 24 0 7.775 2
|
||||
1279 2 1 57 0 13 2
|
||||
1280 3 1 21 0 7.75 3
|
||||
1281 3 1 6 4 21.075 2
|
||||
1282 1 1 23 0 93.5 2
|
||||
1283 1 0 51 1 39.4 2
|
||||
1284 3 1 13 2 20.25 2
|
||||
1285 2 1 47 0 10.5 2
|
||||
1286 3 1 29 4 22.025 2
|
||||
1287 1 0 18 1 60 2
|
||||
1288 3 1 24 0 7.25 3
|
||||
1289 1 0 48 2 79.2 1
|
||||
1290 3 1 22 0 7.775 2
|
||||
1291 3 1 31 0 7.7333 3
|
||||
1292 1 0 30 0 164.8667 2
|
||||
1293 2 1 38 1 21 2
|
||||
1294 1 0 22 1 59.4 1
|
||||
1295 1 1 17 0 47.1 2
|
||||
1296 1 1 43 1 27.7208 1
|
||||
1297 2 1 20 0 13.8625 1
|
||||
1298 2 1 23 1 10.5 2
|
||||
1299 1 1 50 2 211.5 1
|
||||
1300 3 0 28 0 7.7208 3
|
||||
1301 3 0 3 2 13.775 2
|
||||
1302 3 0 28 0 7.75 3
|
||||
1303 1 0 37 1 90 3
|
||||
1304 3 0 28 0 7.775 2
|
||||
1305 3 1 28 0 8.05 2
|
||||
1306 1 0 39 0 108.9 1
|
||||
1307 3 1 38.5 0 7.25 2
|
||||
1308 3 1 28 0 8.05 2
|
||||
1309 3 1 28 2 22.3583 1
|
||||
Reference in New Issue
Block a user