diff --git a/name.txt b/name.txt new file mode 100644 index 0000000000000000000000000000000000000000..ec41c4734deb5fe9b0b1810fef2483ba68aef17d --- /dev/null +++ b/name.txt @@ -0,0 +1,2 @@ +曾涵 +2022260184 \ No newline at end of file diff --git a/report_00_Self_Research/code.ipynb b/report_00_Self_Research/code.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..5aa65fbcba072aa3091be2a1d8943042182929ca --- /dev/null +++ b/report_00_Self_Research/code.ipynb @@ -0,0 +1,633 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "# pytorch模块\n", + "import torch\n", + "\n", + "# ExampleSet算例模块\n", + "from ExampleSet import Example\n", + "\n", + "# Mydata数据处理模块\n", + "from DataManage import Mydata\n", + "\n", + "# DataProcessing数据预处理模块(归一化)\n", + "from DataProcessing import MyDataProcessing\n", + "\n", + "# pytorch中用于处理数据的模块(构建数据加载DataLoader)\n", + "from torch.utils.data import DataLoader\n", + "\n", + "# NN_FC全连接神经网络模块\n", + "from FCNN import NN_FC\n", + "\n", + "# pytorch中用于激活函数、损失函数的模块\n", + "import torch.nn as nn\n", + "\n", + "# pytorch中用于优化的模块\n", + "import torch.optim as optim\n", + "\n", + "# pytorch中用于梯度的模块\n", + "from torch.autograd import Variable\n", + "\n", + "# sklearn中用于误差分析的模块\n", + "from sklearn import metrics\n", + "\n", + "# itertools中用于zip的模块\n", + "from itertools import zip_longest\n", + "\n", + "# os中用于系统操作的模块\n", + "import os\n", + "\n", + "# time中用于计算程序运行时间的模块\n", + "import time\n", + "\n", + "# 记录程序开始运行时间\n", + "time_start = time.time()\n", + "\n", + "# 定义建模的相关参数\n", + "batch_size = 16\n", + "epoch_number = 1501\n", + "lr = 0.015\n", + "\n", + "########################################################################################################################\n", + "# 本程序含有的算例:\n", + "# 数值算例:①Numerical_example_1D_FORRESTER ②Numerical_example_2D_RASTRIGIN\n", + "# 气动算例:①Aerodynamic_example_2D_NPU_Hyper_04 ②Aerodynamic_example_3D_FDL_5A\n", + "########################################################################################################################\n", + "\n", + "# 选取算例\n", + "example_name = 'Numerical_example_1D_FORRESTER'\n", + "\n", + "# 读取训练数据、验证数据、测试数据、程序运行时间的相关路径\n", + "example_path = Example(example_name)\n", + "example_path.select_example()\n", + "\n", + "train_feature_path = example_path.train_feature_path\n", + "train_label_path = example_path.train_label_path\n", + "train_error_curve_path = example_path.train_error_curve_path\n", + "\n", + "validate_feature_path = example_path.validate_feature_path\n", + "validate_label_path = example_path.validate_label_path\n", + "validate_error_curve_path = example_path.validate_error_curve_path\n", + "\n", + "test_feature_path = example_path.test_feature_path\n", + "test_label_path = example_path.test_label_path\n", + "test_pred_path = example_path.test_pred_path\n", + "test_pred_error_path = example_path.test_pred_error_path\n", + "\n", + "running_time_path = example_path.running_time_path\n", + "\n", + "# 对训练数据、验证数据、测试数据进行归一化处理\n", + "mydata_processing = MyDataProcessing()\n", + "train_feature, train_label = mydata_processing.Normalization(train_feature_path, train_label_path)\n", + "validate_feature, validate_label = mydata_processing.Normalization(validate_feature_path, validate_label_path)\n", + "test_feature, test_label = mydata_processing.Normalization(test_feature_path, test_label_path)\n", + "\n", + "# 读取训练数据、验证数据、测试数据(用于DataLoader)\n", + "train_dataset = Mydata(train_feature, train_label)\n", + "validate_dataset = Mydata(validate_feature, validate_label)\n", + "test_dataset = Mydata(test_feature, test_label)\n", + "\n", + "# 用于查看训练数据读取是否正确\n", + "# print(train_dataset[0],len(train_dataset.count))\n", + "# 用于查看验证数据读取是否正确\n", + "# print(validate_dataset[0],len(validate_dataset.count))\n", + "# 用于查看验证数据读取是否正确\n", + "# print(test_dataset[0],len(test_dataset.count))\n", + "\n", + "# 加载训练数据、验证数据、测试数据(用于神经网络训练、验证、测试)\n", + "train_loader = torch.utils.data.DataLoader(dataset=train_dataset,batch_size=batch_size,shuffle=True,drop_last=False)\n", + "validate_loader = torch.utils.data.DataLoader(dataset=validate_dataset,batch_size=len(validate_dataset),shuffle=False)\n", + "test_loader = torch.utils.data.DataLoader(dataset=test_dataset,batch_size=len(test_dataset),shuffle=False)\n", + "\n", + "# 生成全连接神经网络\n", + "myNN_FC = NN_FC()\n", + "\n", + "# 定义损失函数\n", + "myMSELoss = nn.MSELoss()\n", + "\n", + "# 定义优化器\n", + "myoptimzer = optim.Adam(myNN_FC.parameters(),lr)\n", + "\n", + "# 定义训练模型函数\n", + "def train(epoch, train_error_curve_path):\n", + " myNN_FC.train()\n", + "\n", + " # 创建train_epoch_batch_size_error空列表用于储存当前epoch中每个batch_size的误差\n", + " train_epoch_batch_size_error = []\n", + "\n", + " # 对每个mini-batch进行训练\n", + " for batch_idx, (data, target) in enumerate(train_loader):\n", + "\n", + " # 将读取的字符串转化为数值(在后续过程中,与此一致的代码作用一致,不再赘述)\n", + " # eg : Numerical_example_2D_RASTRIGIN / batch_size = 2\n", + " # data = ('[-3.04788 -0.26772]', '[2.29305 2.41067]')\n", + " for data_idx, i in enumerate(data):\n", + "\n", + " # 将字符串i左右的空格以及换行符删除,并以空格分开其中的多个字符串(此处的多个字符串实际上是数据),返回一个含有多个字符串的列表\n", + " # eg : i = ['-3.04788','-0.26772']\n", + " i = i.strip('[').strip(']').split()\n", + "\n", + " # 将分开的多个字符串转化成浮点型的数值,并组成列表\n", + " # eg : i = [-3.04788,-0.26772]\n", + " i = list(map(float, i))\n", + "\n", + " # 由于data数据类型是元组,不可更改其中的数值,所以将data数据类型转换成可更改的列表\n", + " # eg : data = [' -3.04788 -0.26772 \\n', ' 2.29305 2.41067 \\n']\n", + " data = list(data)\n", + "\n", + " # 用含有数值的列表覆盖掉其相应位置的字符串\n", + " # eg : data = [[-3.04788,-0.26772], ' 2.29305 2.41067 \\n']\n", + " data[data_idx] = i\n", + "\n", + " #恢复元组类型\n", + " # eg : data = ([-3.04788,-0.26772], ' 2.29305 2.41067 \\n')\n", + " data = tuple(data)\n", + "\n", + " for target_idx, i in enumerate(target):\n", + " i = i.strip('[').strip(']').split()\n", + " i = list(map(float, i))\n", + " target = list(target)\n", + " target[target_idx] = i\n", + " target = tuple(target)\n", + "\n", + " # 开始导入数值数据进行训练\n", + " data, target = Variable(torch.as_tensor(data)), Variable(torch.as_tensor(target))\n", + " myoptimzer.zero_grad()\n", + " output = myNN_FC(data)\n", + " dim1 = output.shape[0]\n", + " dim2 = output.shape[1]\n", + " train_loss = myMSELoss(output, target.view(dim1,dim2))\n", + " train_loss.backward()\n", + " myoptimzer.step()\n", + " print(' Train epoch:%5d [%5d/%5d (%3.0f %%)] Train loss: %.5f' %\n", + " (epoch, (batch_idx+1)*batch_size,len(train_dataset), 100.*(batch_idx+1)*batch_size/len(train_dataset),\n", + " train_loss.item()))\n", + "\n", + " # 读取当前epoch中每个batch_size的误差\n", + " train_epoch_batch_size_error.append(train_loss)\n", + "\n", + " # 将train_epoch_batch_size_error中最小误差储存到train_error_curve.dat文件中(前提是每次epoch的误差比上次epoch的误差小)\n", + " with open(train_error_curve_path, mode='a+') as file_train_error_curve:\n", + " if os.path.getsize(train_error_curve_path) == 0:\n", + "\n", + " # 第1个epoch时,创建完文件后,因为文件内无内容,所以无需比较,即可将train_epoch_batch_size_error中最小误差加入\n", + " file_train_error_curve.write(format(epoch, '.10f') + '\\t' + format(min(train_epoch_batch_size_error), '.10f'))\n", + "\n", + " else:\n", + "\n", + " # 第1个epoch后,读取train_error_curve.dat文件中的数据\n", + " with open(train_error_curve_path, mode='r+') as file_train_error_curve1:\n", + "\n", + " # 将train_error_curve.dat文件中的内容转换成列表\n", + " train_error_curve_lst = file_train_error_curve1.readlines()\n", + "\n", + " # 获取train_error_curve_lst列表中(上次epoch的误差)\n", + " min_error_curve = train_error_curve_lst[-1]\n", + "\n", + " # 将epoch和error分隔开\n", + " min_error_curve = min_error_curve.split('\\t')\n", + "\n", + " # 将str数据类型转换为float数据类型并生成min_error_curve列表\n", + " min_error_curve = list(map(float, min_error_curve))\n", + "\n", + " # 判断本次epoch误差是否小于上一次epoch的误差,小于则以本次epoch的误差进行更新,大于则以上次epoch的误差进行更新\n", + " if min(train_epoch_batch_size_error) > min_error_curve[-1]:\n", + "\n", + " # train_error_curve_lst = file_train_error_curve1.readlines()读取到最后一行的末尾,需要转行\n", + " file_train_error_curve.write('\\n')\n", + " file_train_error_curve.write(format(min_error_curve[0] + 1, '.10f') + '\\t' + format(min_error_curve[-1], '.10f'))\n", + "\n", + " else:\n", + "\n", + " # train_error_curve_lst = file_train_error_curve1.readlines()读取到最后一行的末尾,需要转行\n", + " file_train_error_curve.write('\\n')\n", + " file_train_error_curve.write(format(epoch, '.10f') + '\\t' + format(min(train_epoch_batch_size_error), '.10f'))\n", + "\n", + "# 定义验证模型函数\n", + "def validate(epoch,validate_error_curve_path):\n", + " myNN_FC.eval()\n", + "\n", + " # 创建validate_epoch_batch_size_error空列表用于储存当前epoch中每个batch_size的误差\n", + " validate_epoch_batch_size_error = []\n", + "\n", + " # 对每个mini-batch进行验证\n", + " for data, target in validate_loader:\n", + "\n", + " # 将读取的str数据类型转换为float数据类型\n", + " for data_idx, i in enumerate(data):\n", + " i = i.strip('[').strip(']').split()\n", + " i = list(map(float, i))\n", + " data = list(data)\n", + " data[data_idx] = i\n", + " data = tuple(data)\n", + " for target_idx, i in enumerate(target):\n", + " i = i.strip('[').strip(']').split()\n", + " i = list(map(float, i))\n", + " target = list(target)\n", + " target[target_idx] = i\n", + " target = tuple(target)\n", + "\n", + " # 开始导入数值数据进行验证\n", + " data, target = Variable(torch.as_tensor(data)), Variable(torch.as_tensor(target))\n", + " output = myNN_FC(data)\n", + " dim1 = output.shape[0]\n", + " dim2 = output.shape[1]\n", + " validate_loss = myMSELoss(output, target.view(dim1,dim2))\n", + " print('Validate epoch:%5d\\t\\t\\t\\t\\t Validate loss: %.5f' % (epoch, validate_loss))\n", + "\n", + " # 读取当前epoch中每个batch_size的误差\n", + " validate_epoch_batch_size_error.append(validate_loss)\n", + "\n", + " # 将validate_epoch_batch_size_error中最小误差储存到validate_error_curve.dat文件中(前提是每次epoch的误差比上次epoch的误差小)\n", + " with open(validate_error_curve_path, mode='a+') as file_validate_error_curve:\n", + " if os.path.getsize(validate_error_curve_path) == 0:\n", + "\n", + " # 第1个epoch时,创建完文件后,因为文件内无内容,所以无需比较,即可将validate_epoch_batch_size_error中最小误差加入\n", + " file_validate_error_curve.write(format(epoch, '.10f') + '\\t' + format(min(validate_epoch_batch_size_error), '.10f'))\n", + "\n", + " else:\n", + "\n", + " # 第1个epoch后,读取validate_error_curve.dat文件中的数据\n", + " with open(validate_error_curve_path, mode='r+') as file_validate_error_curve1:\n", + " validate_error_curve_lst = file_validate_error_curve1.readlines()\n", + " min_error_curve = validate_error_curve_lst[-1]\n", + " min_error_curve = min_error_curve.split('\\t')\n", + " min_error_curve = list(map(float, min_error_curve))\n", + "\n", + " # 判断本次epoch误差是否小于上一次epoch的误差,小于则以本次epoch的误差进行更新,大于则以上次epoch的误差进行更新\n", + " if min(validate_epoch_batch_size_error) > min_error_curve[-1]:\n", + " file_validate_error_curve.write('\\n')\n", + " file_validate_error_curve.write(format(min_error_curve[0] + 1, '.10f') + '\\t' + format(min_error_curve[-1], '.10f'))\n", + " else:\n", + " file_validate_error_curve.write('\\n')\n", + " file_validate_error_curve.write(format(epoch, '.10f') + '\\t' + format(min(validate_epoch_batch_size_error), '.10f'))\n", + "\n", + "# 定义测试模型函数\n", + "def test(test_pred_path, test_pred_error_path, test_feature_path, test_label_path):\n", + "\n", + " # 创建y_true和y_pred空列表用于储存test_dataset真实值y_true和预测值y_pred\n", + " y_true = []\n", + " y_pred = []\n", + "\n", + " # 创建y_x空列表用于储存test_dataset特征y_x\n", + " y_x = []\n", + "\n", + " # 对每个mini-batch进行测试\n", + " for data, target in test_loader:\n", + "\n", + " # 将读取的str数据类型转换为float数据类型\n", + " for data_idx, i in enumerate(data):\n", + " i = i.strip('[').strip(']').split()\n", + " i = list(map(float, i))\n", + " data = list(data)\n", + " data[data_idx] = i\n", + " data = tuple(data)\n", + " for target_idx, i in enumerate(target):\n", + " i = i.strip('[').strip(']').split()\n", + " i = list(map(float, i))\n", + " target = list(target)\n", + " target[target_idx] = i\n", + " target = tuple(target)\n", + "\n", + " # 开始导入数值数据进行测试\n", + " data, target = Variable(torch.as_tensor(data)), Variable(torch.as_tensor(target))\n", + " output = myNN_FC(data)\n", + "\n", + " # 储存test_dataset真实值y_true和预测值y_pred用于计算整个test_dataset的误差。另外,Variable转化为list,防止计算过载\n", + " # eg : Numerical_example_2D_RASTRIGIN / batch_size = 2\n", + " # target.tolist = [[100.5, 0.0], [87.70015716552734, 0.0]]\n", + " for y_true_element in target.tolist():\n", + " y_true.append(y_true_element)\n", + " for y_pred_element in output.tolist():\n", + " y_pred.append(y_pred_element)\n", + "\n", + " # 储存test_dataset特征y_x\n", + " for y_x_element in data.tolist():\n", + " y_x.append(y_x_element)\n", + "\n", + " # 输出整个test_dataset的误差\n", + " explained_variance = metrics.explained_variance_score(y_true, y_pred)\n", + " MAE = metrics.mean_absolute_error(y_true, y_pred)\n", + " MSE = metrics.mean_squared_error(y_true, y_pred)\n", + " R_square = metrics.r2_score(y_true, y_pred)\n", + " print('Test epoch:%5d [explained_variance: %.5f]'\n", + " '\\n\\t\\t\\t\\t [MAE\\t\\t\\t\\t : %.5f]'\n", + " '\\n\\t\\t\\t\\t [MSE\\t\\t\\t\\t : %.5f]'\n", + " '\\n\\t\\t\\t\\t [R_square\\t\\t\\t : %.5f]' %\n", + " (epoch, explained_variance, MAE, MSE, R_square))\n", + "\n", + " # 将test_dataset的特征和预测值写入到一个文件中\n", + "\n", + " # 数据格式转换\n", + " x = []\n", + " y = []\n", + "\n", + " # 将特征y_x和预测值y_perd整合,输出至一个文件中\n", + " # eg : Numerical_example_2D_RASTRIGIN / batch_size = 2\n", + " # i = ([-5.5, -5.5], [61.980873107910156, 0.017349302768707275])\n", + " for i in zip_longest(y_x, y_pred):\n", + "\n", + " lst1 = []\n", + " lst2 = []\n", + "\n", + " # 将列表i中的子列表拼接成一个列表返回\n", + " # eg : lst2 = [-5.5, -5.5, 61.980873107910156, 0.017349302768707275]\n", + " for lst1 in i:\n", + " lst2 = lst2 + lst1\n", + "\n", + " # 将列表lst2中数字小数点后的有效位数改为5位\n", + " # eg : y = ([-5.50000, -5.50000, 61.98087, 0.01735])\n", + " for j in lst2:\n", + " j = float('%.5f' % j)\n", + " y.append(j)\n", + " x.append(y)\n", + " y = []\n", + "\n", + " # 逆归一化\n", + " x = mydata_processing.Antinormalization(test_feature_path ,test_label_path, x)\n", + "\n", + " # 写入预测文件\n", + " with open(test_pred_path, mode='w') as file_test_pred:\n", + " for pred in x:\n", + " for i in pred:\n", + " file_test_pred.write(' ' + format(i, '.5f') + '\\t')\n", + " file_test_pred.write('\\n')\n", + "\n", + " # 写入误差文件\n", + " with open(test_pred_error_path, mode='w') as file_test_pred_error:\n", + " file_test_pred_error.write('explained_variance:' + str('%s' % explained_variance) + '\\n')\n", + " file_test_pred_error.write('MAE:' + str('%s' % MAE) + '\\n')\n", + " file_test_pred_error.write('MSE:' + str('%s' % MSE) + '\\n')\n", + " file_test_pred_error.write('R_square:' + str('%s' % R_square) + '\\n')\n", + "\n", + "print('Start training')\n", + "for epoch in range(1, epoch_number):\n", + " train(epoch, train_error_curve_path)\n", + " validate(epoch, validate_error_curve_path)\n", + "test(test_pred_path, test_pred_error_path, test_feature_path, test_label_path)\n", + "print('Model establishment completed')\n", + "\n", + "# 记录程序结束运行时间\n", + "time_end = time.time()\n", + "\n", + "# 计算程序运行时间\n", + "time_sum = time_end - time_start\n", + "with open(running_time_path, mode='w') as file_time:\n", + " file_time.write('Running time:' + format(time_sum, '.5f') + 's')\n", + "print('Running time:%.5f' % time_sum)\n", + "\n", + "# pytorch中用于处理数据的模块(构建数据集Dataset)\n", + "from torch.utils.data import Dataset\n", + "\n", + "# 读取训练数据、验证数据、测试数据\n", + "class Mydata(Dataset):\n", + "\n", + " def __init__(self, feature, label):\n", + " self.feature = feature\n", + " self.label = label\n", + "\n", + " def __getitem__(self, item):\n", + " feature = str(self.feature[item])\n", + " label = str(self.label[item])\n", + " return feature, label\n", + "\n", + " def __len__(self):\n", + " return len(self.feature)\n", + "\n", + "# sklearn中用于归一化的模块\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "\n", + "# numpy中用于处理数据的模块\n", + "import numpy as np\n", + "\n", + "\n", + "# 对训练数据、验证数据、测试数据进行数据处理\n", + "class MyDataProcessing():\n", + "\n", + " def __init__(self):\n", + " super(MyDataProcessing, self).__init__()\n", + "\n", + " # 归一化处理\n", + " def Normalization(self, feature_path, label_path):\n", + "\n", + " # 读取特征和标签文件\n", + " feature = np.loadtxt(feature_path)\n", + " label = np.loadtxt(label_path)\n", + "\n", + " # 确定归一化后的范围为[-1,1]\n", + " normalize = MinMaxScaler(feature_range=(-1,1))\n", + "\n", + " # 判断feature的维度,若为1,则需要进行reshape处理\n", + " feature_dim = feature.ndim\n", + " if feature_dim == 1:\n", + " feature = normalize.fit_transform(feature.reshape(-1, 1))\n", + " else:\n", + " feature = normalize.fit_transform(feature)\n", + "\n", + " # 判断label的维度,若为1,则需要进行reshape处理\n", + " label_dim = label.ndim\n", + " if label_dim == 1:\n", + " label = normalize.fit_transform(label.reshape(-1, 1))\n", + " else:\n", + " label = normalize.fit_transform(label)\n", + "\n", + " return feature, label\n", + "\n", + " # 逆归一化处理\n", + " def Antinormalization(self, test_feature_path, test_label_path, test_pred):\n", + "\n", + " # 必须先进行fit_transform,才能使用inverse_transform\n", + " feature = np.loadtxt(test_feature_path)\n", + " label = np.loadtxt(test_label_path)\n", + " test = np.column_stack((feature, label))\n", + " normalize = MinMaxScaler(feature_range=(-1, 1))\n", + " test = normalize.fit_transform(test)\n", + "\n", + " # 逆归一化\n", + " test_pred = np.array(test_pred)\n", + " test_pred = normalize.inverse_transform(test_pred)\n", + " test_pred = test_pred.tolist()\n", + "\n", + " return test_pred\n", + "\n", + "# 算例模块\n", + "class Example():\n", + "\n", + " def __init__(self,example_name):\n", + " super(Example, self).__init__()\n", + " self.example_name = example_name\n", + "\n", + " # 训练数据路径\n", + " self.train_feature_path = ''\n", + " self.train_label_path = ''\n", + " self.train_error_curve_path = ''\n", + "\n", + " # 验证数据路径\n", + " self.validate_feature_path = ''\n", + " self.validate_label_path = ''\n", + " self.validate_error_curve_path = ''\n", + "\n", + " # 测试数据路径\n", + " self.test_feature_path = ''\n", + " self.test_label_path = ''\n", + " self.test_pred_path = ''\n", + " self.test_pred_error_path = ''\n", + "\n", + " # 程序运行时间路径\n", + " self.running_time_path = ''\n", + "\n", + " def select_example(self):\n", + "########################################################################################################################\n", + "\n", + " # 数值算例:1D算例——1D_FORRESTER\n", + " if self.example_name == 'Numerical_example_1D_FORRESTER':\n", + "\n", + " # 训练数据路径\n", + " self.train_feature_path = r\"Numerical_example\\1D_FORRESTER\\train\\1D_FORRESTER_train_feature.dat\"\n", + " self.train_label_path = r\"Numerical_example\\1D_FORRESTER\\train\\1D_FORRESTER_train_label.dat\"\n", + " self.train_error_curve_path = r\"Numerical_example\\1D_FORRESTER\\train\\1D_FORRESTER_train_error_curve.dat\"\n", + "\n", + " # 验证数据路径\n", + " self.validate_feature_path = r\"Numerical_example\\1D_FORRESTER\\validate\\1D_FORRESTER_validate_feature.dat\"\n", + " self.validate_label_path = r\"Numerical_example\\1D_FORRESTER\\validate\\1D_FORRESTER_validate_label.dat\"\n", + " self.validate_error_curve_path = r\"Numerical_example\\1D_FORRESTER\\validate\\1D_FORRESTER_validate_error_curve.dat\"\n", + "\n", + " # 测试数据路径\n", + " self.test_feature_path = r\"Numerical_example\\1D_FORRESTER\\test\\1D_FORRESTER_test_feature.dat\"\n", + " self.test_label_path = r\"Numerical_example\\1D_FORRESTER\\test\\1D_FORRESTER_test_label.dat\"\n", + " self.test_pred_path = r\"Numerical_example\\1D_FORRESTER\\test\\1D_FORRESTER_test_pred.dat\"\n", + " self.test_pred_error_path = r\"Numerical_example\\1D_FORRESTER\\test\\1D_FORRESTER_test_pred_error.dat\"\n", + "\n", + " # 程序运行时间路径\n", + " self.running_time_path = r\"Numerical_example\\1D_FORRESTER\\1D_FORRESTER_running_time.dat\"\n", + "\n", + "########################################################################################################################\n", + "\n", + " # 数值算例:2D算例——2D_RASTRIGIN\n", + " if self.example_name == 'Numerical_example_2D_RASTRIGIN':\n", + "\n", + " # 训练数据路径\n", + " self.train_feature_path = r\"Numerical_example\\2D_RASTRIGIN\\train\\2D_RASTRIGIN_train_feature.dat\"\n", + " self.train_label_path = r\"Numerical_example\\2D_RASTRIGIN\\train\\2D_RASTRIGIN_train_label.dat\"\n", + " self.train_error_curve_path = r\"Numerical_example\\2D_RASTRIGIN\\train\\2D_RASTRIGIN_train_error_curve.dat\"\n", + "\n", + " # 验证数据路径\n", + " self.validate_feature_path = r\"Numerical_example\\2D_RASTRIGIN\\validate\\2D_RASTRIGIN_validate_feature.dat\"\n", + " self.validate_label_path = r\"Numerical_example\\2D_RASTRIGIN\\validate\\2D_RASTRIGIN_validate_label.dat\"\n", + " self.validate_error_curve_path = r\"Numerical_example\\2D_RASTRIGIN\\validate\\2D_RASTRIGIN_validate_error_curve.dat\"\n", + "\n", + " # 测试数据路径\n", + " self.test_feature_path = r\"Numerical_example\\2D_RASTRIGIN\\test\\2D_RASTRIGIN_test_feature.dat\"\n", + " self.test_label_path = r\"Numerical_example\\2D_RASTRIGIN\\test\\2D_RASTRIGIN_test_label.dat\"\n", + " self.test_pred_path = r\"Numerical_example\\2D_RASTRIGIN\\test\\2D_RASTRIGIN_test_pred.dat\"\n", + " self.test_pred_error_path = r\"Numerical_example\\2D_RASTRIGIN\\test\\2D_RASTRIGIN_test_pred_error.dat\"\n", + "\n", + " # 程序运行时间路径\n", + " self.running_time_path = r\"Numerical_example\\2D_RASTRIGIN\\2D_RASTRIGIN_running_time.dat\"\n", + "\n", + "########################################################################################################################\n", + "\n", + " # 气动算例:2D算例——2D_NPU_Hyper_04\n", + " if self.example_name == 'Aerodynamic_example_2D_NPU_Hyper_04':\n", + "\n", + " # 训练数据路径\n", + " self.train_feature_path = r\"Aerodynamic_example\\2D_NPU_Hyper_04\\train\\2D_NPU_Hyper_04_train_feature.dat\"\n", + " self.train_label_path = r\"Aerodynamic_example\\2D_NPU_Hyper_04\\train\\2D_NPU_Hyper_04_train_label.dat\"\n", + " self.train_error_curve_path = r\"Aerodynamic_example\\2D_NPU_Hyper_04\\train\\2D_NPU_Hyper_04_train_error_curve.dat\"\n", + "\n", + " # 验证数据路径\n", + " self.validate_feature_path = r\"Aerodynamic_example\\2D_NPU_Hyper_04\\validate\\2D_NPU_Hyper_04_validate_feature.dat\"\n", + " self.validate_label_path = r\"Aerodynamic_example\\2D_NPU_Hyper_04\\validate\\2D_NPU_Hyper_04_validate_label.dat\"\n", + " self.validate_error_curve_path = r\"Aerodynamic_example\\2D_NPU_Hyper_04\\validate\\2D_NPU_Hyper_04_validate_error_curve.dat\"\n", + "\n", + " # 测试数据路径\n", + " self.test_feature_path = r\"Aerodynamic_example\\2D_NPU_Hyper_04\\test\\2D_NPU_Hyper_04_test_feature.dat\"\n", + " self.test_label_path = r\"Aerodynamic_example\\2D_NPU_Hyper_04\\test\\2D_NPU_Hyper_04_test_label.dat\"\n", + " self.test_pred_path = r\"Aerodynamic_example\\2D_NPU_Hyper_04\\test\\2D_NPU_Hyper_04_test_pred.dat\"\n", + " self.test_pred_error_path = r\"Aerodynamic_example\\2D_NPU_Hyper_04\\test\\2D_NPU_Hyper_04_test_pred_error.dat\"\n", + "\n", + " # 程序运行时间路径\n", + " self.running_time_path = r\"Aerodynamic_example\\2D_NPU_Hyper_04\\2D_NPU_Hyper_04_running_time.dat\"\n", + "\n", + "########################################################################################################################\n", + "\n", + " # 气动算例:3D算例——3D_FDL_5A\n", + " if self.example_name == 'Aerodynamic_example_3D_FDL_5A':\n", + "\n", + " # 训练数据路径\n", + " self.train_feature_path = r\"Aerodynamic_example\\3D_FDL_5A\\train\\3D_FDL_5A_train_feature.dat\"\n", + " self.train_label_path = r\"Aerodynamic_example\\3D_FDL_5A\\train\\3D_FDL_5A_train_label.dat\"\n", + " self.train_error_curve_path = r\"Aerodynamic_example\\3D_FDL_5A\\train\\3D_FDL_5A_train_error_curve.dat\"\n", + "\n", + " # 验证数据路径\n", + " self.validate_feature_path = r\"Aerodynamic_example\\3D_FDL_5A\\validate\\3D_FDL_5A_validate_feature.dat\"\n", + " self.validate_label_path = r\"Aerodynamic_example\\3D_FDL_5A\\validate\\3D_FDL_5A_validate_label.dat\"\n", + " self.validate_error_curve_path = r\"Aerodynamic_example\\3D_FDL_5A\\validate\\3D_FDL_5A_validate_error_curve.dat\"\n", + "\n", + " # 测试数据路径\n", + " self.test_feature_path = r\"Aerodynamic_example\\3D_FDL_5A\\test\\3D_FDL_5A_test_feature.dat\"\n", + " self.test_label_path = r\"Aerodynamic_example\\3D_FDL_5A\\test\\3D_FDL_5A_test_label.dat\"\n", + " self.test_pred_path = r\"Aerodynamic_example\\3D_FDL_5A\\test\\3D_FDL_5A_test_pred.dat\"\n", + " self.test_pred_error_path = r\"Aerodynamic_example\\3D_FDL_5A\\test\\3D_FDL_5A_test_pred_error.dat\"\n", + "\n", + " # 程序运行时间路径\n", + " self.running_time_path = r\"Aerodynamic_example\\3D_FDL_5A\\3D_FDL_5A_running_time.dat\"\n", + "\n", + "########################################################################################################################\n", + "# pytorch中用于神经网络的模块\n", + "import torch.nn as nn\n", + "\n", + "# pytorch中用于向前传播的激活函数、损失函数的模块\n", + "import torch.nn.functional as F\n", + "\n", + "# 定义全连接神经网络\n", + "class NN_FC(nn.Module):\n", + "\n", + " def __init__(self):\n", + " super(NN_FC, self).__init__()\n", + " self.layer1 = nn.Linear(1, 16,bias=True)\n", + " self.layer2 = nn.Linear(16, 16,bias=True)\n", + " self.layer3 = nn.Linear(16, 1,bias=True)\n", + "\n", + " def forward(self, x):\n", + " x = x.view(-1, 1)\n", + " x = F.tanh(self.layer1(x))\n", + " x = F.tanh(self.layer2(x))\n", + " x = self.layer3(x)\n", + " return x" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.5.2" + }, + "main_language": "python" + }, + "nbformat": 4, + "nbformat_minor": 2 +} \ No newline at end of file diff --git a/report_00_Self_Research/program.zip b/report_00_Self_Research/program.zip new file mode 100644 index 0000000000000000000000000000000000000000..a4c09f184adf65f1562173114c3e8f4b5796427e Binary files /dev/null and b/report_00_Self_Research/program.zip differ diff --git "a/report_00_Self_Research/references/[1]\346\234\272\345\231\250\345\255\246\344\271\240\346\226\271\346\263\225\345\234\250\346\260\224\345\212\250\347\211\271\346\200\247\345\273\272\346\250\241\344\270\255\347\232\204\345\272\224\347\224\250_\344\275\225\347\243\212.pdf" "b/report_00_Self_Research/references/[1]\346\234\272\345\231\250\345\255\246\344\271\240\346\226\271\346\263\225\345\234\250\346\260\224\345\212\250\347\211\271\346\200\247\345\273\272\346\250\241\344\270\255\347\232\204\345\272\224\347\224\250_\344\275\225\347\243\212.pdf" new file mode 100644 index 0000000000000000000000000000000000000000..c7108d481a58132a82c2124a6ccc45995fb11a5b Binary files /dev/null and "b/report_00_Self_Research/references/[1]\346\234\272\345\231\250\345\255\246\344\271\240\346\226\271\346\263\225\345\234\250\346\260\224\345\212\250\347\211\271\346\200\247\345\273\272\346\250\241\344\270\255\347\232\204\345\272\224\347\224\250_\344\275\225\347\243\212.pdf" differ diff --git a/report_00_Self_Research/references/[2]Aerodynamic data modeling using support vector machines.pdf b/report_00_Self_Research/references/[2]Aerodynamic data modeling using support vector machines.pdf new file mode 100644 index 0000000000000000000000000000000000000000..19fcfd6248833bec2e1f76a8b6ef19b8f763fc8a Binary files /dev/null and b/report_00_Self_Research/references/[2]Aerodynamic data modeling using support vector machines.pdf differ diff --git a/report_00_Self_Research/references/[3]Jet Engine Performance Estimation Using Intelligent System Technologies.pdf b/report_00_Self_Research/references/[3]Jet Engine Performance Estimation Using Intelligent System Technologies.pdf new file mode 100644 index 0000000000000000000000000000000000000000..3f0a1370569ca05518a39b0a9e02788ebdfb297f Binary files /dev/null and b/report_00_Self_Research/references/[3]Jet Engine Performance Estimation Using Intelligent System Technologies.pdf differ diff --git a/report_00_Self_Research/references/[4]Shape Optimization of Supersonic Turbines UsingResponse Surface and Neural Network Methods.pdf b/report_00_Self_Research/references/[4]Shape Optimization of Supersonic Turbines UsingResponse Surface and Neural Network Methods.pdf new file mode 100644 index 0000000000000000000000000000000000000000..ff3839bb7c6ca7610d6f79ebd1a14e5238d5aacc --- /dev/null +++ b/report_00_Self_Research/references/[4]Shape Optimization of Supersonic Turbines UsingResponse Surface and Neural Network Methods.pdf @@ -0,0 +1,9386 @@ +%PDF-1.3 +% + +1 0 obj +<< +/Author (N. 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0000000000000000000000000000000000000000..4bdb9cc56ae936408bbeff40a69e0e70687c3ef3 Binary files /dev/null and b/report_01_Price_Prediction/program_data_processing.zip differ diff --git a/report_01_Price_Prediction/program_data_processing_code.ipynb b/report_01_Price_Prediction/program_data_processing_code.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..768d19b01b0c8134a84be8c7588d4c72e0804889 --- /dev/null +++ b/report_01_Price_Prediction/program_data_processing_code.ipynb @@ -0,0 +1,75 @@ +{ + "cells": [], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.5.2" + }, + "main_language": "python", + "pycharm": { + "stem_cell": { + "cell_type": "raw", + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "from sklearn.preprocessing import LabelEncoder\n", + "\n", + "data_train = pd.read_csv(r'unprocessed_data\\train_data.csv')\n", + "data_test = pd.read_csv(r'unprocessed_data\\test_data.csv')\n", + "\n", + "numeric = [f for f in data_train.drop(['Price'], axis= 1).columns if data_train.drop(['Price'], axis= 1).dtypes[f]!='object']\n", + "category = [f for f in data_train.drop(['Price'], axis= 1).columns if data_train.drop(['Price'], axis= 1).dtypes[f]=='object']\n", + "\n", + "missing = data_train.isnull().sum()\n", + "missing.sort_values(inplace=True, ascending=False)\n", + "missing = missing[missing>0]\n", + "\n", + "types = data_train[missing.index].dtypes\n", + "percent = missing/data_train.shape[0]\n", + "missing_data = pd.concat([missing,percent,types], axis=1,keys=['Total','Percent','Types'])\n", + "\n", + "data_train['Elevator'].fillna(data_train['Elevator'].mode()[0],inplace=True)\n", + "data_test['Elevator'].fillna(data_test['Elevator'].mode()[0],inplace=True)\n", + "data_train = data_train[np.abs(data_train['Price']-data_train['Price'].mean())<=(3*data_train['Price'].std())]\n", + "data_train['Price'].describe()\n", + "data_train['Price'] = np.log1p(data_train['Price'])\n", + "data_test['Price'] = np.log1p(data_test['Price'])\n", + "\n", + "n_train = data_train.shape[0]\n", + "n_test = data_test.shape[0]\n", + "data = pd.concat([data_train, data_test])\n", + "\n", + "for i in category:\n", + " encoder = LabelEncoder().fit(data[i])\n", + " data[i] = encoder.transform(data[i])\n", + "\n", + "data = (data-data.min(axis=0))/(data.max(axis=0)-data.min(axis=0))\n", + "data_train = data.iloc[0:n_train,:]\n", + "data_test = data.iloc[-1:-n_test-1:-1,:]\n", + "\n", + "#导出文件\n", + "data_train.to_csv(r\"processed_data\\train.csv\",index=False,header=True)\n", + "data_test.to_csv(r\"processed_data\\test.csv\",index=False,header=True)" + ], + "metadata": { + "collapsed": false + } + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} \ No newline at end of file diff --git a/report_01_Price_Prediction/program_model.zip b/report_01_Price_Prediction/program_model.zip new file mode 100644 index 0000000000000000000000000000000000000000..653e31db00d88d49b985e380cd50375f371ae491 Binary files /dev/null and b/report_01_Price_Prediction/program_model.zip differ diff --git a/report_01_Price_Prediction/program_model_code.ipynb b/report_01_Price_Prediction/program_model_code.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..5aa65fbcba072aa3091be2a1d8943042182929ca --- /dev/null +++ b/report_01_Price_Prediction/program_model_code.ipynb @@ -0,0 +1,633 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "# pytorch模块\n", + "import torch\n", + "\n", + "# ExampleSet算例模块\n", + "from ExampleSet import Example\n", + "\n", + "# Mydata数据处理模块\n", + "from DataManage import Mydata\n", + "\n", + "# DataProcessing数据预处理模块(归一化)\n", + "from DataProcessing import MyDataProcessing\n", + "\n", + "# pytorch中用于处理数据的模块(构建数据加载DataLoader)\n", + "from torch.utils.data import DataLoader\n", + "\n", + "# NN_FC全连接神经网络模块\n", + "from FCNN import NN_FC\n", + "\n", + "# pytorch中用于激活函数、损失函数的模块\n", + "import torch.nn as nn\n", + "\n", + "# pytorch中用于优化的模块\n", + "import torch.optim as optim\n", + "\n", + "# pytorch中用于梯度的模块\n", + "from torch.autograd import Variable\n", + "\n", + "# sklearn中用于误差分析的模块\n", + "from sklearn import metrics\n", + "\n", + "# itertools中用于zip的模块\n", + "from itertools import zip_longest\n", + "\n", + "# os中用于系统操作的模块\n", + "import os\n", + "\n", + "# time中用于计算程序运行时间的模块\n", + "import time\n", + "\n", + "# 记录程序开始运行时间\n", + "time_start = time.time()\n", + "\n", + "# 定义建模的相关参数\n", + "batch_size = 16\n", + "epoch_number = 1501\n", + "lr = 0.015\n", + "\n", + "########################################################################################################################\n", + "# 本程序含有的算例:\n", + "# 数值算例:①Numerical_example_1D_FORRESTER ②Numerical_example_2D_RASTRIGIN\n", + "# 气动算例:①Aerodynamic_example_2D_NPU_Hyper_04 ②Aerodynamic_example_3D_FDL_5A\n", + "########################################################################################################################\n", + "\n", + "# 选取算例\n", + "example_name = 'Numerical_example_1D_FORRESTER'\n", + "\n", + "# 读取训练数据、验证数据、测试数据、程序运行时间的相关路径\n", + "example_path = Example(example_name)\n", + "example_path.select_example()\n", + "\n", + "train_feature_path = example_path.train_feature_path\n", + "train_label_path = example_path.train_label_path\n", + "train_error_curve_path = example_path.train_error_curve_path\n", + "\n", + "validate_feature_path = example_path.validate_feature_path\n", + "validate_label_path = example_path.validate_label_path\n", + "validate_error_curve_path = example_path.validate_error_curve_path\n", + "\n", + "test_feature_path = example_path.test_feature_path\n", + "test_label_path = example_path.test_label_path\n", + "test_pred_path = example_path.test_pred_path\n", + "test_pred_error_path = example_path.test_pred_error_path\n", + "\n", + "running_time_path = example_path.running_time_path\n", + "\n", + "# 对训练数据、验证数据、测试数据进行归一化处理\n", + "mydata_processing = MyDataProcessing()\n", + "train_feature, train_label = mydata_processing.Normalization(train_feature_path, train_label_path)\n", + "validate_feature, validate_label = mydata_processing.Normalization(validate_feature_path, validate_label_path)\n", + "test_feature, test_label = mydata_processing.Normalization(test_feature_path, test_label_path)\n", + "\n", + "# 读取训练数据、验证数据、测试数据(用于DataLoader)\n", + "train_dataset = Mydata(train_feature, train_label)\n", + "validate_dataset = Mydata(validate_feature, validate_label)\n", + "test_dataset = Mydata(test_feature, test_label)\n", + "\n", + "# 用于查看训练数据读取是否正确\n", + "# print(train_dataset[0],len(train_dataset.count))\n", + "# 用于查看验证数据读取是否正确\n", + "# print(validate_dataset[0],len(validate_dataset.count))\n", + "# 用于查看验证数据读取是否正确\n", + "# print(test_dataset[0],len(test_dataset.count))\n", + "\n", + "# 加载训练数据、验证数据、测试数据(用于神经网络训练、验证、测试)\n", + "train_loader = torch.utils.data.DataLoader(dataset=train_dataset,batch_size=batch_size,shuffle=True,drop_last=False)\n", + "validate_loader = torch.utils.data.DataLoader(dataset=validate_dataset,batch_size=len(validate_dataset),shuffle=False)\n", + "test_loader = torch.utils.data.DataLoader(dataset=test_dataset,batch_size=len(test_dataset),shuffle=False)\n", + "\n", + "# 生成全连接神经网络\n", + "myNN_FC = NN_FC()\n", + "\n", + "# 定义损失函数\n", + "myMSELoss = nn.MSELoss()\n", + "\n", + "# 定义优化器\n", + "myoptimzer = optim.Adam(myNN_FC.parameters(),lr)\n", + "\n", + "# 定义训练模型函数\n", + "def train(epoch, train_error_curve_path):\n", + " myNN_FC.train()\n", + "\n", + " # 创建train_epoch_batch_size_error空列表用于储存当前epoch中每个batch_size的误差\n", + " train_epoch_batch_size_error = []\n", + "\n", + " # 对每个mini-batch进行训练\n", + " for batch_idx, (data, target) in enumerate(train_loader):\n", + "\n", + " # 将读取的字符串转化为数值(在后续过程中,与此一致的代码作用一致,不再赘述)\n", + " # eg : Numerical_example_2D_RASTRIGIN / batch_size = 2\n", + " # data = ('[-3.04788 -0.26772]', '[2.29305 2.41067]')\n", + " for data_idx, i in enumerate(data):\n", + "\n", + " # 将字符串i左右的空格以及换行符删除,并以空格分开其中的多个字符串(此处的多个字符串实际上是数据),返回一个含有多个字符串的列表\n", + " # eg : i = ['-3.04788','-0.26772']\n", + " i = i.strip('[').strip(']').split()\n", + "\n", + " # 将分开的多个字符串转化成浮点型的数值,并组成列表\n", + " # eg : i = [-3.04788,-0.26772]\n", + " i = list(map(float, i))\n", + "\n", + " # 由于data数据类型是元组,不可更改其中的数值,所以将data数据类型转换成可更改的列表\n", + " # eg : data = [' -3.04788 -0.26772 \\n', ' 2.29305 2.41067 \\n']\n", + " data = list(data)\n", + "\n", + " # 用含有数值的列表覆盖掉其相应位置的字符串\n", + " # eg : data = [[-3.04788,-0.26772], ' 2.29305 2.41067 \\n']\n", + " data[data_idx] = i\n", + "\n", + " #恢复元组类型\n", + " # eg : data = ([-3.04788,-0.26772], ' 2.29305 2.41067 \\n')\n", + " data = tuple(data)\n", + "\n", + " for target_idx, i in enumerate(target):\n", + " i = i.strip('[').strip(']').split()\n", + " i = list(map(float, i))\n", + " target = list(target)\n", + " target[target_idx] = i\n", + " target = tuple(target)\n", + "\n", + " # 开始导入数值数据进行训练\n", + " data, target = Variable(torch.as_tensor(data)), Variable(torch.as_tensor(target))\n", + " myoptimzer.zero_grad()\n", + " output = myNN_FC(data)\n", + " dim1 = output.shape[0]\n", + " dim2 = output.shape[1]\n", + " train_loss = myMSELoss(output, target.view(dim1,dim2))\n", + " train_loss.backward()\n", + " myoptimzer.step()\n", + " print(' Train epoch:%5d [%5d/%5d (%3.0f %%)] Train loss: %.5f' %\n", + " (epoch, (batch_idx+1)*batch_size,len(train_dataset), 100.*(batch_idx+1)*batch_size/len(train_dataset),\n", + " train_loss.item()))\n", + "\n", + " # 读取当前epoch中每个batch_size的误差\n", + " train_epoch_batch_size_error.append(train_loss)\n", + "\n", + " # 将train_epoch_batch_size_error中最小误差储存到train_error_curve.dat文件中(前提是每次epoch的误差比上次epoch的误差小)\n", + " with open(train_error_curve_path, mode='a+') as file_train_error_curve:\n", + " if os.path.getsize(train_error_curve_path) == 0:\n", + "\n", + " # 第1个epoch时,创建完文件后,因为文件内无内容,所以无需比较,即可将train_epoch_batch_size_error中最小误差加入\n", + " file_train_error_curve.write(format(epoch, '.10f') + '\\t' + format(min(train_epoch_batch_size_error), '.10f'))\n", + "\n", + " else:\n", + "\n", + " # 第1个epoch后,读取train_error_curve.dat文件中的数据\n", + " with open(train_error_curve_path, mode='r+') as file_train_error_curve1:\n", + "\n", + " # 将train_error_curve.dat文件中的内容转换成列表\n", + " train_error_curve_lst = file_train_error_curve1.readlines()\n", + "\n", + " # 获取train_error_curve_lst列表中(上次epoch的误差)\n", + " min_error_curve = train_error_curve_lst[-1]\n", + "\n", + " # 将epoch和error分隔开\n", + " min_error_curve = min_error_curve.split('\\t')\n", + "\n", + " # 将str数据类型转换为float数据类型并生成min_error_curve列表\n", + " min_error_curve = list(map(float, min_error_curve))\n", + "\n", + " # 判断本次epoch误差是否小于上一次epoch的误差,小于则以本次epoch的误差进行更新,大于则以上次epoch的误差进行更新\n", + " if min(train_epoch_batch_size_error) > min_error_curve[-1]:\n", + "\n", + " # train_error_curve_lst = file_train_error_curve1.readlines()读取到最后一行的末尾,需要转行\n", + " file_train_error_curve.write('\\n')\n", + " file_train_error_curve.write(format(min_error_curve[0] + 1, '.10f') + '\\t' + format(min_error_curve[-1], '.10f'))\n", + "\n", + " else:\n", + "\n", + " # train_error_curve_lst = file_train_error_curve1.readlines()读取到最后一行的末尾,需要转行\n", + " file_train_error_curve.write('\\n')\n", + " file_train_error_curve.write(format(epoch, '.10f') + '\\t' + format(min(train_epoch_batch_size_error), '.10f'))\n", + "\n", + "# 定义验证模型函数\n", + "def validate(epoch,validate_error_curve_path):\n", + " myNN_FC.eval()\n", + "\n", + " # 创建validate_epoch_batch_size_error空列表用于储存当前epoch中每个batch_size的误差\n", + " validate_epoch_batch_size_error = []\n", + "\n", + " # 对每个mini-batch进行验证\n", + " for data, target in validate_loader:\n", + "\n", + " # 将读取的str数据类型转换为float数据类型\n", + " for data_idx, i in enumerate(data):\n", + " i = i.strip('[').strip(']').split()\n", + " i = list(map(float, i))\n", + " data = list(data)\n", + " data[data_idx] = i\n", + " data = tuple(data)\n", + " for target_idx, i in enumerate(target):\n", + " i = i.strip('[').strip(']').split()\n", + " i = list(map(float, i))\n", + " target = list(target)\n", + " target[target_idx] = i\n", + " target = tuple(target)\n", + "\n", + " # 开始导入数值数据进行验证\n", + " data, target = Variable(torch.as_tensor(data)), Variable(torch.as_tensor(target))\n", + " output = myNN_FC(data)\n", + " dim1 = output.shape[0]\n", + " dim2 = output.shape[1]\n", + " validate_loss = myMSELoss(output, target.view(dim1,dim2))\n", + " print('Validate epoch:%5d\\t\\t\\t\\t\\t Validate loss: %.5f' % (epoch, validate_loss))\n", + "\n", + " # 读取当前epoch中每个batch_size的误差\n", + " validate_epoch_batch_size_error.append(validate_loss)\n", + "\n", + " # 将validate_epoch_batch_size_error中最小误差储存到validate_error_curve.dat文件中(前提是每次epoch的误差比上次epoch的误差小)\n", + " with open(validate_error_curve_path, mode='a+') as file_validate_error_curve:\n", + " if os.path.getsize(validate_error_curve_path) == 0:\n", + "\n", + " # 第1个epoch时,创建完文件后,因为文件内无内容,所以无需比较,即可将validate_epoch_batch_size_error中最小误差加入\n", + " file_validate_error_curve.write(format(epoch, '.10f') + '\\t' + format(min(validate_epoch_batch_size_error), '.10f'))\n", + "\n", + " else:\n", + "\n", + " # 第1个epoch后,读取validate_error_curve.dat文件中的数据\n", + " with open(validate_error_curve_path, mode='r+') as file_validate_error_curve1:\n", + " validate_error_curve_lst = file_validate_error_curve1.readlines()\n", + " min_error_curve = validate_error_curve_lst[-1]\n", + " min_error_curve = min_error_curve.split('\\t')\n", + " min_error_curve = list(map(float, min_error_curve))\n", + "\n", + " # 判断本次epoch误差是否小于上一次epoch的误差,小于则以本次epoch的误差进行更新,大于则以上次epoch的误差进行更新\n", + " if min(validate_epoch_batch_size_error) > min_error_curve[-1]:\n", + " file_validate_error_curve.write('\\n')\n", + " file_validate_error_curve.write(format(min_error_curve[0] + 1, '.10f') + '\\t' + format(min_error_curve[-1], '.10f'))\n", + " else:\n", + " file_validate_error_curve.write('\\n')\n", + " file_validate_error_curve.write(format(epoch, '.10f') + '\\t' + format(min(validate_epoch_batch_size_error), '.10f'))\n", + "\n", + "# 定义测试模型函数\n", + "def test(test_pred_path, test_pred_error_path, test_feature_path, test_label_path):\n", + "\n", + " # 创建y_true和y_pred空列表用于储存test_dataset真实值y_true和预测值y_pred\n", + " y_true = []\n", + " y_pred = []\n", + "\n", + " # 创建y_x空列表用于储存test_dataset特征y_x\n", + " y_x = []\n", + "\n", + " # 对每个mini-batch进行测试\n", + " for data, target in test_loader:\n", + "\n", + " # 将读取的str数据类型转换为float数据类型\n", + " for data_idx, i in enumerate(data):\n", + " i = i.strip('[').strip(']').split()\n", + " i = list(map(float, i))\n", + " data = list(data)\n", + " data[data_idx] = i\n", + " data = tuple(data)\n", + " for target_idx, i in enumerate(target):\n", + " i = i.strip('[').strip(']').split()\n", + " i = list(map(float, i))\n", + " target = list(target)\n", + " target[target_idx] = i\n", + " target = tuple(target)\n", + "\n", + " # 开始导入数值数据进行测试\n", + " data, target = Variable(torch.as_tensor(data)), Variable(torch.as_tensor(target))\n", + " output = myNN_FC(data)\n", + "\n", + " # 储存test_dataset真实值y_true和预测值y_pred用于计算整个test_dataset的误差。另外,Variable转化为list,防止计算过载\n", + " # eg : Numerical_example_2D_RASTRIGIN / batch_size = 2\n", + " # target.tolist = [[100.5, 0.0], [87.70015716552734, 0.0]]\n", + " for y_true_element in target.tolist():\n", + " y_true.append(y_true_element)\n", + " for y_pred_element in output.tolist():\n", + " y_pred.append(y_pred_element)\n", + "\n", + " # 储存test_dataset特征y_x\n", + " for y_x_element in data.tolist():\n", + " y_x.append(y_x_element)\n", + "\n", + " # 输出整个test_dataset的误差\n", + " explained_variance = metrics.explained_variance_score(y_true, y_pred)\n", + " MAE = metrics.mean_absolute_error(y_true, y_pred)\n", + " MSE = metrics.mean_squared_error(y_true, y_pred)\n", + " R_square = metrics.r2_score(y_true, y_pred)\n", + " print('Test epoch:%5d [explained_variance: %.5f]'\n", + " '\\n\\t\\t\\t\\t [MAE\\t\\t\\t\\t : %.5f]'\n", + " '\\n\\t\\t\\t\\t [MSE\\t\\t\\t\\t : %.5f]'\n", + " '\\n\\t\\t\\t\\t [R_square\\t\\t\\t : %.5f]' %\n", + " (epoch, explained_variance, MAE, MSE, R_square))\n", + "\n", + " # 将test_dataset的特征和预测值写入到一个文件中\n", + "\n", + " # 数据格式转换\n", + " x = []\n", + " y = []\n", + "\n", + " # 将特征y_x和预测值y_perd整合,输出至一个文件中\n", + " # eg : Numerical_example_2D_RASTRIGIN / batch_size = 2\n", + " # i = ([-5.5, -5.5], [61.980873107910156, 0.017349302768707275])\n", + " for i in zip_longest(y_x, y_pred):\n", + "\n", + " lst1 = []\n", + " lst2 = []\n", + "\n", + " # 将列表i中的子列表拼接成一个列表返回\n", + " # eg : lst2 = [-5.5, -5.5, 61.980873107910156, 0.017349302768707275]\n", + " for lst1 in i:\n", + " lst2 = lst2 + lst1\n", + "\n", + " # 将列表lst2中数字小数点后的有效位数改为5位\n", + " # eg : y = ([-5.50000, -5.50000, 61.98087, 0.01735])\n", + " for j in lst2:\n", + " j = float('%.5f' % j)\n", + " y.append(j)\n", + " x.append(y)\n", + " y = []\n", + "\n", + " # 逆归一化\n", + " x = mydata_processing.Antinormalization(test_feature_path ,test_label_path, x)\n", + "\n", + " # 写入预测文件\n", + " with open(test_pred_path, mode='w') as file_test_pred:\n", + " for pred in x:\n", + " for i in pred:\n", + " file_test_pred.write(' ' + format(i, '.5f') + '\\t')\n", + " file_test_pred.write('\\n')\n", + "\n", + " # 写入误差文件\n", + " with open(test_pred_error_path, mode='w') as file_test_pred_error:\n", + " file_test_pred_error.write('explained_variance:' + str('%s' % explained_variance) + '\\n')\n", + " file_test_pred_error.write('MAE:' + str('%s' % MAE) + '\\n')\n", + " file_test_pred_error.write('MSE:' + str('%s' % MSE) + '\\n')\n", + " file_test_pred_error.write('R_square:' + str('%s' % R_square) + '\\n')\n", + "\n", + "print('Start training')\n", + "for epoch in range(1, epoch_number):\n", + " train(epoch, train_error_curve_path)\n", + " validate(epoch, validate_error_curve_path)\n", + "test(test_pred_path, test_pred_error_path, test_feature_path, test_label_path)\n", + "print('Model establishment completed')\n", + "\n", + "# 记录程序结束运行时间\n", + "time_end = time.time()\n", + "\n", + "# 计算程序运行时间\n", + "time_sum = time_end - time_start\n", + "with open(running_time_path, mode='w') as file_time:\n", + " file_time.write('Running time:' + format(time_sum, '.5f') + 's')\n", + "print('Running time:%.5f' % time_sum)\n", + "\n", + "# pytorch中用于处理数据的模块(构建数据集Dataset)\n", + "from torch.utils.data import Dataset\n", + "\n", + "# 读取训练数据、验证数据、测试数据\n", + "class Mydata(Dataset):\n", + "\n", + " def __init__(self, feature, label):\n", + " self.feature = feature\n", + " self.label = label\n", + "\n", + " def __getitem__(self, item):\n", + " feature = str(self.feature[item])\n", + " label = str(self.label[item])\n", + " return feature, label\n", + "\n", + " def __len__(self):\n", + " return len(self.feature)\n", + "\n", + "# sklearn中用于归一化的模块\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "\n", + "# numpy中用于处理数据的模块\n", + "import numpy as np\n", + "\n", + "\n", + "# 对训练数据、验证数据、测试数据进行数据处理\n", + "class MyDataProcessing():\n", + "\n", + " def __init__(self):\n", + " super(MyDataProcessing, self).__init__()\n", + "\n", + " # 归一化处理\n", + " def Normalization(self, feature_path, label_path):\n", + "\n", + " # 读取特征和标签文件\n", + " feature = np.loadtxt(feature_path)\n", + " label = np.loadtxt(label_path)\n", + "\n", + " # 确定归一化后的范围为[-1,1]\n", + " normalize = MinMaxScaler(feature_range=(-1,1))\n", + "\n", + " # 判断feature的维度,若为1,则需要进行reshape处理\n", + " feature_dim = feature.ndim\n", + " if feature_dim == 1:\n", + " feature = normalize.fit_transform(feature.reshape(-1, 1))\n", + " else:\n", + " feature = normalize.fit_transform(feature)\n", + "\n", + " # 判断label的维度,若为1,则需要进行reshape处理\n", + " label_dim = label.ndim\n", + " if label_dim == 1:\n", + " label = normalize.fit_transform(label.reshape(-1, 1))\n", + " else:\n", + " label = normalize.fit_transform(label)\n", + "\n", + " return feature, label\n", + "\n", + " # 逆归一化处理\n", + " def Antinormalization(self, test_feature_path, test_label_path, test_pred):\n", + "\n", + " # 必须先进行fit_transform,才能使用inverse_transform\n", + " feature = np.loadtxt(test_feature_path)\n", + " label = np.loadtxt(test_label_path)\n", + " test = np.column_stack((feature, label))\n", + " normalize = MinMaxScaler(feature_range=(-1, 1))\n", + " test = normalize.fit_transform(test)\n", + "\n", + " # 逆归一化\n", + " test_pred = np.array(test_pred)\n", + " test_pred = normalize.inverse_transform(test_pred)\n", + " test_pred = test_pred.tolist()\n", + "\n", + " return test_pred\n", + "\n", + "# 算例模块\n", + "class Example():\n", + "\n", + " def __init__(self,example_name):\n", + " super(Example, self).__init__()\n", + " self.example_name = example_name\n", + "\n", + " # 训练数据路径\n", + " self.train_feature_path = ''\n", + " self.train_label_path = ''\n", + " self.train_error_curve_path = ''\n", + "\n", + " # 验证数据路径\n", + " self.validate_feature_path = ''\n", + " self.validate_label_path = ''\n", + " self.validate_error_curve_path = ''\n", + "\n", + " # 测试数据路径\n", + " self.test_feature_path = ''\n", + " self.test_label_path = ''\n", + " self.test_pred_path = ''\n", + " self.test_pred_error_path = ''\n", + "\n", + " # 程序运行时间路径\n", + " self.running_time_path = ''\n", + "\n", + " def select_example(self):\n", + "########################################################################################################################\n", + "\n", + " # 数值算例:1D算例——1D_FORRESTER\n", + " if self.example_name == 'Numerical_example_1D_FORRESTER':\n", + "\n", + " # 训练数据路径\n", + " self.train_feature_path = r\"Numerical_example\\1D_FORRESTER\\train\\1D_FORRESTER_train_feature.dat\"\n", + " self.train_label_path = r\"Numerical_example\\1D_FORRESTER\\train\\1D_FORRESTER_train_label.dat\"\n", + " self.train_error_curve_path = r\"Numerical_example\\1D_FORRESTER\\train\\1D_FORRESTER_train_error_curve.dat\"\n", + "\n", + " # 验证数据路径\n", + " self.validate_feature_path = r\"Numerical_example\\1D_FORRESTER\\validate\\1D_FORRESTER_validate_feature.dat\"\n", + " self.validate_label_path = r\"Numerical_example\\1D_FORRESTER\\validate\\1D_FORRESTER_validate_label.dat\"\n", + " self.validate_error_curve_path = r\"Numerical_example\\1D_FORRESTER\\validate\\1D_FORRESTER_validate_error_curve.dat\"\n", + "\n", + " # 测试数据路径\n", + " self.test_feature_path = r\"Numerical_example\\1D_FORRESTER\\test\\1D_FORRESTER_test_feature.dat\"\n", + " self.test_label_path = r\"Numerical_example\\1D_FORRESTER\\test\\1D_FORRESTER_test_label.dat\"\n", + " self.test_pred_path = r\"Numerical_example\\1D_FORRESTER\\test\\1D_FORRESTER_test_pred.dat\"\n", + " self.test_pred_error_path = r\"Numerical_example\\1D_FORRESTER\\test\\1D_FORRESTER_test_pred_error.dat\"\n", + "\n", + " # 程序运行时间路径\n", + " self.running_time_path = r\"Numerical_example\\1D_FORRESTER\\1D_FORRESTER_running_time.dat\"\n", + "\n", + "########################################################################################################################\n", + "\n", + " # 数值算例:2D算例——2D_RASTRIGIN\n", + " if self.example_name == 'Numerical_example_2D_RASTRIGIN':\n", + "\n", + " # 训练数据路径\n", + " self.train_feature_path = r\"Numerical_example\\2D_RASTRIGIN\\train\\2D_RASTRIGIN_train_feature.dat\"\n", + " self.train_label_path = r\"Numerical_example\\2D_RASTRIGIN\\train\\2D_RASTRIGIN_train_label.dat\"\n", + " self.train_error_curve_path = r\"Numerical_example\\2D_RASTRIGIN\\train\\2D_RASTRIGIN_train_error_curve.dat\"\n", + "\n", + " # 验证数据路径\n", + " self.validate_feature_path = r\"Numerical_example\\2D_RASTRIGIN\\validate\\2D_RASTRIGIN_validate_feature.dat\"\n", + " self.validate_label_path = r\"Numerical_example\\2D_RASTRIGIN\\validate\\2D_RASTRIGIN_validate_label.dat\"\n", + " self.validate_error_curve_path = r\"Numerical_example\\2D_RASTRIGIN\\validate\\2D_RASTRIGIN_validate_error_curve.dat\"\n", + "\n", + " # 测试数据路径\n", + " self.test_feature_path = r\"Numerical_example\\2D_RASTRIGIN\\test\\2D_RASTRIGIN_test_feature.dat\"\n", + " self.test_label_path = r\"Numerical_example\\2D_RASTRIGIN\\test\\2D_RASTRIGIN_test_label.dat\"\n", + " self.test_pred_path = r\"Numerical_example\\2D_RASTRIGIN\\test\\2D_RASTRIGIN_test_pred.dat\"\n", + " self.test_pred_error_path = r\"Numerical_example\\2D_RASTRIGIN\\test\\2D_RASTRIGIN_test_pred_error.dat\"\n", + "\n", + " # 程序运行时间路径\n", + " self.running_time_path = r\"Numerical_example\\2D_RASTRIGIN\\2D_RASTRIGIN_running_time.dat\"\n", + "\n", + "########################################################################################################################\n", + "\n", + " # 气动算例:2D算例——2D_NPU_Hyper_04\n", + " if self.example_name == 'Aerodynamic_example_2D_NPU_Hyper_04':\n", + "\n", + " # 训练数据路径\n", + " self.train_feature_path = r\"Aerodynamic_example\\2D_NPU_Hyper_04\\train\\2D_NPU_Hyper_04_train_feature.dat\"\n", + " self.train_label_path = r\"Aerodynamic_example\\2D_NPU_Hyper_04\\train\\2D_NPU_Hyper_04_train_label.dat\"\n", + " self.train_error_curve_path = r\"Aerodynamic_example\\2D_NPU_Hyper_04\\train\\2D_NPU_Hyper_04_train_error_curve.dat\"\n", + "\n", + " # 验证数据路径\n", + " self.validate_feature_path = r\"Aerodynamic_example\\2D_NPU_Hyper_04\\validate\\2D_NPU_Hyper_04_validate_feature.dat\"\n", + " self.validate_label_path = r\"Aerodynamic_example\\2D_NPU_Hyper_04\\validate\\2D_NPU_Hyper_04_validate_label.dat\"\n", + " self.validate_error_curve_path = r\"Aerodynamic_example\\2D_NPU_Hyper_04\\validate\\2D_NPU_Hyper_04_validate_error_curve.dat\"\n", + "\n", + " # 测试数据路径\n", + " self.test_feature_path = r\"Aerodynamic_example\\2D_NPU_Hyper_04\\test\\2D_NPU_Hyper_04_test_feature.dat\"\n", + " self.test_label_path = r\"Aerodynamic_example\\2D_NPU_Hyper_04\\test\\2D_NPU_Hyper_04_test_label.dat\"\n", + " self.test_pred_path = r\"Aerodynamic_example\\2D_NPU_Hyper_04\\test\\2D_NPU_Hyper_04_test_pred.dat\"\n", + " self.test_pred_error_path = r\"Aerodynamic_example\\2D_NPU_Hyper_04\\test\\2D_NPU_Hyper_04_test_pred_error.dat\"\n", + "\n", + " # 程序运行时间路径\n", + " self.running_time_path = r\"Aerodynamic_example\\2D_NPU_Hyper_04\\2D_NPU_Hyper_04_running_time.dat\"\n", + "\n", + "########################################################################################################################\n", + "\n", + " # 气动算例:3D算例——3D_FDL_5A\n", + " if self.example_name == 'Aerodynamic_example_3D_FDL_5A':\n", + "\n", + " # 训练数据路径\n", + " self.train_feature_path = r\"Aerodynamic_example\\3D_FDL_5A\\train\\3D_FDL_5A_train_feature.dat\"\n", + " self.train_label_path = r\"Aerodynamic_example\\3D_FDL_5A\\train\\3D_FDL_5A_train_label.dat\"\n", + " self.train_error_curve_path = r\"Aerodynamic_example\\3D_FDL_5A\\train\\3D_FDL_5A_train_error_curve.dat\"\n", + "\n", + " # 验证数据路径\n", + " self.validate_feature_path = r\"Aerodynamic_example\\3D_FDL_5A\\validate\\3D_FDL_5A_validate_feature.dat\"\n", + " self.validate_label_path = r\"Aerodynamic_example\\3D_FDL_5A\\validate\\3D_FDL_5A_validate_label.dat\"\n", + " self.validate_error_curve_path = r\"Aerodynamic_example\\3D_FDL_5A\\validate\\3D_FDL_5A_validate_error_curve.dat\"\n", + "\n", + " # 测试数据路径\n", + " self.test_feature_path = r\"Aerodynamic_example\\3D_FDL_5A\\test\\3D_FDL_5A_test_feature.dat\"\n", + " self.test_label_path = r\"Aerodynamic_example\\3D_FDL_5A\\test\\3D_FDL_5A_test_label.dat\"\n", + " self.test_pred_path = r\"Aerodynamic_example\\3D_FDL_5A\\test\\3D_FDL_5A_test_pred.dat\"\n", + " self.test_pred_error_path = r\"Aerodynamic_example\\3D_FDL_5A\\test\\3D_FDL_5A_test_pred_error.dat\"\n", + "\n", + " # 程序运行时间路径\n", + " self.running_time_path = r\"Aerodynamic_example\\3D_FDL_5A\\3D_FDL_5A_running_time.dat\"\n", + "\n", + "########################################################################################################################\n", + "# pytorch中用于神经网络的模块\n", + "import torch.nn as nn\n", + "\n", + "# pytorch中用于向前传播的激活函数、损失函数的模块\n", + "import torch.nn.functional as F\n", + "\n", + "# 定义全连接神经网络\n", + "class NN_FC(nn.Module):\n", + "\n", + " def __init__(self):\n", + " super(NN_FC, self).__init__()\n", + " self.layer1 = nn.Linear(1, 16,bias=True)\n", + " self.layer2 = nn.Linear(16, 16,bias=True)\n", + " self.layer3 = nn.Linear(16, 1,bias=True)\n", + "\n", + " def forward(self, x):\n", + " x = x.view(-1, 1)\n", + " x = F.tanh(self.layer1(x))\n", + " x = F.tanh(self.layer2(x))\n", + " x = self.layer3(x)\n", + " return x" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.5.2" + }, + "main_language": "python" + }, + "nbformat": 4, + "nbformat_minor": 2 +} \ No newline at end of file diff --git "a/report_01_Price_Prediction/references/[1]\345\237\272\344\272\216\347\245\236\347\273\217\347\275\221\347\273\234\346\250\241\345\236\213\347\232\204\346\210\277\344\273\267\351\242\204\346\265\213\347\240\224\347\251\266_\346\235\216\347\204\266.pdf" "b/report_01_Price_Prediction/references/[1]\345\237\272\344\272\216\347\245\236\347\273\217\347\275\221\347\273\234\346\250\241\345\236\213\347\232\204\346\210\277\344\273\267\351\242\204\346\265\213\347\240\224\347\251\266_\346\235\216\347\204\266.pdf" new file mode 100644 index 0000000000000000000000000000000000000000..d848d37bc4fcda40e1a5cd0f7634981601bee77a Binary files /dev/null and "b/report_01_Price_Prediction/references/[1]\345\237\272\344\272\216\347\245\236\347\273\217\347\275\221\347\273\234\346\250\241\345\236\213\347\232\204\346\210\277\344\273\267\351\242\204\346\265\213\347\240\224\347\251\266_\346\235\216\347\204\266.pdf" differ diff --git a/report_01_Price_Prediction/report_01_Price_Prediction.pdf b/report_01_Price_Prediction/report_01_Price_Prediction.pdf new file mode 100644 index 0000000000000000000000000000000000000000..f48763eba5f78def28e6a6ee5945c23fbef84f0a Binary files /dev/null and b/report_01_Price_Prediction/report_01_Price_Prediction.pdf differ diff --git a/report_03_Fashion/code.ipynb b/report_03_Fashion/code.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..ee237ad06f2be7aaf323fd17db090b8af0c018b5 --- /dev/null +++ b/report_03_Fashion/code.ipynb @@ -0,0 +1,131 @@ +{ + "cells": [], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.5.2" + }, + "main_language": "python", + "pycharm": { + "stem_cell": { + "cell_type": "raw", + "source": [ + "import torch\n", + "import time\n", + "import torch.nn.functional as F\n", + "from utils import train\n", + "from torch import nn\n", + "from torchvision.datasets import mnist\n", + "from torch.utils.data import DataLoader\n", + "from torchvision import transforms as tfs\n", + "\n", + "# 记录程序开始运行时间\n", + "time_start = time.time()\n", + "\n", + "# 定义训练参数\n", + "epoch = 500\n", + "lr = 0.001\n", + "\n", + "# 定义LeNet5网络结构\n", + "class LeNet5(nn.Module):\n", + " def __init__(self):\n", + " super(LeNet5, self).__init__()\n", + " # 1-input channel, 6-output channels, 5x5-conv\n", + " self.conv1 = nn.Conv2d(1, 6, 5)\n", + " # 6-input channel, 16-output channels, 5x5-conv\n", + " self.conv2 = nn.Conv2d(6, 16, 5)\n", + " # 16x5x5-input, 120-output\n", + " self.fc1 = nn.Linear(16 * 5 * 5, 120)\n", + " # 120-input, 84-output\n", + " self.fc2 = nn.Linear(120, 84)\n", + " # 84-input, 10-output\n", + " self.fc3 = nn.Linear(84, 10)\n", + "\n", + " def forward(self, x):\n", + " x = F.max_pool2d(F.relu(self.conv1(x)), (2, 2))\n", + " x = F.max_pool2d(F.relu(self.conv2(x)), (2, 2))\n", + " x = torch.flatten(x, 1) # 将结果拉升成1维向量,除了批次的维度\n", + " x = F.relu(self.fc1(x))\n", + " x = F.relu(self.fc2(x))\n", + " x = self.fc3(x)\n", + " return x\n", + "\n", + "# 使用数据增强\n", + "def data_tf(x):\n", + " im_aug = tfs.Compose([\n", + " tfs.Resize(32),\n", + " tfs.ToTensor() # ,\n", + " # tfs.Normalize([0.5], [0.5])\n", + " ])\n", + " x = im_aug(x)\n", + " return x\n", + "\n", + "# 定义训练集和测试集\n", + "train_set = mnist.FashionMNIST('data/mnist', train=True, transform=data_tf, download=True)\n", + "train_data = torch.utils.data.DataLoader(train_set, batch_size=64, shuffle=True)\n", + "test_set = mnist.FashionMNIST('data/mnist', train=False, transform=data_tf, download=True)\n", + "test_data = torch.utils.data.DataLoader(test_set, batch_size=128, shuffle=False)\n", + "\n", + "# 定义网络、优化器、损失函数\n", + "net = LeNet5()\n", + "optimizer = torch.optim.Adam(net.parameters(), lr)\n", + "criterion = nn.CrossEntropyLoss()\n", + "\n", + "# 开始训练\n", + "res = train(net, train_data, test_data, epoch, optimizer, criterion)\n", + "\n", + "# 将训练误差写入train_error_curve.dat文件中\n", + "with open(r'result\\train_error_curve.dat', mode='w') as file_train_error_curve:\n", + " for i,j in enumerate(res[0]):\n", + " file_train_error_curve.write(format(i+1, '.6f') + '\\t' + format(j, '.6f'))\n", + " file_train_error_curve.write('\\n')\n", + "\n", + "# 将训练准确率写入train_accuracy.dat文件中\n", + "with open(r'result\\train_accuracy.dat', mode='w') as file_train_accuracy:\n", + " for i,j in enumerate(res[1]):\n", + " file_train_accuracy.write(format(i+1, '.6f') + '\\t' + format(j, '.6f'))\n", + " file_train_accuracy.write('\\n')\n", + "\n", + "# 将测试误差写入test_error_curve.dat文件中\n", + "with open(r'result\\test_error_curve.dat', mode='w') as file_test_error_curve:\n", + " for i,j in enumerate(res[2]):\n", + " file_test_error_curve.write(format(i+1, '.6f') + '\\t' + format(j, '.6f'))\n", + " file_test_error_curve.write('\\n')\n", + "\n", + "# 将测试准确率写入test_accuracy.dat文件中\n", + "with open(r'result\\test_accuracy.dat', mode='w') as file_test_accuracy:\n", + " for i,j in enumerate(res[3]):\n", + " file_test_accuracy.write(format(i+1, '.6f') + '\\t' + format(j, '.6f'))\n", + " file_test_accuracy.write('\\n')\n", + "\n", + "# 记录程序结束运行时间\n", + "time_end = time.time()\n", + "\n", + "# 计算程序运行时间\n", + "time_sum = time_end - time_start\n", + "with open(r'result\\running_time.dat', mode='w') as file_time:\n", + " file_time.write('Running time:' + format(time_sum, '.5f') + 's')\n", + "print('Running time:%.5f' % time_sum)" + ], + "metadata": { + "collapsed": false + } + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} \ No newline at end of file diff --git a/report_03_Fashion/program.zip b/report_03_Fashion/program.zip new file mode 100644 index 0000000000000000000000000000000000000000..ba639dea138c47246ce0821f0a40aa5c78374285 Binary files /dev/null and b/report_03_Fashion/program.zip differ diff --git "a/report_03_Fashion/references/[1]\345\237\272\344\272\216\346\267\261\345\272\246\345\255\246\344\271\240\347\232\204\346\234\215\350\243\205\345\233\276\345\203\217\345\210\206\347\261\273\344\270\216\346\243\200\347\264\242_\345\214\205\351\235\222\345\271\263.caj" "b/report_03_Fashion/references/[1]\345\237\272\344\272\216\346\267\261\345\272\246\345\255\246\344\271\240\347\232\204\346\234\215\350\243\205\345\233\276\345\203\217\345\210\206\347\261\273\344\270\216\346\243\200\347\264\242_\345\214\205\351\235\222\345\271\263.caj" new file mode 100644 index 0000000000000000000000000000000000000000..c93e060ce7ca953d4e93422cfde9ad47c4d4d668 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