diff --git a/Data/criteo/.gitkeep b/Data/criteo/.gitkeep
new file mode 100644
index 0000000..e69de29
diff --git a/Data/criteo/origin_data/.gitkeep b/Data/criteo/origin_data/.gitkeep
new file mode 100644
index 0000000..e69de29
diff --git a/Data/criteo/origin_data/test.csv b/Data/criteo/origin_data/test.csv
new file mode 100644
index 0000000..e856630
--- /dev/null
+++ b/Data/criteo/origin_data/test.csv
@@ -0,0 +1,401 @@
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diff --git a/Data/criteo/origin_data/train.csv b/Data/criteo/origin_data/train.csv
new file mode 100644
index 0000000..da4b570
--- /dev/null
+++ b/Data/criteo/origin_data/train.csv
@@ -0,0 +1,1600 @@
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diff --git a/Data/criteo/processed_data/.gitkeep b/Data/criteo/processed_data/.gitkeep
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index 0000000..e69de29
diff --git a/Data/criteo/processed_data/fea_col.npy b/Data/criteo/processed_data/fea_col.npy
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index 0000000..03577ea
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diff --git a/Data/criteo/processed_data/test_set.csv b/Data/criteo/processed_data/test_set.csv
new file mode 100644
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+++ b/Data/criteo/processed_data/test_set.csv
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diff --git a/Data/criteo/processed_data/train_set.csv b/Data/criteo/processed_data/train_set.csv
new file mode 100644
index 0000000..7ffa862
--- /dev/null
+++ b/Data/criteo/processed_data/train_set.csv
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diff --git a/Data/criteo/processed_data/val_set.csv b/Data/criteo/processed_data/val_set.csv
new file mode 100644
index 0000000..8292e1f
--- /dev/null
+++ b/Data/criteo/processed_data/val_set.csv
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diff --git a/DeepCross/criteo_loader.py b/DeepCross/criteo_loader.py
new file mode 100644
index 0000000..7415684
--- /dev/null
+++ b/DeepCross/criteo_loader.py
@@ -0,0 +1,79 @@
+import numpy as np
+import pandas as pd
+
+from sklearn.preprocessing import MinMaxScaler, LabelEncoder
+from sklearn.model_selection import train_test_split
+
+def DataPreprocess():
+    # import data
+    train_df = pd.read_csv('../Data/criteo/origin_data/train.csv')
+    test_df = pd.read_csv('../Data/criteo/origin_data/test.csv')
+
+    print(train_df.shape, test_df.shape)
+    # 先将label这一列保存起来，再从train中删除
+    label = train_df['Label']
+    del train_df['Label']
+
+    # 进行数据合并，为了同时对train和test数据进行预处理
+    data_df = pd.concat((train_df, test_df))
+
+    del data_df['Id']
+
+    print(data_df.columns)
+
+    # 特征分开类别
+    sparse_feas = [col for col in data_df.columns if col[0] == 'C']
+    dense_feas = [col for col in data_df.columns if col[0] == 'I']
+
+    # 填充缺失值
+    data_df[sparse_feas] = data_df[sparse_feas].fillna('-1')
+    data_df[dense_feas] = data_df[dense_feas].fillna(0)
+
+    # 进行编码  类别特征编码
+    for feat in sparse_feas:
+        le = LabelEncoder()
+        data_df[feat] = le.fit_transform(data_df[feat])
+
+    # 数值特征归一化
+    mms = MinMaxScaler()
+    data_df[dense_feas] = mms.fit_transform(data_df[dense_feas])
+
+    # 分开测试集和训练集
+    train = data_df[:train_df.shape[0]]
+    test = data_df[train_df.shape[0]:]
+
+    train['Label'] = label
+
+    train_set, val_set = train_test_split(train, test_size = 0.2, random_state=2020)
+
+    print(train_set['Label'].value_counts())
+    print(val_set['Label'].value_counts())
+
+    # 保存文件
+    train_set.reset_index(drop=True, inplace=True)
+    val_set.reset_index(drop=True, inplace=True)
+
+    train_set.to_csv('../Data/criteo/processed_data/train_set.csv', index=0)
+    val_set.to_csv('../Data/criteo/processed_data/val_set.csv', index=0)
+    test.to_csv('../Data/criteo/processed_data/test_set.csv', index=0)
+
+def getTrainData(filename, feafile):
+    df = pd.read_csv(filename)
+    print(df.columns)
+
+    # C开头的列代表稀疏特征，I开头的列代表的是稠密特征
+    dense_features_col = [col for col in df.columns if col[0] == 'I']
+
+    # 这个文件里面存储了稀疏特征的最大范围，用于设置Embedding的输入维度
+    fea_col = np.load(feafile, allow_pickle=True)
+    sparse_features_col = []
+    for f in fea_col[1]:
+        sparse_features_col.append(f['feat_num'])
+
+    data, labels = df.drop(columns='Label').values, df['Label'].values
+
+    return data, labels, dense_features_col, sparse_features_col
+
+def getTestData(filename):
+    df = pd.read_csv(filename)
+    return df.to_numpy()
diff --git a/DeepCross/network.py b/DeepCross/network.py
new file mode 100644
index 0000000..56da93a
--- /dev/null
+++ b/DeepCross/network.py
@@ -0,0 +1,109 @@
+import torch
+import torch.nn as nn
+
+class BaseModel(nn.Module):
+    def __init__(self, config):
+        super(BaseModel, self).__init__()
+        self._config = config
+
+    def saveModel(self):
+        torch.save(self.state_dict(), self._config['model_name'])
+
+    def loadModel(self, map_location):
+        state_dict = torch.load(self._config['model_name'], map_location=map_location)
+        self.load_state_dict(state_dict, strict=False)
+
+class Deep(nn.Module):
+    def __init__(self, input_dim, deep_layers):
+        super(Deep, self).__init__()
+
+        deep_layers.insert(0, input_dim)
+        deep_ayer_list = []
+        for layer in list(zip(deep_layers[:-1], deep_layers[1:])):
+            deep_ayer_list.append(nn.Linear(layer[0], layer[1]))
+            deep_ayer_list.append(nn.BatchNorm1d(layer[1], affine=False))
+            deep_ayer_list.append(nn.ReLU(inplace=True))
+        self._deep = nn.Sequential(*deep_ayer_list)
+
+    def forward(self, x):
+        out = self._deep(x)
+        return out
+
+class Cross(nn.Module):
+    """
+    the operation is this module is x_0 * x_l^T * w_l + x_l + b_l for each layer, and x_0 is the init input
+    """
+    def __init__(self, input_dim, num_cross_layers):
+        super(Cross, self).__init__()
+        
+        self.num_cross_layers = num_cross_layers
+        weight_w = []
+        weight_b = []
+        batchnorm = []
+        for i in range(num_cross_layers):
+            weight_w.append(nn.Parameter(torch.nn.init.normal_(torch.empty(input_dim))))
+            weight_b.append(nn.Parameter(torch.nn.init.normal_(torch.empty(input_dim))))
+            batchnorm.append(nn.BatchNorm1d(input_dim, affine=False))
+
+        self.weight_w = nn.ParameterList(weight_w)
+        self.weight_b = nn.ParameterList(weight_b)
+        self.bn = nn.ModuleList(batchnorm)
+
+    def forward(self, x):
+        out = x
+        x = x.reshape(x.shape[0], -1, 1)
+        for i in range(self.num_cross_layers):
+            # this compute mode is time-consuming.
+            # out = torch.matmul(torch.bmm(x, torch.transpose(out.reshape(out.shape[0], -1, 1), 1, 2)), self.weight_w[i]) + self.weight_b[i] + out
+
+            # use this compute mode to speed up calculation
+            xxTw = torch.matmul(x, torch.matmul(torch.transpose(out.reshape(out.shape[0], -1, 1), 1, 2), self.weight_w[i].reshape(1, -1, 1)))
+            xxTw = xxTw.reshape(xxTw.shape[0], -1)
+            out = xxTw + self.weight_b[i] + out
+
+            out = self.bn[i](out)
+        return out
+
+class DeepCross(BaseModel):
+    def __init__(self, config, dense_features_cols, sparse_features_cols):
+        super(DeepCross, self).__init__(config)
+        self._config = config
+        # 稠密和稀疏特征的数量
+        self._num_of_dense_feature = dense_features_cols.__len__()
+        self._num_of_sparse_feature = sparse_features_cols.__len__()
+
+        # For categorical features, we embed the features in dense vectors of dimension of 6 * category cardinality^1/4
+        # calculate all the embedding dimension of all the sparse features
+        self.embedding_dims = list(map(lambda x: int(6 * pow(x, 0.25)), sparse_features_cols))
+        # create embedding layers for all the sparse features
+        self.embedding_layers = nn.ModuleList([
+            nn.Embedding(num_embeddings=e[0], embedding_dim=e[1], scale_grad_by_freq=True) for e in list(zip(sparse_features_cols, self.embedding_dims))
+        ])
+
+        self._input_dim = self._num_of_dense_feature + sum(self.embedding_dims)
+
+        self._deepNet = Deep(self._input_dim, self._config['deep_layers'])
+        self._crossNet = Cross(self._input_dim, self._config['num_cross_layers'])
+
+        self._final_dim = self._input_dim + self._config['deep_layers'][-1]
+        self._final_linear = nn.Linear(self._final_dim, 1)
+
+    def forward(self, x):
+        # 先区分出稀疏特征和稠密特征，这里是按照列来划分的，即所有的行都要进行筛选
+        dense_input, sparse_inputs = x[:, :self._num_of_dense_feature], x[:, self._num_of_dense_feature:]
+        sparse_inputs = sparse_inputs.long()
+
+        # 求出稀疏特征的隐向量
+        sparse_embeds = [self.embedding_layers[i](sparse_inputs[:, i]) for i in range(sparse_inputs.shape[1])]
+        sparse_embeds = torch.cat(sparse_embeds, axis=-1)
+
+        # 将dense特征和sparse特征聚合起来
+        input = torch.cat([sparse_embeds, dense_input], axis=-1)
+
+        deep_out = self._deepNet(input)
+        cross_out = self._crossNet(input)
+
+        final_input = torch.cat([deep_out, cross_out], dim=1)
+        output = self._final_linear(final_input)
+        output = torch.sigmoid(output)
+        return output
diff --git a/DeepCross/trainer.py b/DeepCross/trainer.py
new file mode 100644
index 0000000..3e42fb6
--- /dev/null
+++ b/DeepCross/trainer.py
@@ -0,0 +1,63 @@
+import torch
+from torch.autograd import Variable
+from torch.utils.data import DataLoader
+
+class Trainer(object):
+    def __init__(self, model, config):
+        self._model = model
+        self._config = config
+        self._optimizer = torch.optim.Adam(self._model.parameters(), lr=config['lr'], weight_decay=config['l2_regularization'])
+        self._loss_func = torch.nn.BCELoss()
+
+    def _train_single_batch(self, x, labels):
+        """
+        对单个小批量数据进行训练
+        """
+        self._optimizer.zero_grad()
+        y_predict = self._model(x)
+        loss = self._loss_func(y_predict.view(-1), labels)
+
+        loss.backward()
+        self._optimizer.step()
+
+        loss = loss.item()
+        return loss, y_predict
+
+    def _train_an_epoch(self, train_loader, epoch_id):
+        """
+        训练一个Epoch，即将训练集中的所有样本全部都过一遍
+        """
+        # 设置模型为训练模式，启用dropout以及batch normalization
+        self._model.train()
+
+        total = 0
+        # 从DataLoader中获取小批量的id以及数据
+        for batch_id, (x, labels) in enumerate(train_loader):
+            x = Variable(x)
+            labels = Variable(labels)
+            if self._config['use_cuda'] is True:
+                x, labels = x.cuda(), labels.cuda()
+
+            loss, predicted = self._train_single_batch(x, labels)
+
+            total += loss
+            print('[Training Epoch: {}] Batch: {}, Loss: {}'.format(epoch_id, batch_id, loss))
+        print("Training Epoch: %d, total loss: %f" % (epoch_id, total))
+
+    def train(self, train_dataset):
+        self.use_cuda()
+        for epoch in range(self._config['num_epoch']):
+            print('-' * 20 + ' Epoch {} starts '.format(epoch) + '-' * 20)
+            # 构造DataLoader
+            data_loader = DataLoader(dataset=train_dataset, batch_size=self._config['batch_size'], shuffle=True)
+            # 训练一个轮次
+            self._train_an_epoch(data_loader, epoch_id=epoch)
+
+    def use_cuda(self):
+        if self._config['use_cuda'] is True:
+            assert torch.cuda.is_available(), 'CUDA is not available'
+            torch.cuda.set_device(self._config['device_id'])
+            self._model.cuda()
+
+    def save(self):
+        self._model.saveModel()
diff --git a/TrainedModels/DeepCross.model b/TrainedModels/DeepCross.model
new file mode 100644
index 0000000..94aff78
Binary files /dev/null and b/TrainedModels/DeepCross.model differ
diff --git a/tool/train_test.py b/tool/train_test.py
new file mode 100644
index 0000000..291835e
--- /dev/null
+++ b/tool/train_test.py
@@ -0,0 +1,62 @@
+import torch
+from DeepCross.trainer import Trainer
+from DeepCross.network import DeepCross
+from DeepCross.criteo_loader import getTestData, getTrainData
+import torch.utils.data as Data
+from torch.utils.tensorboard import SummaryWriter
+import time
+
+deepcross_config = \
+{
+    'deep_layers': [256,128,64,32], # 设置Deep模块的隐层大小
+    'num_cross_layers': 4, # cross模块的层数
+    'num_epoch': 30,
+    'batch_size': 32,
+    'lr': 1e-3,
+    'l2_regularization': 1e-4,
+    'device_id': 0,
+    'use_cuda': True,
+    'train_file': '../Data/criteo/processed_data/train_set.csv',
+    'fea_file': '../Data/criteo/processed_data/fea_col.npy',
+    'validate_file': '../Data/criteo/processed_data/val_set.csv',
+    'test_file': '../Data/criteo/processed_data/test_set.csv',
+    'model_name': '../TrainedModels/DeepCross.model'
+}
+
+if __name__ == "__main__":
+    ####################################################################################
+    # DeepCross 模型
+    ####################################################################################
+    training_data, training_label, dense_features_col, sparse_features_col = getTrainData(deepcross_config['train_file'], deepcross_config['fea_file'])
+    train_dataset = Data.TensorDataset(torch.tensor(training_data).float(), torch.tensor(training_label).float())
+    test_data = getTestData(deepcross_config['test_file'])
+    test_dataset = Data.TensorDataset(torch.tensor(test_data).float())
+
+    deepCross = DeepCross(deepcross_config, dense_features_cols=dense_features_col, sparse_features_cols=sparse_features_col)
+
+    summary = SummaryWriter('../TrainedModels' + time.strftime("%Y-%m-%d", time.localtime()))
+
+    ####################################################################################
+    # 模型训练阶段
+    ####################################################################################
+    # # 实例化模型训练器
+    trainer = Trainer(model=deepCross, config=deepcross_config)
+    # 训练
+    trainer.train(train_dataset)
+    # 保存模型
+    trainer.save()
+
+    ####################################################################################
+    # 模型测试阶段
+    ####################################################################################
+    deepCross.eval()
+    if deepcross_config['use_cuda']:
+        deepCross.loadModel(map_location=lambda storage, loc: storage.cuda(deepcross_config['device_id']))
+        deepCross = deepCross.cuda()
+    else:
+        deepCross.loadModel(map_location=torch.device('cpu'))
+
+    y_pred_probs = deepCross(torch.tensor(test_data).float().cuda())
+    y_pred = torch.where(y_pred_probs>0.5, torch.ones_like(y_pred_probs), torch.zeros_like(y_pred_probs))
+    print("Test Data CTR Predict...\n ", y_pred.view(-1))
+