From a4b21f81204784a17f4c135554944555b1dfd20b Mon Sep 17 00:00:00 2001 From: O2Dyokii Date: Mon, 17 Dec 2018 20:55:50 +0900 Subject: [PATCH] PNN-demo --- RS-tf/PNN/config.py | 43 + RS-tf/PNN/data/test.csv | 2001 ++++++++ RS-tf/PNN/data/train.csv | 10001 +++++++++++++++++++++++++++++++++++++ RS-tf/PNN/load_data.py | 96 + RS-tf/PNN/main.py | 100 + RS-tf/PNN/model.py | 283 ++ 6 files changed, 12524 insertions(+) create mode 100644 RS-tf/PNN/config.py create mode 100644 RS-tf/PNN/data/test.csv create mode 100644 RS-tf/PNN/data/train.csv create mode 100644 RS-tf/PNN/load_data.py create mode 100644 RS-tf/PNN/main.py create mode 100644 RS-tf/PNN/model.py diff --git a/RS-tf/PNN/config.py b/RS-tf/PNN/config.py new file mode 100644 index 0000000..2dd3a04 --- /dev/null +++ b/RS-tf/PNN/config.py @@ -0,0 +1,43 @@ +RAIN_FILE = "data/train.csv" +TEST_FILE = "data/test.csv" + +SUB_DIR = "output" + + +NUM_SPLITS = 3 +RANDOM_SEED = 2017 + +# types of columns of the dataset dataframe +CATEGORICAL_COLS = [ + # 'ps_ind_02_cat', 'ps_ind_04_cat', 'ps_ind_05_cat', + # 'ps_car_01_cat', 'ps_car_02_cat', 'ps_car_03_cat', + # 'ps_car_04_cat', 'ps_car_05_cat', 'ps_car_06_cat', + # 'ps_car_07_cat', 'ps_car_08_cat', 'ps_car_09_cat', + # 'ps_car_10_cat', 'ps_car_11_cat', +] + +NUMERIC_COLS = [ + # # binary + # "ps_ind_06_bin", "ps_ind_07_bin", "ps_ind_08_bin", + # "ps_ind_09_bin", "ps_ind_10_bin", "ps_ind_11_bin", + # "ps_ind_12_bin", "ps_ind_13_bin", "ps_ind_16_bin", + # "ps_ind_17_bin", "ps_ind_18_bin", + # "ps_calc_15_bin", "ps_calc_16_bin", "ps_calc_17_bin", + # "ps_calc_18_bin", "ps_calc_19_bin", "ps_calc_20_bin", + # numeric + "ps_reg_01", "ps_reg_02", "ps_reg_03", + "ps_car_12", "ps_car_13", "ps_car_14", "ps_car_15", + + # feature engineering + "missing_feat", "ps_car_13_x_ps_reg_03", +] + +IGNORE_COLS = [ + "id", "target", + "ps_calc_01", "ps_calc_02", "ps_calc_03", "ps_calc_04", + "ps_calc_05", "ps_calc_06", "ps_calc_07", "ps_calc_08", + "ps_calc_09", "ps_calc_10", "ps_calc_11", "ps_calc_12", + "ps_calc_13", "ps_calc_14", + "ps_calc_15_bin", "ps_calc_16_bin", "ps_calc_17_bin", + "ps_calc_18_bin", "ps_calc_19_bin", "ps_calc_20_bin" +] \ No newline at end of file diff --git a/RS-tf/PNN/data/test.csv b/RS-tf/PNN/data/test.csv new file mode 100644 index 0000000..4ea6555 --- /dev/null +++ b/RS-tf/PNN/data/test.csv @@ -0,0 +1,2001 @@ 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__init__(self,trainfile=None,testfile=None, + dfTrain=None,dfTest=None,numeric_cols=[], + ignore_cols=[]): + assert not ((trainfile is None) and (dfTrain is None)), "trainfile or dfTrain at least one is set" + assert not ((trainfile is not None) and (dfTrain is not None)), "only one can be set" + assert not ((testfile is None) and (dfTest is None)), "testfile or dfTest at least one is set" + assert not ((testfile is not None) and (dfTest is not None)), "only one can be set" + + self.trainfile = trainfile + self.testfile = testfile + self.dfTrain = dfTrain + self.dfTest = dfTest + self.numeric_cols = numeric_cols + self.ignore_cols = ignore_cols + self.gen_feat_dict() + + + + + def gen_feat_dict(self): + if self.dfTrain is None: + dfTrain = pd.read_csv(self.trainfile) + + else: + dfTrain = self.dfTrain + + if self.dfTest is None: + dfTest = pd.read_csv(self.testfile) + + else: + dfTest = self.dfTest + + df = pd.concat([dfTrain,dfTest]) + + self.feat_dict = {} + tc = 0 + for col in df.columns: + if col in self.ignore_cols: + continue + if col in self.numeric_cols: + self.feat_dict[col] = tc + tc += 1 + + else: + us = df[col].unique() + print(us) + self.feat_dict[col] = dict(zip(us,range(tc,len(us)+tc))) + tc += len(us) + + self.feat_dim = tc + + +class DataParser(object): + def __init__(self,feat_dict): + self.feat_dict = feat_dict + + def parse(self,infile=None,df=None,has_label=False): + assert not ((infile is None) and (df is None)), "infile or df at least one is set" + assert not ((infile is not None) and (df is not None)), "only one can be set" + + + if infile is None: + dfi = df.copy() + else: + dfi = pd.read_csv(infile) + + if has_label: + y = dfi['target'].values.tolist() + dfi.drop(['id','target'],axis=1,inplace=True) + else: + ids = dfi['id'].values.tolist() + dfi.drop(['id'],axis=1,inplace=True) + # dfi for feature index + # dfv for feature value which can be either binary (1/0) or float (e.g., 10.24) + dfv = dfi.copy() + for col in dfi.columns: + if col in self.feat_dict.ignore_cols: + dfi.drop(col,axis=1,inplace=True) + dfv.drop(col,axis=1,inplace=True) + continue + if col in self.feat_dict.numeric_cols: + dfi[col] = self.feat_dict.feat_dict[col] + else: + dfi[col] = dfi[col].map(self.feat_dict.feat_dict[col]) + dfv[col] = 1. + + xi = dfi.values.tolist() + xv = dfv.values.tolist() + + if has_label: + return xi,xv,y + else: + return xi,xv,ids diff --git a/RS-tf/PNN/main.py b/RS-tf/PNN/main.py new file mode 100644 index 0000000..5c49b45 --- /dev/null +++ b/RS-tf/PNN/main.py @@ -0,0 +1,100 @@ +import os +import numpy as np +import pandas as pd +import tensorflow as tf +from sklearn.metrics import make_scorer +from sklearn.model_selection import StratifiedKFold +from DataReader import FeatureDictionary, DataParser +from matplotlib import pyplot as plt + +import config +from model import PNN + +def load_data(): + dfTrain = pd.read_csv(config.TRAIN_FILE) + dfTest = pd.read_csv(config.TEST_FILE) + + def preprocess(df): + cols = [c for c in df.columns if c not in ['id','target']] + #df['missing_feat'] = np.sum(df[df[cols]==-1].values,axis=1) + df["missing_feat"] = np.sum((df[cols] == -1).values, axis=1) + df['ps_car_13_x_ps_reg_03'] = df['ps_car_13'] * df['ps_reg_03'] + return df + + dfTrain = preprocess(dfTrain) + dfTest = preprocess(dfTest) + + cols = [c for c in dfTrain.columns if c not in ['id','target']] + cols = [c for c in cols if (not c in config.IGNORE_COLS)] + + X_train = dfTrain[cols].values + y_train = dfTrain['target'].values + + X_test = dfTest[cols].values + ids_test = dfTest['id'].values + + cat_features_indices = [i for i,c in enumerate(cols) if c in config.CATEGORICAL_COLS] + + return dfTrain,dfTest,X_train,y_train,X_test,ids_test,cat_features_indices + +def run_base_model_pnn(dfTrain,dfTest,folds,pnn_params): + fd = FeatureDictionary(dfTrain=dfTrain, + dfTest=dfTest, + numeric_cols=config.NUMERIC_COLS, + ignore_cols = config.IGNORE_COLS) + data_parser = DataParser(feat_dict= fd) + # Xi_train ：列的序号 + # Xv_train ：列的对应的值 + Xi_train,Xv_train,y_train = data_parser.parse(df=dfTrain,has_label=True) + Xi_test,Xv_test,ids_test = data_parser.parse(df=dfTest) + + print(dfTrain.dtypes) + + pnn_params['feature_size'] = fd.feat_dim + pnn_params['field_size'] = len(Xi_train[0]) + + + _get = lambda x,l:[x[i] for i in l] + + + + for i, (train_idx, valid_idx) in enumerate(folds): + Xi_train_, Xv_train_, y_train_ = _get(Xi_train, train_idx), _get(Xv_train, train_idx), _get(y_train, train_idx) + Xi_valid_, Xv_valid_, y_valid_ = _get(Xi_train, valid_idx), _get(Xv_train, valid_idx), _get(y_train, valid_idx) + + pnn = PNN(**pnn_params) + pnn.fit(Xi_train_, Xv_train_, y_train_, Xi_valid_, Xv_valid_, y_valid_) + + + + + + + +pnn_params = { + "embedding_size":8, + "deep_layers":[32,32], + "dropout_deep":[0.5,0.5,0.5], + "deep_layer_activation":tf.nn.relu, + "epoch":30, + "batch_size":1024, + "learning_rate":0.001, + "optimizer":"adam", + "batch_norm":1, + "batch_norm_decay":0.995, + "verbose":True, + "random_seed":config.RANDOM_SEED, + "deep_init_size":50, + "use_inner":False + +} + +# load data +dfTrain, dfTest, X_train, y_train, X_test, ids_test, cat_features_indices = load_data() + +# folds +folds = list(StratifiedKFold(n_splits=config.NUM_SPLITS, shuffle=True, + random_state=config.RANDOM_SEED).split(X_train, y_train)) + +#y_train_pnn,y_test_pnn = run_base_model_pnn(dfTrain,dfTest,folds,pnn_params) +y_train_pnn, y_test_pnn = run_base_model_pnn(dfTrain, dfTest, folds, pnn_params) diff --git a/RS-tf/PNN/model.py b/RS-tf/PNN/model.py new file mode 100644 index 0000000..07d09b2 --- /dev/null +++ b/RS-tf/PNN/model.py @@ -0,0 +1,283 @@ +import numpy as np +import tensorflow as tf + +from time import time +from sklearn.base import BaseEstimator, TransformerMixin +from sklearn.metrics import roc_auc_score + +class PNN(BaseEstimator, TransformerMixin): + + def __init__(self, feature_size, field_size, + embedding_size=8, + deep_layers=[32, 32], deep_init_size = 50, + dropout_deep=[0.5, 0.5, 0.5], + deep_layer_activation=tf.nn.relu, + epoch=10, batch_size=256, + learning_rate=0.001, optimizer="adam", + batch_norm=0, batch_norm_decay=0.995, + verbose=False, random_seed=2016, + loss_type="logloss", eval_metric=roc_auc_score, + greater_is_better=True, + use_inner=True): + assert loss_type in ["logloss", "mse"], \ + "loss_type can be either 'logloss' for classification task or 'mse' for regression task" + + self.feature_size = feature_size + self.field_size = field_size + self.embedding_size = embedding_size + + self.deep_layers = deep_layers + self.deep_init_size = deep_init_size + self.dropout_dep = dropout_deep + self.deep_layers_activation = deep_layer_activation + + self.epoch = epoch + self.batch_size = batch_size + self.learning_rate = learning_rate + self.optimizer_type = optimizer + + self.batch_norm = batch_norm + self.batch_norm_decay = batch_norm_decay + + self.verbose = verbose + self.random_seed = random_seed + self.loss_type = loss_type + self.eval_metric = eval_metric + self.greater_is_better = greater_is_better + self.train_result,self.valid_result = [],[] + + self.use_inner = use_inner + + self._init_graph() + + def _init_graph(self): + self.graph = tf.Graph() + with self.graph.as_default(): + tf.set_random_seed(self.random_seed) + + self.feat_index = tf.placeholder(tf.int32, + shape=[None,None], + name='feat_index') + self.feat_value = tf.placeholder(tf.float32, + shape=[None,None], + name='feat_value') + + self.label = tf.placeholder(tf.float32,shape=[None,1],name='label') + self.dropout_keep_deep = tf.placeholder(tf.float32,shape=[None],name='dropout_deep_deep') + self.train_phase = tf.placeholder(tf.bool,name='train_phase') + + self.weights = self._initialize_weights() + + # Embeddings + self.embeddings = tf.nn.embedding_lookup(self.weights['feature_embeddings'],self.feat_index) # N * F * K + feat_value = tf.reshape(self.feat_value,shape=[-1,self.field_size,1]) + self.embeddings = tf.multiply(self.embeddings,feat_value) # N * F * K + + + # Linear Singal + linear_output = [] + for i in range(self.deep_init_size): + linear_output.append(tf.reshape( + tf.reduce_sum(tf.multiply(self.embeddings,self.weights['product-linear'][i]),axis=[1,2]),shape=(-1,1)))# N * 1 + + self.lz = tf.concat(linear_output,axis=1) # N * init_deep_size + + # Quardatic Singal + quadratic_output = [] + if self.use_inner: + for i in range(self.deep_init_size): + theta = tf.multiply(self.embeddings,tf.reshape(self.weights['product-quadratic-inner'][i],(1,-1,1))) # N * F * K + quadratic_output.append(tf.reshape(tf.norm(tf.reduce_sum(theta,axis=1),axis=1),shape=(-1,1))) # N * 1 + + else: + embedding_sum = tf.reduce_sum(self.embeddings,axis=1) + p = tf.matmul(tf.expand_dims(embedding_sum,2),tf.expand_dims(embedding_sum,1)) # N * K * K + for i in range(self.deep_init_size): + theta = tf.multiply(p,tf.expand_dims(self.weights['product-quadratic-outer'][i],0)) # N * K * K + quadratic_output.append(tf.reshape(tf.reduce_sum(theta,axis=[1,2]),shape=(-1,1))) # N * 1 + + self.lp = tf.concat(quadratic_output,axis=1) # N * init_deep_size + + self.y_deep = tf.nn.relu(tf.add(tf.add(self.lz, self.lp), self.weights['product-bias'])) + self.y_deep = tf.nn.dropout(self.y_deep, self.dropout_keep_deep[0]) + + + # Deep component + for i in range(0,len(self.deep_layers)): + self.y_deep = tf.add(tf.matmul(self.y_deep,self.weights["layer_%d" %i]), self.weights["bias_%d"%i]) + self.y_deep = self.deep_layers_activation(self.y_deep) + self.y_deep = tf.nn.dropout(self.y_deep,self.dropout_keep_deep[i+1]) + + + + self.out = tf.add(tf.matmul(self.y_deep,self.weights['output']),self.weights['output_bias']) + + # loss + if self.loss_type == "logloss": + self.out = tf.nn.sigmoid(self.out) + self.loss = tf.losses.log_loss(self.label, self.out) + elif self.loss_type == "mse": + self.loss = tf.nn.l2_loss(tf.subtract(self.label, self.out)) + + + + if self.optimizer_type == "adam": + self.optimizer = tf.train.AdamOptimizer(learning_rate=self.learning_rate, beta1=0.9, beta2=0.999, + epsilon=1e-8).minimize(self.loss) + elif self.optimizer_type == "adagrad": + self.optimizer = tf.train.AdagradOptimizer(learning_rate=self.learning_rate, + initial_accumulator_value=1e-8).minimize(self.loss) + elif self.optimizer_type == "gd": + self.optimizer = tf.train.GradientDescentOptimizer(learning_rate=self.learning_rate).minimize(self.loss) + elif self.optimizer_type == "momentum": + self.optimizer = tf.train.MomentumOptimizer(learning_rate=self.learning_rate, momentum=0.95).minimize( + self.loss) + + + #init + self.saver = tf.train.Saver() + init = tf.global_variables_initializer() + self.sess = tf.Session() + self.sess.run(init) + + # number of params + total_parameters = 0 + for variable in self.weights.values(): + shape = variable.get_shape() + variable_parameters = 1 + for dim in shape: + variable_parameters *= dim.value + total_parameters += variable_parameters + if self.verbose > 0: + print("#params: %d" % total_parameters) + + + + + + def _initialize_weights(self): + weights = dict() + + #embeddings + weights['feature_embeddings'] = tf.Variable( + tf.random_normal([self.feature_size,self.embedding_size],0.0,0.01), + name='feature_embeddings') + weights['feature_bias'] = tf.Variable(tf.random_normal([self.feature_size,1],0.0,1.0),name='feature_bias') + + + #Product Layers + if self.use_inner: + weights['product-quadratic-inner'] = tf.Variable(tf.random_normal([self.deep_init_size,self.field_size],0.0,0.01)) + else: + weights['product-quadratic-outer'] = tf.Variable( + tf.random_normal([self.deep_init_size, self.embedding_size,self.embedding_size], 0.0, 0.01)) + + + + weights['product-linear'] = tf.Variable(tf.random_normal([self.deep_init_size,self.field_size,self.embedding_size],0.0,0.01)) + weights['product-bias'] = tf.Variable(tf.random_normal([self.deep_init_size,],0,0,1.0)) + #deep layers + num_layer = len(self.deep_layers) + input_size = self.deep_init_size + glorot = np.sqrt(2.0/(input_size + self.deep_layers[0])) + + weights['layer_0'] = tf.Variable( + np.random.normal(loc=0,scale=glorot,size=(input_size,self.deep_layers[0])),dtype=np.float32 + ) + weights['bias_0'] = tf.Variable( + np.random.normal(loc=0,scale=glorot,size=(1,self.deep_layers[0])),dtype=np.float32 + ) + + + for i in range(1,num_layer): + glorot = np.sqrt(2.0 / (self.deep_layers[i - 1] + self.deep_layers[i])) + weights["layer_%d" % i] = tf.Variable( + np.random.normal(loc=0, scale=glorot, size=(self.deep_layers[i - 1], self.deep_layers[i])), + dtype=np.float32) # layers[i-1] * layers[i] + weights["bias_%d" % i] = tf.Variable( + np.random.normal(loc=0, scale=glorot, size=(1, self.deep_layers[i])), + dtype=np.float32) # 1 * layer[i] + + + glorot = np.sqrt(2.0/(input_size + 1)) + weights['output'] = tf.Variable(np.random.normal(loc=0,scale=glorot,size=(self.deep_layers[-1],1)),dtype=np.float32) + weights['output_bias'] = tf.Variable(tf.constant(0.01),dtype=np.float32) + + + return weights + + + def get_batch(self,Xi,Xv,y,batch_size,index): + start = index * batch_size + end = (index + 1) * batch_size + end = end if end < len(y) else len(y) + return Xi[start:end],Xv[start:end],[[y_] for y_ in y[start:end]] + + # shuffle three lists simutaneously + def shuffle_in_unison_scary(self, a, b, c): + rng_state = np.random.get_state() + np.random.shuffle(a) + np.random.set_state(rng_state) + np.random.shuffle(b) + np.random.set_state(rng_state) + np.random.shuffle(c) + + def predict(self, Xi, Xv,y): + """ + :param Xi: list of list of feature indices of each sample in the dataset + :param Xv: list of list of feature values of each sample in the dataset + :return: predicted probability of each sample + """ + # dummy y + feed_dict = {self.feat_index: Xi, + self.feat_value: Xv, + self.label: y, + self.dropout_keep_deep: [1.0] * len(self.dropout_dep), + self.train_phase: True} + + loss = self.sess.run([self.loss], feed_dict=feed_dict) + + return loss + + + def fit_on_batch(self,Xi,Xv,y): + feed_dict = {self.feat_index:Xi, + self.feat_value:Xv, + self.label:y, + self.dropout_keep_deep:self.dropout_dep, + self.train_phase:True} + + loss,opt = self.sess.run([self.loss,self.optimizer],feed_dict=feed_dict) + + return loss + + def fit(self, Xi_train, Xv_train, y_train, + Xi_valid=None, Xv_valid=None, y_valid=None, + early_stopping=False, refit=False): + """ + :param Xi_train: [[ind1_1, ind1_2, ...], [ind2_1, ind2_2, ...], ..., [indi_1, indi_2, ..., indi_j, ...], ...] + indi_j is the feature index of feature field j of sample i in the training set + :param Xv_train: [[val1_1, val1_2, ...], [val2_1, val2_2, ...], ..., [vali_1, vali_2, ..., vali_j, ...], ...] + vali_j is the feature value of feature field j of sample i in the training set + vali_j can be either binary (1/0, for binary/categorical features) or float (e.g., 10.24, for numerical features) + :param y_train: label of each sample in the training set + :param Xi_valid: list of list of feature indices of each sample in the validation set + :param Xv_valid: list of list of feature values of each sample in the validation set + :param y_valid: label of each sample in the validation set + :param early_stopping: perform early stopping or not + :param refit: refit the model on the train+valid dataset or not + :return: None + """ + has_valid = Xv_valid is not None + for epoch in range(self.epoch): + t1 = time() + self.shuffle_in_unison_scary(Xi_train, Xv_train, y_train) + total_batch = int(len(y_train) / self.batch_size) + for i in range(total_batch): + Xi_batch, Xv_batch, y_batch = self.get_batch(Xi_train, Xv_train, y_train, self.batch_size, i) + self.fit_on_batch(Xi_batch, Xv_batch, y_batch) + + if has_valid: + y_valid = np.array(y_valid).reshape((-1,1)) + loss = self.predict(Xi_valid, Xv_valid, y_valid) + print("epoch",epoch,"loss",loss) \ No newline at end of file -- GitLab