From 7595787540e53f70012adf7defa7a4f3e2fb46b0 Mon Sep 17 00:00:00 2001 From: OrestisAlpos Date: Thu, 13 Apr 2017 21:22:13 +0300 Subject: [PATCH] Added code for creating, training and evaluating RNNs. --- RNNHandler.py | 126 ++++++++ RNN_1A.py | 26 ++ RNN_1B.py | 26 ++ RNN_1C.py | 26 ++ RNN_plot_all.py | 85 ++++++ RNNmodels/RNN_1.json | 1 + RNNmodels/RNN_1.png | Bin 0 -> 7970 bytes RNNmodels/RNN_1A.json | 1 + RNNmodels/RNN_1A.png | Bin 0 -> 7970 bytes RNNmodels/RNN_1B.json | 1 + RNNmodels/RNN_1B.png | Bin 0 -> 7970 bytes RNNmodels/RNN_1C.json | 1 + RNNmodels/RNN_1C.png | Bin 0 -> 7970 bytes RNNresults/Dataset Dataset0, Model RNN_1C.png | Bin 0 -> 59027 bytes RNNresults/Dataset Dataset1, RNN RNN_1A.png | Bin 0 -> 74358 bytes RNNresults/Dataset Dataset2, RNN RNN_1A.png | Bin 0 -> 74188 bytes RNNresults/Dataset Dataset3, RNN RNN_1A.png | Bin 0 -> 58563 bytes .../Dataset: Dataset5, Model RNN_1B.png | Bin 0 -> 66979 bytes RNNresults/OLD/RNNresultsDataset2 | 45 +++ RNNresults/OLD/RNNresultsDataset4 | 0 RNNresults/OLD/RNNresultsDataset5 | 45 +++ RNNresults/OLD/RNNresultsDataset6 | 5 + ...Binary-Crossentropy, MSE Opt: adagrad.png | Bin 0 -> 51264 bytes ... 5 Losses: Crossentropy, MSE Opt: sgd.png | Bin 0 -> 67716 bytes ....RNN Dataset 6 Loss: MSE Opt: adagrad.png | Bin 0 -> 40250 bytes RNNresults/RNN_1A.Dataset1 | 217 +++++++++++++ RNNresults/RNN_1A.Dataset2 | 144 +++++++++ RNNresults/RNN_1A.Dataset3 | 144 +++++++++ RNNresults/RNN_1A.Dataset4 | 40 +++ RNNresults/RNN_1B.Dataset5 | 288 ++++++++++++++++++ RNNresults/RNN_1C.Dataset0 | 108 +++++++ 31 files changed, 1329 insertions(+) create mode 100644 RNNHandler.py create mode 100644 RNN_1A.py create mode 100644 RNN_1B.py create mode 100644 RNN_1C.py create mode 100644 RNN_plot_all.py create mode 100644 RNNmodels/RNN_1.json create mode 100644 RNNmodels/RNN_1.png create mode 100644 RNNmodels/RNN_1A.json create mode 100644 RNNmodels/RNN_1A.png create mode 100644 RNNmodels/RNN_1B.json create mode 100644 RNNmodels/RNN_1B.png create mode 100644 RNNmodels/RNN_1C.json create mode 100644 RNNmodels/RNN_1C.png create mode 100644 RNNresults/Dataset Dataset0, Model RNN_1C.png create mode 100644 RNNresults/Dataset Dataset1, RNN RNN_1A.png create mode 100644 RNNresults/Dataset Dataset2, RNN RNN_1A.png create mode 100644 RNNresults/Dataset Dataset3, RNN RNN_1A.png create mode 100644 RNNresults/Dataset: Dataset5, Model RNN_1B.png create mode 100644 RNNresults/OLD/RNNresultsDataset2 create mode 100644 RNNresults/OLD/RNNresultsDataset4 create mode 100644 RNNresults/OLD/RNNresultsDataset5 create mode 100644 RNNresults/OLD/RNNresultsDataset6 create mode 100644 RNNresults/OLD/Z.RNN Dataset 2 Losses: Binary-Crossentropy, MSE Opt: adagrad.png create mode 100644 RNNresults/OLD/Z.RNN Dataset 5 Losses: Crossentropy, MSE Opt: sgd.png create mode 100644 RNNresults/OLD/Z.RNN Dataset 6 Loss: MSE Opt: adagrad.png create mode 100644 RNNresults/RNN_1A.Dataset1 create mode 100644 RNNresults/RNN_1A.Dataset2 create mode 100644 RNNresults/RNN_1A.Dataset3 create mode 100644 RNNresults/RNN_1A.Dataset4 create mode 100644 RNNresults/RNN_1B.Dataset5 create mode 100644 RNNresults/RNN_1C.Dataset0 diff --git a/RNNHandler.py b/RNNHandler.py new file mode 100644 index 0000000..75a5227 --- /dev/null +++ b/RNNHandler.py @@ -0,0 +1,126 @@ +import keras.utils +from keras.models import Sequential, model_from_json, load_model +from keras.layers import Dense, Activation, SimpleRNN +from keras.utils.visualize_util import plot +import keras.utils.np_utils +from keras.utils.np_utils import to_categorical + +import os +import numpy as np +import datetime +import random +from reader import Reader +from sklearn import metrics +import matplotlib.pyplot as plt +from sklearn import metrics + +def MyMetrics(y_true, y_pred): + y_pred[y_pred<0.5] = 0 + y_pred[y_pred>=0.5] = 1 + if np.count_nonzero(y_pred == 1) == y_pred.shape[0]: + y_pred[0]=0 + if np.count_nonzero(y_pred == 0) == y_pred.shape[0]: + y_pred[0]= 1 + if np.count_nonzero(y_true == 1) == y_true.shape[0]: + y_true[0]=0 + if np.count_nonzero(y_true == 0) == y_true.shape[0]: + y_true[0]= 1 + confusion = metrics.confusion_matrix(y_true, y_pred) + TP = confusion[1, 1] + TN = confusion[0, 0] + FP = confusion[0, 1] + FN = confusion[1, 0] + precision = TP / (TP + FP) + recall = TP / (TP + FN) + fscore = 2 * precision * recall / ( precision + recall) + return (precision, recall, fscore) + + +class RNNHandler: + + results_directory = '/home/orestis/net/RNNresults' + models_directory = '/home/orestis/net/RNNmodels' + + def __init__(self, model_name, num_categories, loss, optimizer): + # GET THE MODEL + fp_model = open(os.path.join(self.models_directory, model_name + '.json'), 'r') + model_str = fp_model.read() + self.model = model_from_json(model_str) + self.model.compile(loss=loss, optimizer=optimizer, metrics=['accuracy']) + fp_model.close() + + self.model_name = model_name + self.num_categories = num_categories + self.loss = loss + self.optimizer = optimizer + + + def fit_and_eval(self, x_train, y_train, x_test, y_test, nb_epoch, dataset_name): #batch_size is always 1 and shuffle is always False, so we don't pass them as parameters + self.results_file = os.path.join(self.results_directory, self.model_name + '.' + dataset_name) + self.write_result('Model:' + self.model_name + ' Dataset:' + dataset_name + ' Loss:' + self.loss + ' Optimizer:' + self.optimizer + ' Dropout:No') + self.write_result('Epoch|Loss|Accuracy|Precision|Recall|Fscore') + res_loss = [] + res_accuracy = [] + res_precision = [] + res_recall = [] + res_fscore = [] + x_train = x_train.reshape(x_train.shape[0], 1, -1) + x_test = x_test.reshape(x_test.shape[0], 1, -1) + if self.num_categories > 2: + y_train = to_categorical(y_train, self.num_categories) + y_test = to_categorical(y_test, self.num_categories) + for i in range(1, nb_epoch+1): + self.model.fit(x_train, y_train, batch_size=1, nb_epoch=1, shuffle=False) + self.model.reset_states() + (loss, accuracy) = self.model.evaluate(x_test, y_test, batch_size=1) + self.model.reset_states() + res_loss.append(loss) + res_accuracy.append(accuracy) + (precision, recall, fscore) = (0,0,0) + if self.num_categories == 2: + y_pred = self.model.predict(x_test, batch_size=1) + self.model.reset_states() + (precision, recall, fscore) = MyMetrics(y_test, y_pred) + res_precision.append(precision) + res_recall.append(recall) + res_fscore.append(fscore) + self.write_result(str(i) +'|'+ str(loss) +'|'+ str(accuracy) +'|'+ str(precision) +'|'+ str(recall) +'|'+ str(fscore)) + + return (res_loss, res_accuracy, res_precision, res_recall, res_fscore) + + + def write_result(self, text): + fp = open(self.results_file, 'a') + fp.write(text + '\n') + fp.close() + +# def save_weights(): + + + + @staticmethod + def plot_results(title, metric, results): + lns = [] + for k in results.keys(): + result = results[k] + myplot = plt.subplot() + myplot.grid(True) + myplot.set_xlabel("Epoch Number") + myplot.set_ylabel(metric) + x_Axis = np.arange(1, len(result)+1) + #myplot.xaxis.set_ticks(x_Axis)#np.arange( 1, len(x_Axis)+1, 1)) + #myplot.set_xticklabels(x_Axis, rotation=0) + tokens = k.split('|') + loss = tokens[0] + if loss=='categorical_crossentropy' or loss=='binary_crossentropy': + loss = 'crossentropy' + optimizer = tokens[1] + line = myplot.plot(x_Axis, result, label = 'loss:' + loss + ' opt:' + optimizer) + lns = lns + line + box = myplot.get_position() + myplot.set_position([box.x0, box.y0 + box.height * 0.30, box.width, box.height * 0.70]) + labs = [l.get_label() for l in lns] + plt.title(title) + lgd = plt.legend(lns, labs, loc='upper center', bbox_to_anchor=(0.5, -0.12), fancybox=True, shadow=True, ncol=2) + plt.savefig('/home/orestis/net/RNNresults/' + title + '.png') + plt.clf() diff --git a/RNN_1A.py b/RNN_1A.py new file mode 100644 index 0000000..924227c --- /dev/null +++ b/RNN_1A.py @@ -0,0 +1,26 @@ + +from keras.models import Sequential +from keras.layers import Dense, Activation, SimpleRNN +from keras.utils.visualize_util import plot +import os +import numpy as np +from reader import Reader + + +length = Reader.getInputShape() + +model = Sequential() + +#EXPECTS INPUT AS (nb_sample, timesteps, nb_features), where nb_sample=1 (batch_size = 1), timesteps = 1 and nb_features = length + +#model.add(Dense(40, input_dim = 12, init='uniform', activation='relu')) +model.add(SimpleRNN(output_dim=50, input_shape=(1,length), batch_input_shape=(1,1,length), init='uniform', inner_init='uniform', activation='relu', stateful=True)) +model.add(Dense(1, init='uniform', activation = 'sigmoid')) + + +model.summary() +plot(model, to_file='/home/orestis/net/RNNmodels/RNN_1A.png') +fp = open('/home/orestis/net/RNNmodels/RNN_1A.json', 'w') +fp.write(model.to_json()) +fp.close() + diff --git a/RNN_1B.py b/RNN_1B.py new file mode 100644 index 0000000..dd51820 --- /dev/null +++ b/RNN_1B.py @@ -0,0 +1,26 @@ + +from keras.models import Sequential +from keras.layers import Dense, Activation, SimpleRNN +from keras.utils.visualize_util import plot +import os +import numpy as np +from reader import Reader + + +length = Reader.getInputShape() + +model = Sequential() + +#EXPECTS INPUT AS (nb_sample, timesteps, nb_features), where nb_sample=1 (batch_size = 1), timesteps = 1 and nb_features = length + +#model.add(Dense(40, input_dim = 12, init='uniform', activation='relu')) +model.add(SimpleRNN(output_dim=50, input_shape=(1,length), batch_input_shape=(1,1,length), init='uniform', inner_init='uniform', activation='relu', stateful=True)) +model.add(Dense(3, init='uniform', activation = 'softmax')) + + +model.summary() +plot(model, to_file='/home/orestis/net/RNNmodels/RNN_1B.png') +fp = open('/home/orestis/net/RNNmodels/RNN_1B.json', 'w') +fp.write(model.to_json()) +fp.close() + diff --git a/RNN_1C.py b/RNN_1C.py new file mode 100644 index 0000000..46f0918 --- /dev/null +++ b/RNN_1C.py @@ -0,0 +1,26 @@ + +from keras.models import Sequential +from keras.layers import Dense, Activation, SimpleRNN +from keras.utils.visualize_util import plot +import os +import numpy as np +from reader import Reader + + +length = Reader.getInputShape() + +model = Sequential() + +#EXPECTS INPUT AS (nb_sample, timesteps, nb_features), where nb_sample=1 (batch_size = 1), timesteps = 1 and nb_features = length + +#model.add(Dense(40, input_dim = 12, init='uniform', activation='relu')) +model.add(SimpleRNN(output_dim=50, input_shape=(1,length), batch_input_shape=(1,1,length), init='uniform', inner_init='uniform', activation='relu', stateful=True)) +model.add(Dense(5, init='uniform', activation = 'softmax')) + + +model.summary() +plot(model, to_file='/home/orestis/net/RNNmodels/RNN_1C.png') +fp = open('/home/orestis/net/RNNmodels/RNN_1C.json', 'w') +fp.write(model.to_json()) +fp.close() + diff --git a/RNN_plot_all.py b/RNN_plot_all.py new file mode 100644 index 0000000..3d2f9b7 --- /dev/null +++ b/RNN_plot_all.py @@ -0,0 +1,85 @@ +import keras.utils +from keras.models import Sequential, model_from_json, load_model +from keras.layers import Dense, Activation, SimpleRNN +from keras.utils.visualize_util import plot +import keras.utils.np_utils +from keras.utils.np_utils import to_categorical + +import os +import numpy as np +import datetime +import random +from reader import Reader +from sklearn import metrics +import matplotlib.pyplot as plt +from sklearn import metrics +import RNNHandler + + +#(1, 'Dataset1', 2, 'RNN_1A') +#(2, 'Dataset2', 2, 'RNN_1A') +#(3, 'Dataset3', 2, 'RNN_1A') !! grafiki +#(4, 'Dataset4', 2, 'RNN_1A') !!! mixed type binary and continous +#(5, 'Dataset5', 3, 'RNN_1B') +categorical +dataset_id = 5 +dataset_name = 'Dataset5' +num_classes = 3 +RNN_name = 'RNN_1B' + +num_epochs = 10 + +(x_train, y_train), (x_test, y_test) = Reader.getDataset(dataset_id) +x_train = x_train[0:1000,:] +y_train = y_train[0:1000] +x_test = x_test[0:1000,:] +y_test = y_test[0:1000] + +results = {} +for loss in ['mae', 'mse', 'categorical_crossentropy']: #categorical_crossentropy + for optimizer in ['sgd','adagrad', 'rmsprop']: + RNNmodel = RNNHandler.RNNHandler(RNN_name, num_classes, loss, optimizer) + (res_loss, res_accuracy, res_precision, res_recall, res_fscore) = RNNmodel.fit_and_eval(x_train, y_train, x_test, y_test, num_epochs, dataset_name) + if num_classes == 2: + results[loss + '|' + optimizer] = res_fscore + else: + results[loss + '|' + optimizer] = res_accuracy + +title = 'Dataset ' + dataset_name + ', ' + 'Model ' + RNN_name +metric = 'accuracy' +if num_classes == 2: + metric = 'fscore' +RNNHandler.RNNHandler.plot_results(title, metric, results) + + + +#(6, 'Dataset0', 5, 'RNN_1C') +categorical +dataset_id = 6 +dataset_name = 'Dataset0' +num_classes = 5 +RNN_name = 'RNN_1C' + +num_epochs = 10 + +fp_logfile = open('/home/orestis/net/debug/logfile', "a") +reader = Reader(fp_logfile, False) +(x_train, y_train), (x_test, y_test) = reader.getDataNormalized() +x_train = x_train[0:1000,:] +y_train = y_train[0:1000] +x_test = x_test[0:1000,:] +y_test = y_test[0:1000] +results = {} +for loss in ['mae', 'mse', 'categorical_crossentropy']: + for optimizer in ['sgd','adagrad', 'rmsprop']: + RNNmodel = RNNHandler.RNNHandler(RNN_name, num_classes, loss, optimizer) + (res_loss, res_accuracy, res_precision, res_recall, res_fscore) = RNNmodel.fit_and_eval(x_train, y_train, x_test, y_test, num_epochs, dataset_name) + if num_classes == 2: + results[loss + '|' + optimizer] = res_fscore + else: + results[loss + '|' + optimizer] = res_accuracy + +title = 'Dataset: ' + dataset_name + ', ' + 'Model: ' + RNN_name +metric = 'accuracy' +if num_classes == 2: + metric = 'fscore' +RNNHandler.RNNHandler.plot_results(title, metric, results) + diff --git a/RNNmodels/RNN_1.json b/RNNmodels/RNN_1.json new file mode 100644 index 0000000..2d9ab94 --- /dev/null +++ b/RNNmodels/RNN_1.json @@ -0,0 +1 @@ +{"class_name": "Sequential", "config": [{"class_name": "SimpleRNN", "config": {"b_regularizer": null, 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