diff --git a/MLP_train_vs_test_error.py b/MLP_train_vs_test_error.py index a258543..c203e78 100644 --- a/MLP_train_vs_test_error.py +++ b/MLP_train_vs_test_error.py @@ -1,5 +1,6 @@ import os -from keras.models import model_from_json, Sequential +from keras import optimizers +from keras.models import model_from_json, Sequential, load_model from keras.layers import Activation, Dense, Dropout from keras.engine import Input, Model import keras.utils @@ -23,7 +24,7 @@ def get_model(num_hid_layers, cells_per_layer, dropout_rate): for i in range(num_hid_layers): model.add(Dense(cells_per_layer, activation='relu')) model.add(Dropout(dropout_rate)) - model.add(Dense(1, activation='sigmoid'))#softmax se multiclass, sigmoid se 2class + model.add(Dense(5, activation='softmax'))#softmax se multiclass, sigmoid se 2class model_name = models_directory + 'MLP.hidlay' + str(num_hid_layers) + '.cells' + str(cells_per_layer) + '.drop' + str(dropout_rate) plot_model(model, to_file = model_name + '.2class' + '.png', show_shapes=True) fp_model = open(model_name + '.2class' + '.json', 'w+') @@ -41,22 +42,23 @@ def fit_and_eval(dataset_id, num_hid_layers, cells_per_layer, dropout_rate): #y_train = y_train[0:100] #x_test = x_test[0:100,:] #y_test = y_test[0:100] - num_classes = 2 - nb_epoch = 500 - optimizer = 'sgd' - loss_function = 'mse' + model_name = str(num_hid_layers) + '.' + str(cells_per_layer) + '.' + str(dropout_rate) + num_classes = 5 + nb_epoch = 100 + optimizer = 'rmsprop' + optimizer_w_params = optimizers.RMSprop(lr=0.0001) + loss_function = 'categorical_crossentropy' results_file = results_directory + dataset_name + '.' + loss_function + '.' + optimizer + '.Dropout' + str(dropout_rate) + 'Layers' + str(num_hid_layers) + '.Cells' + str(cells_per_layer) write_results(results_file, 'loss|acc|val_loss|val_acc') model = get_model(num_hid_layers, cells_per_layer, dropout_rate) model.compile(optimizer=optimizer, loss=loss_function, metrics=['accuracy']) - #model.fit(x_train, keras.utils.np_utils.to_categorical(y_train, num_classes), epochs = nb_epoch, batch_size = 128, shuffle=True) - hist = model.fit(x_train, y_train, validation_data=(x_test,y_test), epochs = nb_epoch, batch_size = 128, shuffle=True) - #ev = model.evaluate(x = x_test, y = keras.utils.np_utils.to_categorical(y_test, num_classes), batch_size = 128) - #ev = model.evaluate(x = x_test, y = y_test, batch_size = 128) + hist = model.fit(x_train, keras.utils.np_utils.to_categorical(y_train, num_classes), validation_data =(x_test,keras.utils.np_utils.to_categorical(y_test)), epochs = nb_epoch, batch_size = 128, shuffle=True) + #hist = model.fit(x_train, y_train, validation_data=(x_test,y_test), epochs = nb_epoch, batch_size = 128, shuffle=True) write_results(results_file,hist.history['loss']) write_results(results_file,hist.history['acc']) write_results(results_file,hist.history['val_loss']) write_results(results_file,hist.history['val_acc']) + model.save(models_directory + '/full_models/' + dataset_name + '.' + model_name + '.h5') def write_results(results_file, text): fp_results = open(results_file, 'a') @@ -64,6 +66,5 @@ def write_results(results_file, text): fp_results.write('\n') fp_results.close() -fit_and_eval(3,1,40,0.5) -fit_and_eval(3,4,40,0.5) +fit_and_eval(0,2,30,0.4) diff --git a/MLPmodels/MLP.hidlay1.cells40.drop0.5.2class.json b/MLPmodels/MLP.hidlay1.cells40.drop0.5.2class.json index 254ff35..d13f729 100644 --- a/MLPmodels/MLP.hidlay1.cells40.drop0.5.2class.json +++ b/MLPmodels/MLP.hidlay1.cells40.drop0.5.2class.json @@ -1 +1 @@ -{"config": [{"config": {"activation": "relu", "use_bias": true, "kernel_regularizer": null, "kernel_constraint": null, "name": "dense_1", "dtype": "float32", "batch_input_shape": [null, 79], "kernel_initializer": {"config": {"distribution": "uniform", "mode": "fan_avg", "scale": 1.0, "seed": null}, "class_name": "VarianceScaling"}, "bias_initializer": {"config": {}, "class_name": "Zeros"}, "trainable": true, "activity_regularizer": null, "bias_constraint": null, "bias_regularizer": null, "units": 40}, "class_name": "Dense"}, {"config": {"name": "dropout_1", "trainable": true, "rate": 0.5}, "class_name": "Dropout"}, {"config": {"activation": "relu", "use_bias": true, "kernel_constraint": null, "name": "dense_2", "bias_constraint": null, "kernel_initializer": {"config": {"distribution": "uniform", "mode": "fan_avg", "scale": 1.0, "seed": null}, "class_name": "VarianceScaling"}, "bias_initializer": {"config": {}, "class_name": "Zeros"}, "bias_regularizer": null, "trainable": true, "activity_regularizer": null, "kernel_regularizer": null, "units": 40}, "class_name": "Dense"}, {"config": {"name": "dropout_2", "trainable": true, "rate": 0.5}, "class_name": "Dropout"}, {"config": {"activation": "sigmoid", "use_bias": true, "kernel_constraint": null, "name": "dense_3", "bias_constraint": null, "kernel_initializer": {"config": {"distribution": "uniform", "mode": "fan_avg", "scale": 1.0, "seed": null}, "class_name": "VarianceScaling"}, "bias_initializer": {"config": {}, "class_name": "Zeros"}, "bias_regularizer": null, "trainable": true, "activity_regularizer": null, "kernel_regularizer": null, "units": 1}, "class_name": "Dense"}], "backend": "theano", "class_name": "Sequential", "keras_version": "2.0.3"} \ No newline at end of file +{"backend": "theano", "config": [{"config": {"name": "dense_1", "bias_constraint": null, "trainable": true, "dtype": "float32", "kernel_constraint": null, "units": 40, "batch_input_shape": [null, 79], "activation": "relu", "kernel_initializer": {"config": {"seed": null, "distribution": "uniform", "scale": 1.0, "mode": "fan_avg"}, "class_name": "VarianceScaling"}, "kernel_regularizer": null, "bias_regularizer": null, "use_bias": true, "activity_regularizer": null, "bias_initializer": {"config": {}, "class_name": "Zeros"}}, "class_name": "Dense"}, {"config": {"name": "dropout_1", "trainable": true, "rate": 0.5}, "class_name": "Dropout"}, {"config": {"name": "dense_2", "bias_constraint": null, "trainable": true, "kernel_constraint": null, "units": 40, "activation": "relu", "kernel_initializer": {"config": {"seed": null, "distribution": "uniform", "scale": 1.0, "mode": "fan_avg"}, "class_name": "VarianceScaling"}, "kernel_regularizer": null, "bias_regularizer": null, "use_bias": true, "activity_regularizer": null, "bias_initializer": {"config": {}, "class_name": "Zeros"}}, "class_name": "Dense"}, {"config": {"name": "dropout_2", "trainable": true, "rate": 0.5}, "class_name": "Dropout"}, {"config": {"name": "dense_3", "bias_constraint": null, "trainable": true, "kernel_constraint": null, "units": 5, "activation": "softmax", "kernel_initializer": {"config": {"seed": null, "distribution": "uniform", "scale": 1.0, "mode": "fan_avg"}, "class_name": "VarianceScaling"}, "kernel_regularizer": null, "bias_regularizer": null, "use_bias": true, "activity_regularizer": null, "bias_initializer": {"config": {}, "class_name": "Zeros"}}, "class_name": "Dense"}], "class_name": "Sequential", "keras_version": "2.0.3"} \ No newline at end of file diff --git a/MLPmodels/MLP.hidlay1.cells40.drop0.5.2class.png b/MLPmodels/MLP.hidlay1.cells40.drop0.5.2class.png index bec253c..3d0d84d 100644 Binary files a/MLPmodels/MLP.hidlay1.cells40.drop0.5.2class.png and b/MLPmodels/MLP.hidlay1.cells40.drop0.5.2class.png differ diff --git a/MLPmodels/MLP.hidlay2.cells30.drop0.4.2class.json b/MLPmodels/MLP.hidlay2.cells30.drop0.4.2class.json index cf8fbde..f3d4871 100644 --- a/MLPmodels/MLP.hidlay2.cells30.drop0.4.2class.json +++ b/MLPmodels/MLP.hidlay2.cells30.drop0.4.2class.json @@ -1 +1 @@ -{"config": [{"config": {"bias_constraint": null, "dtype": "float32", "bias_regularizer": null, "bias_initializer": {"config": {}, "class_name": "Zeros"}, "trainable": true, "kernel_constraint": null, "batch_input_shape": [null, 79], "units": 30, "use_bias": true, "name": "dense_430", "kernel_regularizer": null, "activity_regularizer": null, "activation": "relu", "kernel_initializer": {"config": {"distribution": "uniform", "scale": 1.0, "mode": "fan_avg", "seed": null}, "class_name": "VarianceScaling"}}, "class_name": "Dense"}, {"config": {"name": "dropout_319", "trainable": true, "rate": 0.4}, "class_name": "Dropout"}, {"config": {"bias_constraint": null, "bias_initializer": {"config": {}, "class_name": "Zeros"}, "bias_regularizer": null, "trainable": true, "kernel_constraint": null, "units": 30, "use_bias": true, "name": "dense_431", "kernel_regularizer": null, "activity_regularizer": null, "activation": "relu", "kernel_initializer": {"config": {"distribution": "uniform", "scale": 1.0, "mode": "fan_avg", "seed": null}, "class_name": "VarianceScaling"}}, "class_name": "Dense"}, {"config": {"name": "dropout_320", "trainable": true, "rate": 0.4}, "class_name": "Dropout"}, {"config": {"bias_constraint": null, "bias_initializer": {"config": {}, "class_name": "Zeros"}, "bias_regularizer": null, "trainable": true, "kernel_constraint": null, "units": 30, "use_bias": true, "name": "dense_432", "kernel_regularizer": null, "activity_regularizer": null, "activation": "relu", "kernel_initializer": {"config": {"distribution": "uniform", "scale": 1.0, "mode": "fan_avg", "seed": null}, "class_name": "VarianceScaling"}}, "class_name": "Dense"}, {"config": {"name": "dropout_321", "trainable": true, "rate": 0.4}, "class_name": "Dropout"}, {"config": {"bias_constraint": null, "bias_initializer": {"config": {}, "class_name": "Zeros"}, "bias_regularizer": null, "trainable": true, "kernel_constraint": null, "units": 1, "use_bias": true, "name": "dense_433", "kernel_regularizer": null, "activity_regularizer": null, "activation": "sigmoid", "kernel_initializer": {"config": {"distribution": "uniform", "scale": 1.0, "mode": "fan_avg", "seed": null}, "class_name": "VarianceScaling"}}, "class_name": "Dense"}], "backend": "theano", "class_name": "Sequential", "keras_version": "2.0.3"} \ No newline at end of file +{"keras_version": "2.0.3", "class_name": "Sequential", "backend": "theano", "config": [{"class_name": "Dense", "config": {"use_bias": true, "dtype": "float32", "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"seed": null, "distribution": "uniform", "mode": "fan_avg", "scale": 1.0}}, "activity_regularizer": null, "bias_constraint": null, "trainable": true, "name": "dense_1", "kernel_constraint": null, "activation": "relu", "bias_regularizer": null, "batch_input_shape": [null, 79], "units": 30, "kernel_regularizer": null}}, {"class_name": "Dropout", "config": {"trainable": true, "rate": 0.4, "name": "dropout_1"}}, {"class_name": "Dense", "config": {"use_bias": true, "units": 30, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"seed": null, "distribution": "uniform", "mode": "fan_avg", "scale": 1.0}}, "activity_regularizer": null, "bias_constraint": null, "trainable": true, "kernel_regularizer": null, "kernel_constraint": null, "bias_regularizer": null, "name": "dense_2", "activation": "relu"}}, {"class_name": "Dropout", "config": {"trainable": true, "rate": 0.4, "name": "dropout_2"}}, {"class_name": "Dense", "config": {"use_bias": true, "units": 30, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"seed": null, "distribution": "uniform", "mode": "fan_avg", "scale": 1.0}}, "activity_regularizer": null, "bias_constraint": null, "trainable": true, "kernel_regularizer": null, "kernel_constraint": null, "bias_regularizer": null, "name": "dense_3", "activation": "relu"}}, {"class_name": "Dropout", "config": {"trainable": true, "rate": 0.4, "name": "dropout_3"}}, {"class_name": "Dense", "config": {"use_bias": true, "units": 5, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"seed": null, "distribution": 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{"config": {"activation": "relu", "use_bias": true, "kernel_constraint": null, "name": "dense_6", "bias_constraint": null, "kernel_initializer": {"config": {"distribution": "uniform", "mode": "fan_avg", "scale": 1.0, "seed": null}, "class_name": "VarianceScaling"}, "bias_initializer": {"config": {}, "class_name": "Zeros"}, "bias_regularizer": null, "trainable": true, "activity_regularizer": null, "kernel_regularizer": null, "units": 40}, "class_name": "Dense"}, {"config": {"name": "dropout_5", "trainable": true, "rate": 0.5}, "class_name": "Dropout"}, {"config": {"activation": "relu", "use_bias": true, "kernel_constraint": null, "name": "dense_7", "bias_constraint": null, "kernel_initializer": {"config": {"distribution": "uniform", "mode": "fan_avg", "scale": 1.0, "seed": null}, "class_name": "VarianceScaling"}, "bias_initializer": {"config": {}, "class_name": "Zeros"}, "bias_regularizer": null, "trainable": true, "activity_regularizer": null, "kernel_regularizer": null, "units": 40}, "class_name": "Dense"}, {"config": {"name": "dropout_6", "trainable": true, "rate": 0.5}, "class_name": "Dropout"}, {"config": {"activation": "relu", "use_bias": true, "kernel_constraint": null, "name": "dense_8", "bias_constraint": null, "kernel_initializer": {"config": {"distribution": "uniform", "mode": "fan_avg", "scale": 1.0, "seed": null}, "class_name": "VarianceScaling"}, "bias_initializer": {"config": {}, "class_name": "Zeros"}, "bias_regularizer": null, "trainable": true, "activity_regularizer": null, "kernel_regularizer": null, "units": 40}, "class_name": "Dense"}, {"config": {"name": "dropout_7", "trainable": true, "rate": 0.5}, "class_name": "Dropout"}, {"config": {"activation": "sigmoid", "use_bias": true, "kernel_constraint": null, "name": "dense_9", "bias_constraint": null, "kernel_initializer": {"config": {"distribution": "uniform", "mode": "fan_avg", "scale": 1.0, "seed": null}, "class_name": "VarianceScaling"}, "bias_initializer": {"config": {}, "class_name": 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"activity_regularizer": null, "units": 40, "kernel_regularizer": null, "trainable": true, "use_bias": true, "bias_regularizer": null, "kernel_constraint": null, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"distribution": "uniform", "mode": "fan_avg", "scale": 1.0, "seed": null}}, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}}}}, {"class_name": "Dropout", "config": {"name": "dropout_2", "trainable": true, "rate": 0.5}}, {"class_name": "Dense", "config": {"name": "dense_3", "activation": "relu", "activity_regularizer": null, "units": 40, "kernel_regularizer": null, "trainable": true, "use_bias": true, "bias_regularizer": null, "kernel_constraint": null, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"distribution": "uniform", "mode": "fan_avg", "scale": 1.0, "seed": null}}, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}}}}, {"class_name": "Dropout", "config": {"name": 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"bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}}}}, {"class_name": "Dropout", "config": {"name": "dropout_5", "trainable": true, "rate": 0.5}}, {"class_name": "Dense", "config": {"name": "dense_6", "activation": "softmax", "activity_regularizer": null, "units": 5, "kernel_regularizer": null, "trainable": true, "use_bias": true, "bias_regularizer": null, "kernel_constraint": null, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"distribution": "uniform", "mode": "fan_avg", "scale": 1.0, "seed": null}}, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}}}}], "keras_version": "2.0.3", "backend": "theano"} \ No newline at end of file diff --git a/MLPmodels/MLP.hidlay4.cells40.drop0.5.2class.png b/MLPmodels/MLP.hidlay4.cells40.drop0.5.2class.png index cb89da3..cab69d1 100644 Binary files a/MLPmodels/MLP.hidlay4.cells40.drop0.5.2class.png and b/MLPmodels/MLP.hidlay4.cells40.drop0.5.2class.png differ diff 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--git a/RNN_1C.py b/RNN_1C.py index 2ef693d..0de369c 100644 --- a/RNN_1C.py +++ b/RNN_1C.py @@ -14,7 +14,7 @@ #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(units=50, input_shape=(1,length), batch_input_shape=(1,1,length), kernel_initializer='uniform', recurrent_initializer='uniform', activation='relu', stateful=True)) +model.add(SimpleRNN(units=50, input_shape=(1,length), batch_input_shape=(1,1,length), kernel_initializer='random_uniform', recurrent_initializer='random_uniform', activation='relu', stateful=True)) model.add(Dense(5, kernel_initializer='uniform', activation = 'softmax')) diff --git a/RNN_2C.py b/RNN_2C.py new file mode 100644 index 0000000..631efd5 --- /dev/null +++ b/RNN_2C.py @@ -0,0 +1,27 @@ + +from keras.models import Sequential +from keras.layers import Dense, Activation, SimpleRNN +from keras.utils.vis_utils import plot_model +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(units=50, input_shape=(1,length), batch_input_shape=(1,1,length), recurrent_initializer='random_uniform', kernel_initializer='random_uniform', activation='relu', return_sequences=True, stateful=True)) +model.add(SimpleRNN(units=50, recurrent_initializer='random_uniform', kernel_initializer='random_uniform', activation='relu', stateful=True)) +model.add(Dense(5, kernel_initializer='random_uniform', activation = 'softmax')) + + +model.summary() +plot_model(model, to_file='./RNNmodels/RNN_2C.png', show_shapes=True) +fp = open('./RNNmodels/RNN_2C.json', 'w') +fp.write(model.to_json()) +fp.close() + diff --git a/RNN_plot_all.py b/RNN_plot_all.py index 5207abd..b34fd9a 100644 --- a/RNN_plot_all.py +++ b/RNN_plot_all.py @@ -22,12 +22,12 @@ #(4, 'Dataset4', 2, 'RNN_1A') !!! mixed type binary and continous #(5, 'Dataset5', 3, 'RNN_1B') +categorical #(6, 'Dataset0', 5, 'RNN_1C') +categorical -dataset_id = 3 -dataset_name = 'Dataset3' -num_classes = 2 +dataset_id = 0 +dataset_name = 'Dataset0' +num_classes = 5 #RNN_name = 'RNN_1A' -num_epochs = 10 +num_epochs = 20 (x_train, y_train), (x_test, y_test) = Reader.getDataset(dataset_id) #x_train = x_train[0:1000,:] @@ -35,9 +35,9 @@ #x_test = x_test[0:1000,:] #y_test = y_test[0:1000] -for RNN_name in ['RNN_2A']: +for RNN_name in ['RNN_2C']: results = {} - for loss,optimizer in [('mse','sgd')]:#, ('binary_crossentropy','rmsprop')]: #categorical_crossentropy + for loss,optimizer in [('mse','sgd')]:#, ('categorical_crossentropy','rmsprop')]: #categorical_crossentropy #for optimizer in ['sgd', '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) diff --git a/RNNmodels/RNN_1C.json b/RNNmodels/RNN_1C.json index 4c53ff3..1f30262 100644 --- a/RNNmodels/RNN_1C.json +++ b/RNNmodels/RNN_1C.json @@ -1 +1 @@ -{"keras_version": "2.0.3", "config": [{"class_name": "SimpleRNN", "config": {"bias_constraint": null, "stateful": true, "go_backwards": false, "recurrent_constraint": null, "trainable": true, "name": "simple_rnn_1", "units": 50, "implementation": 0, "batch_input_shape": [1, 1, 79], "kernel_constraint": null, "unroll": false, "use_bias": true, "kernel_initializer": {"class_name": "RandomUniform", "config": {"maxval": 0.05, "seed": null, "minval": -0.05}}, "recurrent_regularizer": null, "recurrent_dropout": 0.0, "recurrent_initializer": {"class_name": "RandomUniform", "config": {"maxval": 0.05, "seed": null, "minval": -0.05}}, "kernel_regularizer": null, "return_sequences": false, "bias_regularizer": null, "bias_initializer": {"class_name": "Zeros", "config": {}}, "dropout": 0.0, "dtype": "float32", "activity_regularizer": null, "activation": "relu"}}, {"class_name": "Dense", "config": {"kernel_initializer": {"class_name": "RandomUniform", "config": {"maxval": 0.05, "seed": null, "minval": -0.05}}, "activation": "softmax", "name": "dense_1", "kernel_regularizer": null, "bias_constraint": null, "units": 5, "trainable": true, "kernel_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}}, "use_bias": true, "activity_regularizer": null, "bias_regularizer": null}}], "backend": "theano", "class_name": "Sequential"} \ No newline at end of file +{"keras_version": "2.0.3", "class_name": "Sequential", "backend": "theano", "config": [{"class_name": "SimpleRNN", "config": {"units": 50, "activity_regularizer": null, "return_sequences": false, "bias_regularizer": null, "bias_initializer": {"class_name": "Zeros", "config": {}}, "implementation": 0, "recurrent_regularizer": null, "kernel_regularizer": null, "name": "simple_rnn_1", "recurrent_initializer": {"class_name": "RandomUniform", "config": {"maxval": 0.05, "seed": null, "minval": -0.05}}, "dtype": "float32", "dropout": 0.0, "recurrent_constraint": null, "kernel_initializer": {"class_name": "RandomUniform", "config": {"maxval": 0.05, "seed": null, "minval": -0.05}}, "kernel_constraint": null, "stateful": true, "recurrent_dropout": 0.0, "go_backwards": false, "activation": "relu", "bias_constraint": null, "unroll": false, "use_bias": true, "batch_input_shape": [1, 1, 79], "trainable": true}}, {"class_name": "Dense", "config": {"kernel_initializer": {"class_name": "RandomUniform", "config": {"maxval": 0.05, "seed": null, "minval": -0.05}}, "units": 5, "activity_regularizer": null, "kernel_constraint": null, "bias_regularizer": null, "bias_initializer": {"class_name": "Zeros", "config": {}}, "activation": "softmax", "kernel_regularizer": null, "bias_constraint": null, "name": "dense_1", "use_bias": true, "trainable": true}}]} \ No newline at end of file diff --git a/RNNmodels/RNN_2C.json b/RNNmodels/RNN_2C.json new file mode 100644 index 0000000..521277a --- /dev/null +++ b/RNNmodels/RNN_2C.json @@ -0,0 +1 @@ +{"keras_version": "2.0.3", "config": [{"config": {"stateful": true, "trainable": true, "bias_regularizer": null, "recurrent_regularizer": null, "return_sequences": true, "use_bias": true, "name": "simple_rnn_1", "activity_regularizer": null, "unroll": false, "dtype": "float32", "activation": "relu", "batch_input_shape": [1, 1, 79], "units": 50, "bias_constraint": null, "bias_initializer": {"config": {}, "class_name": "Zeros"}, "kernel_regularizer": null, "recurrent_initializer": {"config": {"maxval": 0.05, "minval": -0.05, "seed": null}, "class_name": "RandomUniform"}, "go_backwards": false, "recurrent_constraint": null, "recurrent_dropout": 0.0, "implementation": 0, "dropout": 0.0, "kernel_initializer": {"config": {"maxval": 0.05, "minval": -0.05, "seed": null}, "class_name": "RandomUniform"}, "kernel_constraint": null}, "class_name": "SimpleRNN"}, {"config": {"stateful": true, "trainable": true, "bias_regularizer": null, "recurrent_regularizer": null, "return_sequences": false, "use_bias": true, "name": "simple_rnn_2", "activity_regularizer": null, "unroll": false, "activation": "relu", "units": 50, "bias_constraint": null, "bias_initializer": {"config": {}, "class_name": "Zeros"}, "kernel_regularizer": null, "recurrent_initializer": {"config": {"maxval": 0.05, "minval": -0.05, "seed": null}, "class_name": "RandomUniform"}, "go_backwards": false, "recurrent_constraint": null, "recurrent_dropout": 0.0, "implementation": 0, "dropout": 0.0, "kernel_initializer": {"config": {"maxval": 0.05, "minval": -0.05, "seed": null}, "class_name": "RandomUniform"}, "kernel_constraint": null}, "class_name": "SimpleRNN"}, {"config": {"bias_constraint": null, "name": "dense_1", "trainable": true, "bias_regularizer": null, "bias_initializer": {"config": {}, "class_name": "Zeros"}, "use_bias": true, "units": 5, "activity_regularizer": null, "kernel_regularizer": null, "kernel_initializer": {"config": {"maxval": 0.05, "minval": -0.05, "seed": null}, "class_name": "RandomUniform"}, "activation": "softmax", "kernel_constraint": null}, "class_name": "Dense"}], "backend": "theano", "class_name": "Sequential"} \ No newline at end of file diff --git a/RNNmodels/RNN_2C.png b/RNNmodels/RNN_2C.png new file mode 100644 index 0000000..ccdc265 Binary files /dev/null and b/RNNmodels/RNN_2C.png differ diff --git a/RNNmodels/full_models/RNN_1C_try1/Dataset0.RNN_1C b/RNNmodels/full_models/RNN_1C_try1/Dataset0.RNN_1C new file mode 100644 index 0000000..ff2b656 --- /dev/null +++ b/RNNmodels/full_models/RNN_1C_try1/Dataset0.RNN_1C @@ -0,0 +1,22 @@ +RNN_1C Dataset0 Loss:mse Optimizer:sgd Dropout:No +Epoch|Loss|Accuracy|Precision|Recall|Fscore +1|0.0017025100666|0.995273960476|0|0|0 +2|0.00135130978658|0.996309058469|0|0|0 +3|0.00122087410441|0.996567832968|0|0|0 +4|0.00113283317755|0.996799368045|0|0|0 +5|0.00105884889171|0.997085381965|0|0|0 +6|0.00101792979618|0.99724881849|0|0|0 +7|0.000984159224545|0.997316917042|0|0|0 +8|0.000963350689698|0.997371395884|0|0|0 +9|0.000948700413271|0.997357776174|0|0|0 +10|0.000916925185107|0.997507592989|0|0|0 +11|0.000905132005522|0.997493973278|0|0|0 +12|0.000892733087035|0.99754845212|0|0|0 +13|0.000890844276694|0.99754845212|0|0|0 +14|0.000880931287277|0.997534832409|0|0|0 +15|0.000856727237917|0.997616550672|0|0|0 +16|0.000844765846687|0.997684649224|0|0|0 +17|0.000838564708915|0.997671029514|0|0|0 +18|0.00083037975576|0.997671029514|0|0|0 +19|0.000822847591348|0.997739128066|0|0|0 +20|0.000820170220719|0.997766367487|0|0|0 diff --git a/RNNmodels/full_models/RNN_1C_try1/Dataset0.RNN_1C.h5 b/RNNmodels/full_models/RNN_1C_try1/Dataset0.RNN_1C.h5 new file mode 100644 index 0000000..e4d88cf Binary files /dev/null and b/RNNmodels/full_models/RNN_1C_try1/Dataset0.RNN_1C.h5 differ diff --git a/RNNmodels/full_models/RNN_1C_try1/Dataset0.RNN_1C.png b/RNNmodels/full_models/RNN_1C_try1/Dataset0.RNN_1C.png new file mode 100644 index 0000000..a8f4748 Binary files /dev/null and b/RNNmodels/full_models/RNN_1C_try1/Dataset0.RNN_1C.png differ diff --git a/RNNresults/Dataset0.RNN_1C b/RNNresults/Dataset0.RNN_1C new file mode 100644 index 0000000..ff2b656 --- /dev/null +++ b/RNNresults/Dataset0.RNN_1C @@ -0,0 +1,22 @@ +RNN_1C Dataset0 Loss:mse Optimizer:sgd Dropout:No +Epoch|Loss|Accuracy|Precision|Recall|Fscore +1|0.0017025100666|0.995273960476|0|0|0 +2|0.00135130978658|0.996309058469|0|0|0 +3|0.00122087410441|0.996567832968|0|0|0 +4|0.00113283317755|0.996799368045|0|0|0 +5|0.00105884889171|0.997085381965|0|0|0 +6|0.00101792979618|0.99724881849|0|0|0 +7|0.000984159224545|0.997316917042|0|0|0 +8|0.000963350689698|0.997371395884|0|0|0 +9|0.000948700413271|0.997357776174|0|0|0 +10|0.000916925185107|0.997507592989|0|0|0 +11|0.000905132005522|0.997493973278|0|0|0 +12|0.000892733087035|0.99754845212|0|0|0 +13|0.000890844276694|0.99754845212|0|0|0 +14|0.000880931287277|0.997534832409|0|0|0 +15|0.000856727237917|0.997616550672|0|0|0 +16|0.000844765846687|0.997684649224|0|0|0 +17|0.000838564708915|0.997671029514|0|0|0 +18|0.00083037975576|0.997671029514|0|0|0 +19|0.000822847591348|0.997739128066|0|0|0 +20|0.000820170220719|0.997766367487|0|0|0 diff --git a/RNNresults/Dataset0.RNN_1C.png b/RNNresults/Dataset0.RNN_1C.png new file mode 100644 index 0000000..a8f4748 Binary files /dev/null and b/RNNresults/Dataset0.RNN_1C.png differ diff --git a/reader.py b/reader.py index 360160f..4315214 100644 --- a/reader.py +++ b/reader.py @@ -129,8 +129,43 @@ def getDataset(DataSetType): UDPATTFile = './nProbe/dumpedited/editedUDPATT' PortScanFile = './nProbe/dumpedited/editedPORTSC' + if DataSetType == 0: + fp_leg = open(LegitFile, 'r') + fp_leg.readline() #read away the first line (title) + fp_attPING = open(PingAttFile, 'r') + fp_attPING.readline() #read away the first line (title) + fp_attSYN = open(SYNATTFile, 'r') + fp_attSYN.readline() + fp_attUDP = open(UDPATTFile, 'r') + fp_attUDP.readline() + fp_attPORTSC = open(PortScanFile, 'r') + fp_attPORTSC.readline() + #Train Dataset: 10 legitimate and 10 attack samples, loop 3,000 times. + for i in range(3000): + for j in range(random.choice([10,20,50,100])): + Reader.write_it(x_train, y_train, fp_leg, 0) + for j in range(random.choice([2,5,10,20])): + Reader.write_it(x_train, y_train, fp_attPING, 1) + for j in range(random.choice([2,5,10,20])): + Reader.write_it(x_train, y_train, fp_attSYN, 2) + for j in range(random.choice([2,5,10,20])): + Reader.write_it(x_train, y_train, fp_attUDP, 3) + for j in range(random.choice([2,5,10,20])): + Reader.write_it(x_train, y_train, fp_attPORTSC, 4) + #Test Dataset: 10 legitimate and 10 attack samples, loop 900 times. + for i in range(900): + for j in range(random.choice([10,20,50,100])): + Reader.write_it(x_test, y_test, fp_leg, 0) + for j in range(random.choice([2,5,10,20])): + Reader.write_it(x_test, y_test, fp_attPING, 1) + for j in range(random.choice([2,5,10,20])): + Reader.write_it(x_test, y_test, fp_attSYN, 2) + for j in range(random.choice([2,5,10,20])): + Reader.write_it(x_test, y_test, fp_attUDP, 3) + for j in range(random.choice([2,5,10,20])): + Reader.write_it(x_test, y_test, fp_attPORTSC, 4) - if DataSetType == 1 or DataSetType == 2 or DataSetType == 3: + elif DataSetType == 1 or DataSetType == 2 or DataSetType == 3: fp_leg = open(LegitFile, 'r') fp_leg.readline() #read away the first line (title) fp_att = open(SYNATTFile, 'r')