From fbc427c77c6b26a6ae6bf01e0c78dd0d93372866 Mon Sep 17 00:00:00 2001 From: OrestisAlpos Date: Thu, 27 Apr 2017 10:12:41 +0300 Subject: [PATCH] Run RNN tests --- RNN_1.2A.py | 26 ++++++++++++++++ RNN_2.2A.py | 27 +++++++++++++++++ RNN_3.2A.py | 28 ++++++++++++++++++ RNN_plot_all.py | 8 ++--- RNNmodels/RNN_1.2A.json | 1 + RNNmodels/RNN_1.2A.png | Bin 0 -> 18258 bytes RNNmodels/RNN_2.2A.json | 1 + RNNmodels/RNN_2.2A.png | Bin 0 -> 22449 bytes RNNmodels/RNN_3.2A.json | 1 + RNNmodels/RNN_3.2A.png | Bin 0 -> 28452 bytes RNNresults/X.Dataset3.RNN_2A_rmsprop | 12 ++++++++ RNNresults/X.Dataset3.RNN_2A_rmsprop.png | Bin 0 -> 28661 bytes RNNresults/X.Dataset3.RNN_3A_rmsprop | 12 ++++++++ RNNresults/X.Dataset3.RNN_3A_rmsprop.png | Bin 0 -> 31774 bytes RNNresults/Z.Dataset3.RNN_1A_rmsprop | 12 ++++++++ RNNresults/Z.Dataset3.RNN_1A_rmsprop.png | Bin 0 -> 27266 bytes ...aset3.RNN_2a.png => Z.Dataset3.RNN_2A.png} | Bin 17 files changed, 124 insertions(+), 4 deletions(-) create mode 100644 RNN_1.2A.py create mode 100644 RNN_2.2A.py create mode 100644 RNN_3.2A.py create mode 100644 RNNmodels/RNN_1.2A.json create mode 100644 RNNmodels/RNN_1.2A.png create mode 100644 RNNmodels/RNN_2.2A.json create mode 100644 RNNmodels/RNN_2.2A.png create mode 100644 RNNmodels/RNN_3.2A.json create mode 100644 RNNmodels/RNN_3.2A.png create mode 100644 RNNresults/X.Dataset3.RNN_2A_rmsprop create mode 100644 RNNresults/X.Dataset3.RNN_2A_rmsprop.png create mode 100644 RNNresults/X.Dataset3.RNN_3A_rmsprop create mode 100644 RNNresults/X.Dataset3.RNN_3A_rmsprop.png create mode 100644 RNNresults/Z.Dataset3.RNN_1A_rmsprop create mode 100644 RNNresults/Z.Dataset3.RNN_1A_rmsprop.png rename RNNresults/{Z.Dataset3.RNN_2a.png => Z.Dataset3.RNN_2A.png} (100%) diff --git a/RNN_1.2A.py b/RNN_1.2A.py new file mode 100644 index 0000000..2f3fc24 --- /dev/null +++ b/RNN_1.2A.py @@ -0,0 +1,26 @@ + +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='sigmoid', stateful=True)) +model.add(Dense(1, kernel_initializer='random_uniform', activation = 'sigmoid')) + + +model.summary() +plot_model(model, to_file='./RNNmodels/RNN_1.2A.png', show_shapes=True) +fp = open('./RNNmodels/RNN_1.2A.json', 'w') +fp.write(model.to_json()) +fp.close() + diff --git a/RNN_2.2A.py b/RNN_2.2A.py new file mode 100644 index 0000000..c2d4bc3 --- /dev/null +++ b/RNN_2.2A.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='sigmoid', return_sequences=True, stateful=True)) +model.add(SimpleRNN(units=50, recurrent_initializer='random_uniform', kernel_initializer='random_uniform', activation='sigmoid', stateful=True)) +model.add(Dense(1, kernel_initializer='random_uniform', activation = 'sigmoid')) + + +model.summary() +plot_model(model, to_file='./RNNmodels/RNN_2.2A.png', show_shapes=True) +fp = open('./RNNmodels/RNN_2.2A.json', 'w') +fp.write(model.to_json()) +fp.close() + diff --git a/RNN_3.2A.py b/RNN_3.2A.py new file mode 100644 index 0000000..008ea8f --- /dev/null +++ b/RNN_3.2A.py @@ -0,0 +1,28 @@ + +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='sigmoid', return_sequences=True, stateful=True)) +model.add(SimpleRNN(units=40, recurrent_initializer='random_uniform', kernel_initializer='random_uniform', activation='sigmoid', stateful=True, return_sequences=True)) +model.add(SimpleRNN(units=30, recurrent_initializer='random_uniform', kernel_initializer='random_uniform', activation='sigmoid', stateful=True)) +model.add(Dense(1, kernel_initializer='random_uniform', activation = 'sigmoid')) + + +model.summary() +plot_model(model, to_file='./RNNmodels/RNN_3.2A.png', show_shapes=True) +fp = open('./RNNmodels/RNN_3.2A.json', 'w') +fp.write(model.to_json()) +fp.close() + diff --git a/RNN_plot_all.py b/RNN_plot_all.py index 78aef1c..e43be5f 100644 --- a/RNN_plot_all.py +++ b/RNN_plot_all.py @@ -22,8 +22,8 @@ #(4, 'Dataset4', 2, 'RNN_1A') !!! mixed type binary and continous #(5, 'Dataset5', 3, 'RNN_1B') +categorical #(6, 'Dataset0', 5, 'RNN_1C') +categorical -dataset_id = 4 -dataset_name = 'Dataset4' +dataset_id = 3 +dataset_name = 'Dataset3' num_classes = 2 #RNN_name = 'RNN_1A' @@ -35,9 +35,9 @@ #x_test = x_test[0:1000,:] #y_test = y_test[0:1000] -for RNN_name in ['RNN_3A']: +for RNN_name in ['RNN_1.2A', 'RNN_2.2A', 'RNN_3.2A']: results = {} - for loss,optimizer in [('mse','sgd')]:#, ('binary_crossentropy','rmsprop')]: #categorical_crossentropy + for loss,optimizer in [('binary_crossentropy','rmsprop')]:#, ('binary_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_1.2A.json b/RNNmodels/RNN_1.2A.json new file mode 100644 index 0000000..4799102 --- /dev/null +++ b/RNNmodels/RNN_1.2A.json @@ -0,0 +1 @@ +{"backend": "theano", "config": [{"class_name": "SimpleRNN", "config": {"dropout": 0.0, "use_bias": true, "activation": "sigmoid", "recurrent_regularizer": null, "dtype": "float32", "batch_input_shape": [1, 1, 79], "stateful": true, "recurrent_initializer": {"class_name": "RandomUniform", "config": {"maxval": 0.05, "minval": -0.05, "seed": null}}, "bias_regularizer": null, "units": 50, "activity_regularizer": null, "recurrent_constraint": null, "kernel_initializer": {"class_name": "RandomUniform", "config": {"maxval": 0.05, "minval": -0.05, "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "recurrent_dropout": 0.0, "unroll": false, "kernel_regularizer": null, "kernel_constraint": null, "return_sequences": false, "implementation": 0, "trainable": true, "name": "simple_rnn_1", "go_backwards": false, "bias_constraint": null}}, {"class_name": "Dense", "config": {"use_bias": true, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": null, "activation": "sigmoid", "kernel_constraint": null, "kernel_initializer": {"class_name": "RandomUniform", "config": {"maxval": 0.05, "minval": -0.05, "seed": null}}, "units": 1, "activity_regularizer": null, "trainable": true, 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