From 54acd2af46a563b5b5de90d5bc01971abb3d610a Mon Sep 17 00:00:00 2001 From: OrestisAlpos Date: Thu, 13 Apr 2017 23:01:23 +0300 Subject: [PATCH] Changes for compatibility with Keras 2. --- MLP_plot_all.py | 6 +- MLPmodels/MLP.hidlay0.cells20.drop0.4.json | 2 +- MLPmodels/MLP.hidlay0.cells20.drop0.4.png | Bin 9402 -> 26577 bytes MLPmodels/MLP.hidlay0.cells30.drop0.4.json | 2 +- MLPmodels/MLP.hidlay0.cells30.drop0.4.png | Bin 9299 -> 26724 bytes MLPmodels/MLP.hidlay0.cells40.drop0.4.json | 2 +- MLPmodels/MLP.hidlay0.cells40.drop0.4.png | Bin 9574 -> 26866 bytes MLPmodels/MLP.hidlay0.cells50.drop0.4.json | 2 +- MLPmodels/MLP.hidlay0.cells50.drop0.4.png | Bin 9637 -> 26709 bytes MLPmodels/MLP.hidlay0.cells60.drop0.4.json | 2 +- MLPmodels/MLP.hidlay0.cells60.drop0.4.png | Bin 9558 -> 26902 bytes MLPmodels/MLP.hidlay1.cells20.drop0.4.json | 2 +- MLPmodels/MLP.hidlay1.cells20.drop0.4.png | Bin 14650 -> 40584 bytes MLPmodels/MLP.hidlay1.cells30.drop0.4.json | 2 +- MLPmodels/MLP.hidlay1.cells30.drop0.4.png | Bin 15099 -> 41124 bytes MLPmodels/MLP.hidlay1.cells40.drop0.4.json | 2 +- MLPmodels/MLP.hidlay1.cells40.drop0.4.png | Bin 15127 -> 39875 bytes MLPmodels/MLP.hidlay1.cells50.drop0.4.json | 2 +- MLPmodels/MLP.hidlay1.cells50.drop0.4.png | Bin 15176 -> 41358 bytes MLPmodels/MLP.hidlay1.cells60.drop0.4.json | 2 +- MLPmodels/MLP.hidlay1.cells60.drop0.4.png | Bin 15975 -> 41966 bytes MLPmodels/MLP.hidlay2.cells20.drop0.4.json | 2 +- MLPmodels/MLP.hidlay2.cells20.drop0.4.png | Bin 18754 -> 48478 bytes MLPmodels/MLP.hidlay2.cells30.drop0.4.json | 2 +- MLPmodels/MLP.hidlay2.cells30.drop0.4.png | Bin 18359 -> 47623 bytes MLPmodels/MLP.hidlay2.cells40.drop0.4.json | 2 +- MLPmodels/MLP.hidlay2.cells40.drop0.4.png | Bin 18631 -> 48225 bytes MLPmodels/MLP.hidlay2.cells50.drop0.4.json | 2 +- MLPmodels/MLP.hidlay2.cells50.drop0.4.png | Bin 18400 -> 48953 bytes MLPmodels/MLP.hidlay2.cells60.drop0.4.json | 2 +- MLPmodels/MLP.hidlay2.cells60.drop0.4.png | Bin 18453 -> 49112 bytes MLPmodels/MLP.hidlay3.cells20.drop0.4.json | 2 +- MLPmodels/MLP.hidlay3.cells20.drop0.4.png | Bin 23461 -> 60796 bytes MLPmodels/MLP.hidlay3.cells30.drop0.4.json | 2 +- MLPmodels/MLP.hidlay3.cells30.drop0.4.png | Bin 22031 -> 60166 bytes MLPmodels/MLP.hidlay3.cells40.drop0.4.json | 2 +- MLPmodels/MLP.hidlay3.cells40.drop0.4.png | Bin 22726 -> 60220 bytes MLPmodels/MLP.hidlay3.cells50.drop0.4.json | 2 +- MLPmodels/MLP.hidlay3.cells50.drop0.4.png | Bin 22739 -> 60950 bytes MLPmodels/MLP.hidlay3.cells60.drop0.4.json | 2 +- MLPmodels/MLP.hidlay3.cells60.drop0.4.png | Bin 23154 -> 60668 bytes MLPmodels/MLP.hidlay4.cells20.drop0.4.json | 2 +- MLPmodels/MLP.hidlay4.cells20.drop0.4.png | Bin 30968 -> 83091 bytes MLPmodels/MLP.hidlay4.cells30.drop0.4.json | 2 +- MLPmodels/MLP.hidlay4.cells30.drop0.4.png | Bin 30533 -> 83184 bytes MLPmodels/MLP.hidlay4.cells40.drop0.4.json | 2 +- MLPmodels/MLP.hidlay4.cells40.drop0.4.png | Bin 31470 -> 82515 bytes MLPmodels/MLP.hidlay4.cells50.drop0.4.json | 2 +- MLPmodels/MLP.hidlay4.cells50.drop0.4.png | Bin 31077 -> 83872 bytes MLPmodels/MLP.hidlay4.cells60.drop0.4.json | 2 +- MLPmodels/MLP.hidlay4.cells60.drop0.4.png | Bin 31622 -> 83945 bytes ...ategorical_crossentropy.rmsprop.Dropout0.4 | 1 + MLPresults/Dataset5.mse.sgd.Dropout0.4 | 30 +++++ ...se, Opt: sgd, Batch: 128, Dropout: 0.4.png | Bin 55774 -> 58471 bytes RNNHandler.py | 4 +- RNN_1A.py | 8 +- RNN_1B.py | 8 +- RNN_1C.py | 8 +- RNN_plot_all.py | 2 +- RNNmodels/RNN_1A.json | 2 +- RNNmodels/RNN_1A.png | Bin 7970 -> 18258 bytes RNNmodels/RNN_1B.json | 2 +- RNNmodels/RNN_1B.png | Bin 7970 -> 18480 bytes RNNmodels/RNN_1C.json | 2 +- RNNmodels/RNN_1C.png | Bin 7970 -> 18481 bytes RNNresults/Dataset Dataset5, Model RNN_1B.png | Bin 0 -> 69401 bytes RNNresults/RNN_1B.Dataset5 | 113 ++++++++++++++++++ 67 files changed, 190 insertions(+), 46 deletions(-) create mode 100644 RNNresults/Dataset Dataset5, Model RNN_1B.png diff --git a/MLP_plot_all.py b/MLP_plot_all.py index 8be5bce..e5d4ea8 100644 --- a/MLP_plot_all.py +++ b/MLP_plot_all.py @@ -3,7 +3,7 @@ from keras.layers import Activation, Dense, Dropout from keras.engine import Input, Model import keras.utils -from keras.utils.visualize_util import plot +from keras.utils.vis_utils import plot_model import numpy as np import datetime import random @@ -28,7 +28,7 @@ def get_model(num_hid_layers, cells_per_layer, dropout_rate): model.add(Dense(3, activation='softmax')) model_name = models_directory + 'MLP.hidlay' + str(num_hid_layers) + '.cells' + str(cells_per_layer) + '.drop' + str(dropout_rate) - plot(model, to_file = model_name + '.png') + plot_model(model, to_file = model_name + '.png', show_shapes=True) fp_model = open(model_name + '.json', 'w+') fp_model.write(model.to_json()) @@ -61,7 +61,7 @@ def fit_and_eval(loss_function, optimizer, dropout_rate, dataset_name): for cells_per_layer in [20,30,40,50,60]: 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), nb_epoch = nb_epoch, batch_size = 128, shuffle=True) + model.fit(x_train, keras.utils.np_utils.to_categorical(y_train, num_classes), 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) results.append(ev[1]) #results.append(0.1*num_hid_layers + 0.001*cells_per_layer) diff --git a/MLPmodels/MLP.hidlay0.cells20.drop0.4.json b/MLPmodels/MLP.hidlay0.cells20.drop0.4.json index 63bdfb6..90765ca 100644 --- a/MLPmodels/MLP.hidlay0.cells20.drop0.4.json +++ b/MLPmodels/MLP.hidlay0.cells20.drop0.4.json @@ -1 +1 @@ -{"keras_version": "1.1.1", "class_name": "Sequential", "config": [{"class_name": "Dense", "config": {"W_constraint": null, "name": "dense_101", "init": "glorot_uniform", "b_regularizer": null, "batch_input_shape": [null, 79], "input_dtype": "float32", "b_constraint": null, "activation": "relu", "input_dim": null, "trainable": true, "activity_regularizer": null, "output_dim": 20, "bias": true, "W_regularizer": null}}, {"class_name": "Dropout", "config": {"name": "dropout_76", "p": 0.4, "trainable": true}}, {"class_name": "Dense", "config": {"W_constraint": null, "name": "dense_102", "init": "glorot_uniform", "b_regularizer": null, "bias": true, "b_constraint": null, "activation": "softmax", "input_dim": null, "trainable": true, "activity_regularizer": null, "output_dim": 3, "W_regularizer": null}}]} \ No newline at end of file +{"class_name": "Sequential", "backend": "theano", "keras_version": "2.0.3", "config": [{"class_name": "Dense", "config": {"kernel_regularizer": null, "dtype": "float32", "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 1.0, "mode": "fan_avg", "distribution": "uniform", "seed": null}}, "activation": "relu", "kernel_constraint": null, "batch_input_shape": [null, 79], "trainable": true, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}}, "activity_regularizer": null, "units": 20, "use_bias": true, "name": "dense_1", "bias_regularizer": null}}, {"class_name": "Dropout", "config": {"rate": 0.4, "name": "dropout_1", "trainable": true}}, {"class_name": "Dense", "config": {"kernel_regularizer": null, "bias_regularizer": null, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 1.0, "mode": "fan_avg", "distribution": "uniform", "seed": null}}, "kernel_constraint": null, "activation": "softmax", "trainable": true, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}}, "activity_regularizer": null, "units": 3, "use_bias": true, "name": "dense_2"}}]} \ No newline at end of file diff --git a/MLPmodels/MLP.hidlay0.cells20.drop0.4.png b/MLPmodels/MLP.hidlay0.cells20.drop0.4.png index 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b/MLPresults/Dataset5.categorical_crossentropy.rmsprop.Dropout0.4 @@ -50,3 +50,4 @@ HiddenLayers|CellsPerLayer|Accuracy 4|40|0.992000000954 4|50|0.984999997139 4|60|0.990000000954 +HiddenLayers|CellsPerLayer|Accuracy diff --git a/MLPresults/Dataset5.mse.sgd.Dropout0.4 b/MLPresults/Dataset5.mse.sgd.Dropout0.4 index c4b777d..977607a 100644 --- a/MLPresults/Dataset5.mse.sgd.Dropout0.4 +++ b/MLPresults/Dataset5.mse.sgd.Dropout0.4 @@ -104,3 +104,33 @@ HiddenLayers|CellsPerLayer|Accuracy 4|40|1.0 4|50|1.0 4|60|1.0 +HiddenLayers|CellsPerLayer|Accuracy +0|20|0.924999998569 +HiddenLayers|CellsPerLayer|Accuracy +0|20|0.961999997139 +0|30|0.985000000954 +0|40|0.910999999046 +0|50|0.921999998093 +0|60|0.988999997139 +1|20|1.0 +1|30|0.846999997616 +1|40|0.763999997616 +1|50|1.0 +1|60|1.0 +2|20|1.0 +2|30|1.0 +2|40|1.0 +2|50|1.0 +2|60|1.0 +3|20|1.0 +3|30|1.0 +3|40|1.0 +3|50|1.0 +3|60|1.0 +4|20|1.0 +4|30|1.0 +4|40|1.0 +4|50|1.0 +4|60|1.0 +HiddenLayers|CellsPerLayer|Accuracy +0|20|0.592000002384 diff 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x_test, y_test, nb_epoch, dataset_name) 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.fit(x_train, y_train, batch_size=1, epochs=1, shuffle=False) self.model.reset_states() (loss, accuracy) = self.model.evaluate(x_test, y_test, batch_size=1) self.model.reset_states() diff --git a/RNN_1A.py b/RNN_1A.py index 924227c..c45c156 100644 --- a/RNN_1A.py +++ b/RNN_1A.py @@ -1,7 +1,7 @@ from keras.models import Sequential from keras.layers import Dense, Activation, SimpleRNN -from keras.utils.visualize_util import plot +from keras.utils.vis_utils import plot_model import os import numpy as np from reader import Reader @@ -14,12 +14,12 @@ #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.add(SimpleRNN(units=50, input_shape=(1,length), batch_input_shape=(1,1,length), recurrent_initializer='uniform', kernel_initializer='uniform', activation='relu', stateful=True)) +model.add(Dense(1, kernel_initializer='uniform', activation = 'sigmoid')) model.summary() -plot(model, to_file='/home/orestis/net/RNNmodels/RNN_1A.png') +plot_model(model, to_file='/home/orestis/net/RNNmodels/RNN_1A.png', show_shapes=True) 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 index dd51820..6fb16c3 100644 --- a/RNN_1B.py +++ b/RNN_1B.py @@ -1,7 +1,7 @@ from keras.models import Sequential from keras.layers import Dense, Activation, SimpleRNN -from keras.utils.visualize_util import plot +from keras.utils.vis_utils import plot_model import os import numpy as np from reader import Reader @@ -14,12 +14,12 @@ #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.add(SimpleRNN(units=50, input_shape=(1,length), batch_input_shape=(1,1,length), recurrent_initializer='uniform', kernel_initializer='uniform', activation='relu', stateful=True)) +model.add(Dense(3, kernel_initializer='uniform', activation = 'softmax')) model.summary() -plot(model, to_file='/home/orestis/net/RNNmodels/RNN_1B.png') +plot_model(model, to_file='/home/orestis/net/RNNmodels/RNN_1B.png', show_shapes=True) 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 index 46f0918..1370483 100644 --- a/RNN_1C.py +++ b/RNN_1C.py @@ -1,7 +1,7 @@ from keras.models import Sequential from keras.layers import Dense, Activation, SimpleRNN -from keras.utils.visualize_util import plot +from keras.utils.vis_utils import plot_model import os import numpy as np from reader import Reader @@ -14,12 +14,12 @@ #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.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(Dense(5, kernel_initializer='uniform', activation = 'softmax')) model.summary() -plot(model, to_file='/home/orestis/net/RNNmodels/RNN_1C.png') +plot_model(model, to_file='/home/orestis/net/RNNmodels/RNN_1C.png', show_shapes=True) 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 index 3d2f9b7..2a45305 100644 --- a/RNN_plot_all.py +++ b/RNN_plot_all.py @@ -1,7 +1,7 @@ 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 +from keras.utils.vis_utils import plot_model import keras.utils.np_utils from keras.utils.np_utils import to_categorical diff --git a/RNNmodels/RNN_1A.json b/RNNmodels/RNN_1A.json index f2447e1..05d4ee6 100644 --- a/RNNmodels/RNN_1A.json +++ b/RNNmodels/RNN_1A.json @@ -1 +1 @@ -{"keras_version": "1.1.1", "config": [{"config": {"dropout_U": 0.0, "name": "simplernn_1", "stateful": true, "input_dtype": "float32", "unroll": false, "U_regularizer": null, "init": "uniform", "inner_init": "uniform", "dropout_W": 0.0, "output_dim": 50, "batch_input_shape": [1, 1, 79], "return_sequences": false, "trainable": true, "W_regularizer": null, "go_backwards": false, "b_regularizer": null, "consume_less": "cpu", "activation": "relu"}, "class_name": "SimpleRNN"}, {"config": {"name": "dense_1", "activity_regularizer": null, "trainable": true, "output_dim": 1, "b_constraint": null, "bias": true, "activation": "sigmoid", "input_dim": null, "init": "uniform", "W_regularizer": null, "W_constraint": null, "b_regularizer": null}, "class_name": "Dense"}], "class_name": "Sequential"} \ No newline at end of file +{"config": [{"config": {"activation": "relu", "activity_regularizer": null, "batch_input_shape": [1, 1, 79], "name": "simple_rnn_1", "implementation": 0, "kernel_constraint": null, "kernel_regularizer": null, "dtype": "float32", "recurrent_regularizer": null, "units": 50, "go_backwards": false, "recurrent_initializer": {"config": {"seed": null, "minval": -0.05, "maxval": 0.05}, "class_name": "RandomUniform"}, "return_sequences": false, "dropout": 0.0, "bias_constraint": null, "stateful": true, "bias_regularizer": null, "recurrent_constraint": null, "bias_initializer": {"config": {}, "class_name": "Zeros"}, "trainable": true, "recurrent_dropout": 0.0, "unroll": false, "kernel_initializer": {"config": {"seed": null, "minval": -0.05, "maxval": 0.05}, "class_name": "RandomUniform"}, "use_bias": true}, "class_name": "SimpleRNN"}, {"config": {"activation": "sigmoid", "units": 1, "activity_regularizer": null, "bias_initializer": {"config": {}, "class_name": "Zeros"}, "name": "dense_1", "bias_regularizer": null, "bias_constraint": null, "kernel_constraint": null, "kernel_regularizer": null, "trainable": true, 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