Created
February 14, 2021 21:18
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feed forward builder function
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| def feed_forward_builder(config): | |
| input_layer = Input(shape=(config['layers']['input dim'],1), dtype = config['layers']['dtype'], name = 'InputLayer') | |
| if config['layers']['number'] == 0: | |
| print('No Hidden Layers') | |
| else: | |
| layer = Dense(config['layers']['dims'][0], | |
| dtype = config['layers']['dtype'], | |
| name = config['layers']['names'][0], | |
| activation = config['layers']['activations'][0], | |
| kernel_initializer = config['layers']['initializers'][0], | |
| bias_initializer = config['layers']['bias initializers'][0], | |
| kernel_regularizer = config['layers']['kernel regulizers'][0])(input_layer) | |
| for n in range(1,config['layers']['number'],1): | |
| layer = Dense(config['layers']['dims'][n], | |
| dtype = config['layers']['dtype'], | |
| name = config['layers']['names'][n], | |
| activation = config['layers']['activations'][n], | |
| kernel_initializer = config['layers']['initializers'][n], | |
| bias_initializer = config['layers']['bias initializers'][n], | |
| kernel_regularizer = config['layers']['kernel regulizers'][n])(layer) | |
| output_layer = Dense(config['layers']['output dim'], | |
| dtype = config['layers']['dtype'], | |
| name = 'OutputLayer', | |
| activation = config['layers']['output activation'], | |
| kernel_initializer = config['layers']['ouput initializer'], | |
| bias_initializer = config['layers']['output bias initializer'], | |
| kernel_regularizer = config['layers']['output regulizer'])(layer) | |
| fnn = Model(inputs = input_layer, outputs = output_layer) | |
| fnn.compile(optimizer = config['compile']['optimizer'], | |
| metrics = config['compile']['metrics'], | |
| loss = config['compile']['loss']) | |
| return fnn |
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