d6947d6b5c2e2d60c0009cbefd39b51d88bee2c4,autokeras/auto/auto_model.py,GraphAutoModel,build,#GraphAutoModel#Any#,105

Before Change


            node_id = self._node_to_id[input_node]
            real_nodes[node_id] = input_node.build(hp)
        for hypermodel in self._hypermodels:
            outputs = hypermodel.build(
                hp,
                inputs=[real_nodes[self._node_to_id[input_node]]
                        for input_node in hypermodel.inputs])
            outputs = layer_utils.format_inputs(outputs, hypermodel.name)
            for output_node, real_output_node in zip(hypermodel.outputs, outputs):
                real_nodes[self._node_to_id[output_node]] = real_output_node
        model = tf.keras.Model([real_nodes[self._node_to_id[input_node]]

After Change


             self.outputs])

        // Specify hyperparameters from compile(...)
        optimizer = hp.Choice("optimizer",
                              ["adam",
                               "adadelta",
                               "sgd"])

        model.compile(optimizer=optimizer,
                      metrics=self._get_metrics(),
                      loss=self._get_loss())
Italian Trulli
In pattern: SUPERPATTERN

Frequency: 4

Non-data size: 3

Instances


Project Name: jhfjhfj1/autokeras
Commit Name: d6947d6b5c2e2d60c0009cbefd39b51d88bee2c4
Time: 2019-06-25
Author: jhfjhfj1@gmail.com
File Name: autokeras/auto/auto_model.py
Class Name: GraphAutoModel
Method Name: build


Project Name: keras-team/autokeras
Commit Name: b1bfd16945a658d02847209e46a2ba8d72b456e1
Time: 2019-07-01
Author: jhfjhfj1@gmail.com
File Name: autokeras/hypermodel/hyper_block.py
Class Name: RNNBlock
Method Name: build