43 lines
1.6 KiB
Python
43 lines
1.6 KiB
Python
# Copyright 2019 The TensorFlow Authors. All Rights Reserved.
|
|
#
|
|
# Licensed under the Apache License, Version 2.0 (the "License");
|
|
# you may not use this file except in compliance with the License.
|
|
# You may obtain a copy of the License at
|
|
#
|
|
# http://www.apache.org/licenses/LICENSE-2.0
|
|
#
|
|
# Unless required by applicable law or agreed to in writing, software
|
|
# distributed under the License is distributed on an "AS IS" BASIS,
|
|
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
|
# See the License for the specific language governing permissions and
|
|
# limitations under the License.
|
|
# ==============================================================================
|
|
"""A base class to provide a model and corresponding input data for testing."""
|
|
|
|
|
|
class ModelAndInput:
|
|
"""Base class to provide model and its corresponding inputs."""
|
|
|
|
def get_model(self):
|
|
"""Returns a compiled keras model object, together with output name.
|
|
|
|
Returns:
|
|
model: a keras model object
|
|
output_name: a string for the name of the output layer
|
|
"""
|
|
raise NotImplementedError("must be implemented in descendants")
|
|
|
|
def get_data(self):
|
|
"""Returns data for training and predicting.
|
|
|
|
Returns:
|
|
x_train: data used for training
|
|
y_train: label used for training
|
|
x_predict: data used for predicting
|
|
"""
|
|
raise NotImplementedError("must be implemented in descendants")
|
|
|
|
def get_batch_size(self):
|
|
"""Returns the batch_size used by the model."""
|
|
raise NotImplementedError("must be implemented in descendants")
|