Source code for nlp_architect.models

# ******************************************************************************
# Copyright 2017-2019 Intel Corporation
#
# 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
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# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
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# See the License for the specific language governing permissions and
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import logging
from abc import ABC

logger = logging.getLogger(__name__)


[docs]class TrainableModel(ABC): """Base class for a trainable model """
[docs] def convert_to_tensors(self, *args, **kwargs): """convert any chosen input to valid model format of tensors """
[docs] def get_logits(self, *args, **kwargs): """get model logits from given input """
[docs] def train(self, *args, **kwargs): """train the model """
[docs] def inference(self, *args, **kwargs): """run inference """
[docs] def save_model(self, *args, **kwargs): """save the model """
[docs] def load_model(self, *args, **kwargs): """load a model """