Source code for zoo.pipeline.api.onnx.mapper.logsoftmax

#
# Copyright 2018 Analytics Zoo Authors.
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# 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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from zoo.pipeline.api.onnx.mapper.operator_mapper import OperatorMapper
from zoo.pipeline.api.onnx.onnx_helper import OnnxHelper
import zoo.pipeline.api.keras.layers as zlayers



[docs]class LogSoftmaxMapper(OperatorMapper):
    def __init__(self, node, _params, _all_tensors):
        super(LogSoftmaxMapper, self).__init__(node, _params, _all_tensors)

    def _to_tensor(self):
        assert len(self.model_inputs) == 1, "LogSoftmax accept single input only"
        assert int(self.onnx_attr['axis']) == 1, "LofSoftware only accept the default axis"
        rank = len(self.model_inputs[0].zvalue.shape)
        if (rank == 2):
            logsoftmax = zlayers.Activation("log_softmax")
            return logsoftmax(self.model_inputs[0].zvalue)
        else:
            raise Exception("not supported.")