32 lines
1.3 KiB
Python
32 lines
1.3 KiB
Python
# Copyright 2021 Huawei Technologies Co., Ltd
|
|
#
|
|
# 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.
|
|
# ===========================================================================
|
|
"""generate json desc for Sigmoid"""
|
|
from ._utils import Expander
|
|
|
|
|
|
class Sigmoid(Expander):
|
|
"""Sigmoid expander"""
|
|
|
|
def _expand(self, graph_builder):
|
|
input_x = self.inputs[0]
|
|
# Calculate sigmoid(x)
|
|
# formula is : sigmoid(x) = 1 / (1 + exp(-x))
|
|
const_one = graph_builder.value(input_x.dtype, 1.0)
|
|
neg_x = graph_builder.emit('Neg', [input_x])
|
|
exp_neg_x = graph_builder.emit('Exp', [neg_x])
|
|
add_exp = graph_builder.emit('Add', [const_one, exp_neg_x])
|
|
res = graph_builder.emit('RealDiv', [const_one, add_exp])
|
|
return res
|