56 lines
2.0 KiB
Python
56 lines
2.0 KiB
Python
"""
|
|
Copyright (C) 2018-2020 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
|
|
|
|
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.
|
|
"""
|
|
|
|
import numpy as np
|
|
|
|
from extensions.ops.elementwise import Mul, Add, Pow
|
|
from mo.front.common.replacement import FrontReplacementOp
|
|
from mo.graph.graph import Graph
|
|
from mo.ops.const import Const
|
|
|
|
|
|
class PowerToEltwises(FrontReplacementOp):
|
|
op = "AttributedPower"
|
|
enabled = True
|
|
force_clean_up = True
|
|
|
|
def replace_sub_graph(self, graph: Graph, match: dict):
|
|
op = match['op']
|
|
out_port = op.in_port(0).get_source()
|
|
|
|
if op.soft_get('scale', 1) != 1:
|
|
const = Const(graph, {'value': np.array(op.scale)}).create_node()
|
|
mul = Mul(graph, {'name': op.name + '/mul_'}).create_node()
|
|
const.out_port(0).connect(mul.in_port(1))
|
|
out_port.connect(mul.in_port(0))
|
|
out_port = mul.out_port(0)
|
|
|
|
if op.soft_get('shift', 0) != 0:
|
|
const = Const(graph, {'value': np.array(op.shift)}).create_node()
|
|
add = Add(graph, {'name': op.name + '/add_'}).create_node()
|
|
const.out_port(0).connect(add.in_port(1))
|
|
out_port.connect(add.in_port(0))
|
|
out_port = add.out_port(0)
|
|
|
|
if op.soft_get('power', 1) != 1:
|
|
const = Const(graph, {'value': np.array(op.power)}).create_node()
|
|
pow = Pow(graph, {'name': op.name + '/pow_'}).create_node()
|
|
const.out_port(0).connect(pow.in_port(1))
|
|
out_port.connect(pow.in_port(0))
|
|
out_port = pow.out_port(0)
|
|
|
|
op.out_port(0).get_connection().set_source(out_port)
|