62 lines
2.5 KiB
Python
62 lines
2.5 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.
|
|
"""
|
|
from extensions.ops.ReduceOps import ReduceSum
|
|
from extensions.ops.elementwise import Pow
|
|
from mo.front.common.partial_infer.utils import int64_array
|
|
from mo.front.tf.graph_utils import create_op_node_with_second_input
|
|
from mo.graph.graph import Graph
|
|
from mo.middle.replacement import MiddleReplacementPattern
|
|
from mo.ops.reshape import Reshape
|
|
|
|
|
|
class ReplacePNormNodePattern(MiddleReplacementPattern):
|
|
"""
|
|
PNorm operation should be replaced by operations: Power(P) -> Reshape(n,c*g->n,g,c)-> ReduceSum(axis=1)-> Power(1/P)
|
|
"""
|
|
enabled = True
|
|
|
|
@staticmethod
|
|
def pattern():
|
|
return dict(
|
|
nodes=[('op', dict(op='pnorm'))],
|
|
edges=[])
|
|
|
|
@staticmethod
|
|
def replace_pattern(graph: Graph, match: dict):
|
|
node = match['op']
|
|
shape = node.in_port(0).data.get_shape().copy()
|
|
|
|
assert shape[1] % node.group == 0
|
|
|
|
power_node = create_op_node_with_second_input(graph, Pow, node.p, {'name': node.id + '_power'})
|
|
|
|
reshape_node = create_op_node_with_second_input(graph, Reshape,
|
|
int64_array([shape[0], shape[1] / node.group, node.group]),
|
|
{'name': node.id + '_reshape'})
|
|
reshape_node.in_port(0).connect(power_node.out_port(0))
|
|
|
|
reducesum_node = create_op_node_with_second_input(graph, ReduceSum,
|
|
int64_array([2]),
|
|
{'name': node.id + '_sum', 'keep_dims': False})
|
|
reducesum_node.in_port(0).connect(reshape_node.out_port(0))
|
|
|
|
invpower_node = create_op_node_with_second_input(graph, Pow, 1.0 / node.p, {'name': node.id + '_invpower'})
|
|
|
|
invpower_node.in_port(0).connect(reducesum_node.out_port(0))
|
|
|
|
node.in_port(0).get_connection().set_destination(power_node.in_port(0))
|
|
node.out_port(0).get_connection().set_source(invpower_node.out_port(0))
|