openvino/model-optimizer/extensions/back/kaldi_remove_memory_output.py

61 lines
1.9 KiB
Python

"""
Copyright (c) 2018-2019 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
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 mo.back.replacement import BackReplacementPattern
from mo.graph.graph import Graph
class KaldiRemoveMemoryOutputBackReplacementPattern(BackReplacementPattern):
enabled = False
@staticmethod
def pattern():
return dict(
nodes=[
('memory_node', dict(op='Memory')),
('data_node', dict(kind='data')),
('op_output', dict(op='Result'))
],
edges=[
('memory_node', 'data_node'),
('data_node', 'op_output')
]
)
@staticmethod
def replace_pattern(graph: Graph, match: dict):
"""
Need to find the pattern: Memory -> Data -> Result
It is needed to make Memory nodes appear in IR,
but they are output nodes by default and we remove the Result node after each output memory.
DO NOT use graph clean up after it
otherwise Memory nodes would be removed as they are not on the path from input to output
Parameters
----------
graph : Graph
Graph with loaded model.
match : dict
Patterns which were found in graph structure.
"""
memory = match['memory_node']
data = match['data_node']
graph.remove_edge(memory.id, data.id)
graph.remove_node(data.id)