openvino/model-optimizer/extensions/middle/PoolV2ToAttributedPool.py

32 lines
1.6 KiB
Python

# Copyright (C) 2018-2021 Intel Corporation
# SPDX-License-Identifier: Apache-2.0
from mo.graph.graph import Graph, rename_nodes
from mo.middle.replacement import MiddleReplacementPattern
from mo.ops.pooling import Pooling
class PoolV2ToAttributedPool(MiddleReplacementPattern):
enabled = True
def find_and_replace_pattern(self, graph: Graph):
for pool_v2_node in graph.get_op_nodes(op='PoolingV2'):
pool_v2_name = pool_v2_node.soft_get('name', pool_v2_node.id)
pool_v1_node = Pooling(graph, {'window': pool_v2_node.in_port(1).data.get_value(),
'stride': pool_v2_node.in_port(2).data.get_value(),
'pad': pool_v2_node.pad,
'spatial_dims': pool_v2_node.spatial_dims,
'auto_pad': pool_v2_node.auto_pad,
'output_spatial_shape': pool_v2_node.output_spatial_shape,
'pad_spatial_shape': pool_v2_node.pad_spatial_shape,
'pool_method': pool_v2_node.pool_method,
'permute_attrs': pool_v2_node.permute_attrs,}).create_node()
rename_nodes([(pool_v2_node, pool_v2_name + '/to_be_removed'), (pool_v1_node, pool_v2_name)])
pool_v2_node.in_port(0).get_connection().set_destination(pool_v1_node.in_port(0))
pool_v2_node.out_port(0).get_connection().set_source(pool_v1_node.out_port(0))