openvino/model-optimizer/extensions/front/caffe/ArgMaxFlatten.py

26 lines
1.0 KiB
Python

# Copyright (C) 2018-2021 Intel Corporation
# SPDX-License-Identifier: Apache-2.0
from mo.front.common.partial_infer.utils import int64_array
from mo.front.common.replacement import FrontReplacementOp
from mo.front.tf.graph_utils import create_op_node_with_second_input
from mo.graph.graph import Graph
from mo.ops.reshape import Reshape
class ArgMaxFlatten(FrontReplacementOp):
"""
The ArgMax layer in Caffe may have non-specified 'axis' attribute. In this case it should flatten input data before
calculating ArgMax.
"""
op = "ArgMax"
enabled = True
def replace_sub_graph(self, graph: Graph, match: dict):
argmax_node = match['op']
if not argmax_node.has_valid('axis'):
flatten_node = create_op_node_with_second_input(graph, Reshape, int64_array([0, 1, -1]),
dict(name=argmax_node.name + '/Flatten'))
argmax_node.in_port(0).get_connection().insert_node(flatten_node)
argmax_node.axis = 2