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

42 lines
1.2 KiB
Python

# Copyright (C) 2018-2021 Intel Corporation
# SPDX-License-Identifier: Apache-2.0
from extensions.ops.interpolate import Interpolate
from mo.front.caffe.collect_attributes import merge_attrs
from mo.front.common.partial_infer.utils import int64_array
from mo.front.extractor import FrontExtractorOp
class ResampleFrontExtractor(FrontExtractorOp):
op = 'Resample'
enabled = True
@classmethod
def extract(cls, node):
proto_layer = node.pb
param = proto_layer.resample_param
types = [
"",
'nearest',
'linear',
'cubic',
'area',
]
resample_type = types[param.type]
update_attrs = {
'antialias': int(param.antialias),
'height': param.height,
'width': param.width,
'type': resample_type,
'factor': param.factor,
'fw': 'caffe',
}
mapping_rule = merge_attrs(param, update_attrs)
mapping_rule['mode'] = mapping_rule['type']
mapping_rule['axes'] = int64_array([2, 3])
mapping_rule.pop('type')
Interpolate.update_node_stat(node, mapping_rule)
return cls.enabled