openvino/model-optimizer/extensions/ops/interpolate.py

72 lines
2.1 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 mo.graph.graph import Node, Graph
from mo.ops.op import Op, PermuteAttrs
class Interpolate(Op):
op = 'Interpolate'
enabled = False
def __init__(self, graph: Graph, attrs: dict):
mandatory_props = {
'op': self.op,
'type': self.op,
'version': 'opset1',
'axes': None,
'mode': None,
'align_corners': 0,
'antialias': 0,
'pads_begin': 0,
'pads_end': 0,
'infer': self.infer,
'force_precision_in_ports': {1: 'int64'},
'in_ports_count': 2,
'out_ports_count': 1,
}
super().__init__(graph, mandatory_props, attrs)
def supported_attrs(self):
return [
('axes', lambda node: ','.join(map(str, node.axes))),
'mode', 'align_corners', 'antialias', 'pads_begin', 'pads_end',
]
@staticmethod
def infer(node: Node):
assert len([p for p in node.in_ports().values() if not p.disconnected()]) == 2
assert node.has_valid('mode')
assert node.has_valid('axes')
src_shape = node.in_port(0).data.get_shape()
assert src_shape is not None
dst_shape = node.in_port(1).data.get_value()
assert dst_shape is not None
output_shape = src_shape.copy()
for ind, axis in enumerate(node.axes):
output_shape[axis] = dst_shape[ind]
node.out_port(0).data.set_shape(output_shape)
PermuteAttrs.create_permute_attrs(node, attrs=[('axes', 'input:0')])