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

137 lines
3.1 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
class Scatter(Op):
enabled = False
op = op_type = None
version = None
def __init__(self, graph: Graph, attrs: dict):
assert self.op is not None and self.op_type is not None and self.version is not None, \
'Please use specialized Scatter operation class, Scatter is base class'
mandatory_props = {
'op': self.op,
'type': self.op_type,
'version': self.version,
'is_scatter': True, # is used for gathering all types of scatters in common transformations
'infer': self.infer,
'in_ports_count': 4,
'out_ports_count': 1,
}
super().__init__(graph, mandatory_props, attrs)
@staticmethod
def infer(node: Node):
node_name = node.soft_get('name', node.id)
input_shape = node.in_port(0).data.get_shape()
indices_shape = node.in_port(1).data.get_shape()
updates_shape = node.in_port(2).data.get_shape()
assert input_shape is not None and updates_shape is not None and indices_shape is not None, \
'The node "{}" input shape is None'.format(node_name)
node.out_port(0).data.set_shape(input_shape)
class ScatterElementsAdd(Scatter):
op = 'ScatterElementsAdd'
op_type = None
version = None
class ScatterElementsDiv(Scatter):
op = 'ScatterElementsDiv'
op_type = None
version = None
class ScatterElementsMax(Scatter):
op = 'ScatterElementsMax'
op_type = None
version = None
class ScatterElementsMin(Scatter):
op = 'ScatterElementsMin'
op_type = None
version = None
class ScatterElementsMul(Scatter):
op = 'ScatterElementsMul'
op_type = None
version = 'opset3'
class ScatterElementsSub(Scatter):
op = 'ScatterElementsSub'
op_type = None
version = None
class ScatterElementsUpdate(Scatter):
op = op_type = 'ScatterElementsUpdate'
version = 'opset3'
class ScatterAdd(Scatter):
op = 'ScatterAdd'
op_type = None
version = None
class ScatterDiv(Scatter):
op = 'ScatterDiv'
op_type = None
version = None
class ScatterMax(Scatter):
op = 'ScatterMax'
op_type = None
version = None
class ScatterMin(Scatter):
op = 'ScatterMin'
op_type = None
version = None
class ScatterMul(Scatter):
op = 'ScatterMul'
op_type = None
version = None
class ScatterSub(Scatter):
op = 'ScatterSub'
op_type = None
version = None
class ScatterUpdate(Scatter):
op = op_type = 'ScatterUpdate'
version = 'opset3'