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

63 lines
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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.
"""
import numpy as np
from mo.graph.graph import Node, Graph
from mo.ops.op import Op
from mo.utils.utils import symm_match_shapes
class TensorArrayGather(Op):
op = "TensorArrayGatherV3"
def __init__(self, graph: Graph, attrs: dict):
mandatory_props = {
'type': None,
'op': __class__.op,
'infer': TensorArrayGather.array_infer,
}
super().__init__(graph, mandatory_props, attrs)
@staticmethod
def array_infer(node: Node):
assert len(node.in_nodes()) == 3
handle = node.in_node(0)
indices = node.in_node(1)
flow_in = node.in_node(2)
ta_node = Node(node.graph, str(handle.value))
if ta_node.has_valid('element_shape') and ta_node.element_shape is not None and len(ta_node.element_shape) > 0:
assert symm_match_shapes(ta_node['element_shape'], node.element_shape)
else:
ta_node['element_shape'] = node.element_shape
data_shape = ta_node['element_shape']
assert -1 not in data_shape or data_shape.size == 2 and data_shape[0] == -1 and data_shape[1] != -1
assert ta_node.has_valid('size')
size = ta_node['size']
assert size > 0
output_shape = [size] + [data_shape[i] for i in range(len(data_shape))]
output_value = None
for _, out_node in node.graph.out_edges(node.id):
node.graph.node[out_node]['shape'] = np.array(output_shape)
node.graph.node[out_node]['value'] = None if output_value is None else np.array(output_value)