openvino/model-optimizer/extensions/front/mxnet/slice_replacers.py

39 lines
2.1 KiB
Python

# Copyright (C) 2018-2021 Intel Corporation
# SPDX-License-Identifier: Apache-2.0
import numpy as np
from mo.front.common.replacement import FrontReplacementOp
from mo.graph.graph import Graph
from mo.ops.const import Const
from mo.ops.strided_slice import StridedSlice
class MXSliceToStridedSliceReplacer(FrontReplacementOp):
op = 'MXSlice'
enabled = True
def replace_sub_graph(self, graph: Graph, match: dict):
node = match['op']
strided_slice_node = StridedSlice(graph, dict(name=node.id + '/strided_slice_',
shrink_axis_mask=np.array(np.zeros(len(node.crop_begin), dtype=np.int64)),
new_axis_mask=np.array(np.zeros(len(node.crop_begin), dtype=np.int64)),
ellipsis_mask=np.array(np.zeros(len(node.crop_begin), dtype=np.int64)),
begin_mask=np.array(np.ones(len(node.crop_begin), dtype=np.int64)),
end_mask=np.array(np.ones(len(node.crop_end), dtype=np.int64)))).create_node()
node.in_port(0).get_connection().set_destination(strided_slice_node.in_port(0))
node.out_port(0).get_connection().set_source(strided_slice_node.out_port(0))
crop_begin_node = Const(graph, dict(value=node.crop_begin,
symbol_dict={'name': node.id + '/crop_begin_const'})).create_node()
crop_end_node = Const(graph, dict(value=node.crop_end,
symbol_dict={'name': node.id + '/crop_end_const'})).create_node()
strided_slice_node.in_port(1).get_connection().set_source(crop_begin_node.out_port(0))
strided_slice_node.in_port(2).get_connection().set_source(crop_end_node.out_port(0))
if len(node.step) > 0:
stride_node = Const(graph, dict(value=node.step,
symbol_dict={'name': node.id + '/steps_const'})).create_node()
strided_slice_node.in_port(3).get_connection().set_source(stride_node.out_port(0))