openvino/model-optimizer/extensions/front/InterpolateV1ToInterpolate.py

"""
 Copyright (C) 2018-2021 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 extensions.ops.interpolate import Interpolate
from mo.front.common.partial_infer.utils import int64_array
from mo.front.common.replacement import FrontReplacementPattern
from mo.front.tf.graph_utils import create_op_with_const_inputs
from mo.graph.graph import Graph, rename_nodes


def correct_pad(pad):
    return int64_array([pad] if not isinstance(pad, list) else pad)


class InterpolateV1ToInterpolate(FrontReplacementPattern):
    """
    This transformation replaces the operation Interpolate-1 with the operation Interpolate-4.
    """
    enabled = True

    def run_after(self):
        from extensions.front.InterpolateNormalizer import InterpolateNormalizer
        return [InterpolateNormalizer]

    def find_and_replace_pattern(self, graph: Graph):
        for node in graph.get_op_nodes(op='Interpolate', version='opset1'):
            transformation_mode = 'align_corners' if int(node.soft_get('align_corners', 0)) else 'half_pixel'
            interpolate1_name = node.soft_get('name', node.id)
            interpolate4 = create_op_with_const_inputs(graph, Interpolate,
                                                       {
                                                           2: np.array([1.0, 1.0]),
                                                           3: int64_array(node.axes)
                                                       },
                                                       {
                                                           'mode': node.mode,
                                                           'antialias': node.antialias,
                                                           'coordinate_transformation_mode': transformation_mode,
                                                           'pads_begin': correct_pad(node.soft_get('pads_begin', 0)),
                                                           'pads_end': correct_pad(node.soft_get('pads_end', 0)),
                                                           'nearest_mode': 'round_prefer_floor',
                                                           'cube_coeff': -0.75,
                                                           'shape_calculation_mode': 'sizes',
                                                           'version': 'opset4',
                                                           'in_ports_count': 4,
                                                       })

            interpolate1_input_connection = node.in_port(0).get_connection()
            interpolate1_input_connection.set_destination(interpolate4.in_port(0))

            sizes_connection = node.in_port(1).get_connection()
            sizes_connection.set_destination(interpolate4.in_port(1))

            node.out_port(0).get_connection().set_source(interpolate4.out_port(0))
            rename_nodes([(node, interpolate1_name + '/delete'), (interpolate4, interpolate1_name)])