Anton Chetverikov
6b54e738d7
* Allign attribute values in spec * Fix wrong attribute name in spec * Add `get_boolean_attr` function * Add get_type function * Update conv attrs * Update copyright year * Add missed attrs, update copyright year * Fix year in copyright * Update ir parser for RegionYolo layer * Remove wrong changes for BinaryConvolution * Remove get_type function as it no more needed * Update check for reduce ops * Fix error in reduce attrs * Update ir_engine to work with bool attrs * Update DetectionOutput operation * Update PSROIPooling * remove redundant attrs from spec * Update get_boolean_attr function * Update Reduce operations * Update DetectionOutput specification * Update specification for missed attrs * Apply comments * Fixconst renumbering logic * Fix typo * Change default value to fix broken shape inference * Add additional asserts * Add comment * model-optimizer/mo/utils/ir_reader/layer_to_class.py * Sort imports * Sort imports * Update year in copyright * Update const * Remove changes from const restoring * Rename function * remove unnecessary changes * model-optimizer/mo/front/extractor_test.py * Fix year in copyright * Add soft_get * Fix exclude-pad attribute name for AvgPool operation * Update exclude_pad attribute values * Remove useless comment * Update examples in specification * Remove file added by mistake * Resolve comments * Resolve comments * Add return value * Allign global_pool attribute
85 lines
3.0 KiB
Python
85 lines
3.0 KiB
Python
"""
|
|
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 mo.front.caffe.extractors.utils import get_canonical_axis_index
|
|
from mo.front.common.layout import get_batch_dim, get_height_dim, get_width_dim, shape_for_layout
|
|
from mo.front.extractor import attr_getter, bool_to_str
|
|
from mo.graph.graph import Node, Graph
|
|
from mo.ops.op import Op
|
|
|
|
|
|
class RegionYoloOp(Op):
|
|
op = 'RegionYolo'
|
|
|
|
def __init__(self, graph: Graph, attrs: Node):
|
|
mandatory_props = {
|
|
'type': __class__.op,
|
|
'op': __class__.op,
|
|
'version': 'opset1',
|
|
'in_ports_count': 1,
|
|
'out_ports_count': 1,
|
|
'infer': RegionYoloOp.regionyolo_infer
|
|
}
|
|
super().__init__(graph, mandatory_props, attrs)
|
|
|
|
def supported_attrs(self):
|
|
return [
|
|
'coords',
|
|
'classes',
|
|
'num',
|
|
'axis',
|
|
'end_axis',
|
|
'do_softmax',
|
|
'anchors',
|
|
'mask'
|
|
]
|
|
|
|
def backend_attrs(self):
|
|
return [
|
|
'coords',
|
|
'classes',
|
|
'num',
|
|
'axis',
|
|
'end_axis',
|
|
('do_softmax', lambda node: bool_to_str(node, 'do_softmax')),
|
|
('anchors', lambda node: attr_getter(node, 'anchors')),
|
|
('mask', lambda node: attr_getter(node, 'mask'))
|
|
]
|
|
|
|
@staticmethod
|
|
def regionyolo_infer(node: Node):
|
|
input_shape = node.in_node(0).shape
|
|
if input_shape is None:
|
|
return
|
|
axis = get_canonical_axis_index(input_shape, node.axis)
|
|
end_axis = get_canonical_axis_index(input_shape, node.end_axis)
|
|
node.axis = axis
|
|
node.end_axis = end_axis
|
|
if node.do_softmax:
|
|
flat_dim = np.prod(input_shape[axis: end_axis + 1])
|
|
node.out_node().shape = np.array([*input_shape[:axis], flat_dim, *input_shape[end_axis + 1:]])
|
|
else:
|
|
layout = node.graph.graph['layout']
|
|
assert len(layout) == 4
|
|
|
|
node.out_node().shape = shape_for_layout(layout,
|
|
batch=input_shape[get_batch_dim(layout, 4)],
|
|
features=(node.classes + node.coords + 1) * len(node.mask),
|
|
height=input_shape[get_height_dim(layout, 4)],
|
|
width=input_shape[get_width_dim(layout, 4)])
|