74 lines
3.2 KiB
Python
74 lines
3.2 KiB
Python
# Copyright (C) 2018-2025 Intel Corporation
|
|
# SPDX-License-Identifier: Apache-2.0
|
|
|
|
from collections.abc import Callable
|
|
|
|
from openvino import PartialShape # pylint: disable=no-name-in-module,import-error
|
|
from openvino.tools.ovc.error import Error
|
|
from openvino.tools.ovc.utils import refer_to_faq_msg
|
|
|
|
|
|
def update_layout_to_dict(inputs: list, layout: [list, dict], get_names_func: Callable):
|
|
"""
|
|
The function prepares layout values in the dictionary with items of the format:
|
|
{ node_name : {'source_layout': 'NHWC', 'target_layout': 'NCHW'} }
|
|
"""
|
|
if isinstance(layout, dict):
|
|
if '' in layout:
|
|
input_names = [list(get_names_func(cur_input))[0] for cur_input in inputs]
|
|
if len(input_names) > 1:
|
|
raise Error('Layout without name can be specified for models with only one input, '
|
|
'but provided model has {} inputs: \'{}\'. '
|
|
'Please specify explicitly input/output name for "layout" option'
|
|
.format(len(input_names), input_names))
|
|
layout = {
|
|
input_names[0]: {
|
|
'source_layout': layout[''].get('source_layout'),
|
|
'target_layout': layout[''].get('target_layout')
|
|
}
|
|
}
|
|
return layout
|
|
if isinstance(layout, list):
|
|
if len(layout) != len(inputs):
|
|
raise Error('Numbers of inputs and layout values do not match. ' + refer_to_faq_msg(61))
|
|
layout_dict = {}
|
|
for idx, cur_input in enumerate(inputs):
|
|
names_list = list(get_names_func(cur_input))
|
|
assert len(names_list) > 0, "No names for input"
|
|
node_name = names_list[0]
|
|
layout_dict.update(
|
|
{
|
|
node_name: layout[idx]
|
|
}
|
|
)
|
|
return layout_dict
|
|
raise Error("Unknown layout type. Expected dict, list. Got {}".format(type(layout)))
|
|
|
|
|
|
def get_dimension_index_by_label(input_shape: PartialShape, input_names: list, layout_dict: [dict],
|
|
dimension_label: str, default_dim: int):
|
|
"""
|
|
The function returns index of the dimension pointed in the layout
|
|
and a flag indicating if the index is chosen by default.
|
|
For example, the index for 'D' dimension in "NHWDC" layout is 3.
|
|
"""
|
|
if input_shape.rank.is_static and input_shape.rank.get_length() == 0:
|
|
# in case a scalar, batch dimension is not defined
|
|
return None, False
|
|
|
|
# search for the corresponding layout
|
|
for name, layout_value in layout_dict.items():
|
|
if name in input_names:
|
|
layout = layout_value.get('source_layout', None)
|
|
if layout is None:
|
|
return default_dim, True
|
|
from openvino import Layout # pylint: disable=no-name-in-module,import-error
|
|
layout_parsed = Layout(layout)
|
|
if layout_parsed.has_name(dimension_label):
|
|
return layout_parsed.get_index_by_name(dimension_label), False
|
|
else:
|
|
# if the layout is specified and the required dimension label is not found, the batch is unknown
|
|
return None, False
|
|
|
|
return default_dim, True
|