# Copyright (c) 2022, Apple Inc. All rights reserved.
#
# Use of this source code is governed by a BSD-3-clause license that can be
# found in the LICENSE.txt file or at https://opensource.org/licenses/BSD-3-Clause
from coremltools.converters.mil.mil import types
from coremltools.converters.mil.mil.input_type import (DefaultInputs,
InputSpec,
TensorInputType)
from coremltools.converters.mil.mil.ops.defs._op_reqs import register_op
from coremltools.converters.mil.mil.ops.defs.iOS15.image_resizing import \
crop_resize as _crop_resize_iOS15
from coremltools.converters.mil.mil.ops.defs.iOS15.image_resizing import \
resample as _resample_iOS15
from coremltools.converters.mil.mil.ops.defs.iOS15.image_resizing import \
upsample_bilinear as _upsample_bilinear_iOS15
from coremltools.converters.mil.mil.ops.defs.iOS16 import _IOS16_TARGET
[docs]@register_op(opset_version=_IOS16_TARGET)
class resample(_resample_iOS15):
"""
This version of ``resample`` supports float 16 coordinates.
For complete documentation, see the
iOS 15 :py:class:`~.iOS15.image_resizing.resample`.
"""
input_spec = InputSpec(
x=TensorInputType(type_domain="T"),
coordinates=TensorInputType(type_domain="U"),
sampling_mode=TensorInputType(const=True, type_domain=types.str),
padding_mode=TensorInputType(const=True, type_domain=types.str),
padding_value=TensorInputType(const=True, type_domain="T"),
coordinates_mode=TensorInputType(const=True, type_domain=types.str),
align_corners=TensorInputType(const=True, type_domain=types.bool),
)
type_domains = {
"T": (types.fp16, types.fp32),
"U": (types.int32, types.fp16, types.fp32),
}
def type_inference(self):
return super().type_inference()
[docs]@register_op(opset_version=_IOS16_TARGET)
class upsample_bilinear(_upsample_bilinear_iOS15):
"""
This version of ``upsample_bilinear`` supports ``half_pixel_centers``.
For complete documentation, see the
iOS 15 :py:class:`~.iOS15.image_resizing.upsample_bilinear`.
Parameters
----------
half_pixel_centers: const<bool> (Optional)
* Defaults to ``!align_corners`` if not provided.
"""
input_spec = _upsample_bilinear_iOS15.input_spec + InputSpec(
half_pixel_centers=TensorInputType(const=True, optional=True, type_domain=types.bool),
)
[docs]@register_op(opset_version=_IOS16_TARGET)
class crop_resize(_crop_resize_iOS15):
"""
This version differs from the iOS 15 :py:class:`~.iOS15.image_resizing.crop_resize`
by supporting ``pad_value`` as an additional parameter.
Parameters
----------
pad_value : const<T> (Optional, default=0.0)
* If the box indexes go beyond the input boundary, the input image is padded with ``pad_value``.
* Defaults to ``0``.
* It is the same as ``extrapolation_value`` in `tf.image.crop_and_resize <https://www.tensorflow.org/api_docs/python/tf/image/crop_and_resize>`_.
Attributes
----------
T: fp16, fp32
"""
input_spec = _crop_resize_iOS15.input_spec + InputSpec(
pad_value=TensorInputType(const=True, optional=True, type_domain="T"),
)
def default_inputs(self):
return super().default_inputs() + DefaultInputs(pad_value=0.0)