1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363
|
from pathlib import Path
import numpy as np
from ..config import known_extensions
from .request import InitializationError, IOMode
from .v3_plugin_api import ImageProperties, PluginV3
def _legacy_default_index(format):
if format._name == "FFMPEG":
index = Ellipsis
elif format._name == "GIF-PIL":
index = Ellipsis
else:
index = 0
return index
class LegacyPlugin(PluginV3):
"""A plugin to make old (v2.9) plugins compatible with v3.0
.. depreciated:: 2.9
`legacy_get_reader` will be removed in a future version of imageio.
`legacy_get_writer` will be removed in a future version of imageio.
This plugin is a wrapper around the old FormatManager class and exposes
all the old plugins via the new API. On top of this it has
``legacy_get_reader`` and ``legacy_get_writer`` methods to allow using
it with the v2.9 API.
Methods
-------
read(index=None, **kwargs)
Read the image at position ``index``.
write(image, **kwargs)
Write image to the URI.
iter(**kwargs)
Iteratively yield images from the given URI.
get_meta(index=None)
Return the metadata for the image at position ``index``.
legacy_get_reader(**kwargs)
Returns the v2.9 image reader. (depreciated)
legacy_get_writer(**kwargs)
Returns the v2.9 image writer. (depreciated)
Examples
--------
>>> import imageio.v3 as iio
>>> with iio.imopen("/path/to/image.tiff", "r", legacy_mode=True) as file:
>>> reader = file.legacy_get_reader() # depreciated
>>> for im in file.iter():
>>> print(im.shape)
"""
def __init__(self, request, legacy_plugin):
"""Instantiate a new Legacy Plugin
Parameters
----------
uri : {str, pathlib.Path, bytes, file}
The resource to load the image from, e.g. a filename, pathlib.Path,
http address or file object, see the docs for more info.
legacy_plugin : Format
The (legacy) format to use to interface with the URI.
"""
self._request = request
self._format = legacy_plugin
source = (
"<bytes>"
if isinstance(self._request.raw_uri, bytes)
else self._request.raw_uri
)
if self._request.mode.io_mode == IOMode.read:
if not self._format.can_read(request):
raise InitializationError(
f"`{self._format.name}`" f" can not read `{source}`."
)
else:
if not self._format.can_write(request):
raise InitializationError(
f"`{self._format.name}`" f" can not write to `{source}`."
)
def legacy_get_reader(self, **kwargs):
"""legacy_get_reader(**kwargs)
a utility method to provide support vor the V2.9 API
Parameters
----------
kwargs : ...
Further keyword arguments are passed to the reader. See :func:`.help`
to see what arguments are available for a particular format.
"""
# Note: this will break thread-safety
self._request._kwargs = kwargs
# safeguard for DICOM plugin reading from folders
try:
assert Path(self._request.filename).is_dir()
except OSError:
pass # not a valid path on this OS
except AssertionError:
pass # not a folder
else:
return self._format.get_reader(self._request)
self._request.get_file().seek(0)
return self._format.get_reader(self._request)
def read(self, *, index=None, **kwargs):
"""
Parses the given URI and creates a ndarray from it.
Parameters
----------
index : {integer, None}
If the URI contains a list of ndimages return the index-th
image. If None, stack all images into an ndimage along the
0-th dimension (equivalent to np.stack(imgs, axis=0)).
kwargs : ...
Further keyword arguments are passed to the reader. See
:func:`.help` to see what arguments are available for a particular
format.
Returns
-------
ndimage : np.ndarray
A numpy array containing the decoded image data.
"""
if index is None:
index = _legacy_default_index(self._format)
if index is Ellipsis:
img = np.stack([im for im in self.iter(**kwargs)])
return img
reader = self.legacy_get_reader(**kwargs)
return reader.get_data(index)
def legacy_get_writer(self, **kwargs):
"""legacy_get_writer(**kwargs)
Returns a :class:`.Writer` object which can be used to write data
and meta data to the specified file.
Parameters
----------
kwargs : ...
Further keyword arguments are passed to the writer. See :func:`.help`
to see what arguments are available for a particular format.
"""
# Note: this will break thread-safety
self._request._kwargs = kwargs
return self._format.get_writer(self._request)
def write(self, ndimage, *, is_batch=None, metadata=None, **kwargs):
"""
Write an ndimage to the URI specified in path.
If the URI points to a file on the current host and the file does not
yet exist it will be created. If the file exists already, it will be
appended if possible; otherwise, it will be replaced.
Parameters
----------
ndimage : numpy.ndarray
The ndimage or list of ndimages to write.
is_batch : bool
If True, treat the supplied ndimage as a batch of images. If False,
treat the supplied ndimage as a single image. If None, try to
determine ``is_batch`` from the ndimage's shape and ndim.
metadata : dict
The metadata passed to write alongside the image.
kwargs : ...
Further keyword arguments are passed to the writer. See
:func:`.help` to see what arguments are available for a
particular format.
Returns
-------
buffer : bytes
When writing to the special target "<bytes>", this function will
return the encoded image data as a bytes string. Otherwise it
returns None.
Notes
-----
Automatically determining ``is_batch`` may fail for some images due to
shape aliasing. For example, it may classify a channel-first color image
as a batch of gray images. In most cases this automatic deduction works
fine (it has for almost a decade), but if you do have one of those edge
cases (or are worried that you might) consider explicitly setting
``is_batch``.
"""
if is_batch or isinstance(ndimage, (list, tuple)):
pass # ndimage is list of images
elif is_batch is False:
ndimage = [ndimage]
else:
# Write the largest possible block by guessing the meaning of each
# dimension from the shape/ndim and then checking if any batch
# dimensions are left.
ndimage = np.asanyarray(ndimage)
batch_dims = ndimage.ndim
# two spatial dimensions
batch_dims = max(batch_dims - 2, 0)
# packed (channel-last) image
if ndimage.ndim >= 3 and ndimage.shape[-1] < 5:
batch_dims = max(batch_dims - 1, 0)
# format supports volumetric images
ext_infos = known_extensions.get(self._request.extension, list())
for ext_info in ext_infos:
if self._format.name in ext_info.priority and ext_info.volume_support:
batch_dims = max(batch_dims - 1, 0)
break
if batch_dims == 0:
ndimage = [ndimage]
with self.legacy_get_writer(**kwargs) as writer:
for image in ndimage:
image = np.asanyarray(image)
if image.ndim < 2:
raise ValueError(
"The image must have at least two spatial dimensions."
)
if not np.issubdtype(image.dtype, np.number) and not np.issubdtype(
image.dtype, bool
):
raise ValueError(
f"All images have to be numeric, and not `{image.dtype}`."
)
writer.append_data(image, metadata)
return writer.request.get_result()
def iter(self, **kwargs):
"""Iterate over a list of ndimages given by the URI
Parameters
----------
kwargs : ...
Further keyword arguments are passed to the reader. See
:func:`.help` to see what arguments are available for a particular
format.
"""
reader = self.legacy_get_reader(**kwargs)
for image in reader:
yield image
def properties(self, index=None):
"""Standardized ndimage metadata.
Parameters
----------
index : int
The index of the ndimage for which to return properties. If the
index is out of bounds a ``ValueError`` is raised. If ``None``,
return the properties for the ndimage stack. If this is impossible,
e.g., due to shape mismatch, an exception will be raised.
Returns
-------
properties : ImageProperties
A dataclass filled with standardized image metadata.
"""
if index is None:
index = _legacy_default_index(self._format)
# for backwards compatibility ... actually reads pixel data :(
if index is Ellipsis:
image = self.read(index=0)
n_images = self.legacy_get_reader().get_length()
return ImageProperties(
shape=(n_images, *image.shape),
dtype=image.dtype,
n_images=n_images,
is_batch=True,
)
image = self.read(index=index)
return ImageProperties(
shape=image.shape,
dtype=image.dtype,
is_batch=False,
)
def get_meta(self, *, index=None):
"""Read ndimage metadata from the URI
Parameters
----------
index : {integer, None}
If the URI contains a list of ndimages return the metadata
corresponding to the index-th image. If None, behavior depends on
the used api
Legacy-style API: return metadata of the first element (index=0)
New-style API: Behavior depends on the used Plugin.
Returns
-------
metadata : dict
A dictionary of metadata.
"""
return self.metadata(index=index, exclude_applied=False)
def metadata(self, index=None, exclude_applied: bool = True):
"""Format-Specific ndimage metadata.
Parameters
----------
index : int
The index of the ndimage to read. If the index is out of bounds a
``ValueError`` is raised. If ``None``, global metadata is returned.
exclude_applied : bool
This parameter exists for compatibility and has no effect. Legacy
plugins always report all metadata they find.
Returns
-------
metadata : dict
A dictionary filled with format-specific metadata fields and their
values.
"""
if index is None:
index = _legacy_default_index(self._format)
return self.legacy_get_reader().get_meta_data(index=index)
def __del__(self) -> None:
pass
# turns out we can't close the file here for LegacyPlugin
# because it would break backwards compatibility
# with legacy_get_writer and legacy_get_reader
# self._request.finish()
|