__init__.py 18 KB

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  1. """
  2. Python Library to Read and Write Surface Files in Freesurfer's TriangularSurface Format
  3. compatible with Freesurfer's MRISwriteTriangularSurface()
  4. https://github.com/freesurfer/freesurfer/blob/release_6_0_0/include/mrisurf.h#L1281
  5. https://github.com/freesurfer/freesurfer/blob/release_6_0_0/utils/mrisurf.c
  6. https://raw.githubusercontent.com/freesurfer/freesurfer/release_6_0_0/utils/mrisurf.c
  7. Freesurfer
  8. https://surfer.nmr.mgh.harvard.edu/
  9. Edit Surface File
  10. >>> from freesurfer_surface import Surface, Vertex, Triangle
  11. >>>
  12. >>> surface = Surface.read_triangular('bert/surf/lh.pial'))
  13. >>>
  14. >>> vertex_a = surface.add_vertex(Vertex(0.0, 0.0, 0.0))
  15. >>> vertex_b = surface.add_vertex(Vertex(1.0, 1.0, 1.0))
  16. >>> vertex_c = surface.add_vertex(Vertex(2.0, 2.0, 2.0))
  17. >>> surface.triangles.append(Triangle((vertex_a, vertex_b, vertex_c)))
  18. >>>
  19. >>> surface.write_triangular('somewhere/else/lh.pial')
  20. List Labels in Annotation File
  21. >>> from freesurfer_surface import Annotation
  22. >>>
  23. >>> annotation = Annotation.read('bert/label/lh.aparc.annot')
  24. >>> for label in annotation.labels.values():
  25. >>> print(label.index, label.hex_color_code, label.name)
  26. Find Border of Labelled Region
  27. >>> surface = Surface.read_triangular('bert/surf/lh.pial'))
  28. >>> surface.load_annotation_file('bert/label/lh.aparc.annot')
  29. >>> region, = filter(lambda l: l.name == 'precentral',
  30. >>> annotation.labels.values())
  31. >>> print(surface.find_label_border_polygonal_chains(region))
  32. """
  33. import collections
  34. import contextlib
  35. import datetime
  36. import itertools
  37. import locale
  38. import re
  39. import struct
  40. import typing
  41. import numpy
  42. from freesurfer_surface.version import __version__
  43. class UnsupportedLocaleSettingError(locale.Error):
  44. pass
  45. @contextlib.contextmanager
  46. def setlocale(temporary_locale):
  47. primary_locale = locale.setlocale(locale.LC_ALL)
  48. try:
  49. yield locale.setlocale(locale.LC_ALL, temporary_locale)
  50. except locale.Error as exc:
  51. if str(exc) == 'unsupported locale setting':
  52. raise UnsupportedLocaleSettingError(temporary_locale)
  53. raise exc # pragma: no cover
  54. finally:
  55. locale.setlocale(locale.LC_ALL, primary_locale)
  56. class Vertex(numpy.ndarray):
  57. def __new__(cls, right: float, anterior: float, superior: float):
  58. return numpy.array((right, anterior, superior),
  59. dtype=float).view(cls)
  60. @property
  61. def right(self) -> float:
  62. return self[0]
  63. @property
  64. def anterior(self) -> float:
  65. return self[1]
  66. @property
  67. def superior(self) -> float:
  68. return self[2]
  69. @property
  70. def __dict__(self) -> typing.Dict[str, float]:
  71. return {'right': self.right,
  72. 'anterior': self.anterior,
  73. 'superior': self.superior}
  74. def __format_coords(self) -> str:
  75. return ', '.join('{}={}'.format(name, getattr(self, name))
  76. for name in ['right', 'anterior', 'superior'])
  77. def __repr__(self) -> str:
  78. return '{}({})'.format(type(self).__name__, self.__format_coords())
  79. class _PolygonalCircuit:
  80. _VERTEX_INDICES_TYPE = typing.Tuple[int]
  81. def __init__(self, vertex_indices: _VERTEX_INDICES_TYPE):
  82. self.vertex_indices = vertex_indices
  83. @property
  84. def vertex_indices(self):
  85. return self._vertex_indices
  86. @vertex_indices.setter
  87. def vertex_indices(self, indices: _VERTEX_INDICES_TYPE):
  88. # pylint: disable=attribute-defined-outside-init
  89. self._vertex_indices = tuple(indices)
  90. def _normalize(self) -> '_PolygonalCircuit':
  91. min_vertex_index_index = self.vertex_indices.index(min(self.vertex_indices))
  92. return type(self)(self.vertex_indices[min_vertex_index_index:]
  93. + self.vertex_indices[:min_vertex_index_index])
  94. def __eq__(self, other: '_PolygonalCircuit') -> bool:
  95. # pylint: disable=protected-access
  96. return self._normalize().vertex_indices == other._normalize().vertex_indices
  97. def __hash__(self) -> int:
  98. # pylint: disable=protected-access
  99. return hash(self._normalize()._vertex_indices)
  100. def adjacent_vertex_indices(self, vertices_num: int = 2
  101. ) -> typing.Iterable[typing.Tuple[int]]:
  102. vertex_indices_cycle = list(itertools.islice(
  103. itertools.cycle(self.vertex_indices),
  104. 0,
  105. len(self.vertex_indices) + vertices_num - 1,
  106. ))
  107. return zip(*(itertools.islice(vertex_indices_cycle,
  108. offset,
  109. len(self.vertex_indices) + offset)
  110. for offset in range(vertices_num)))
  111. class _LineSegment(_PolygonalCircuit):
  112. # pylint: disable=no-member
  113. @_PolygonalCircuit.vertex_indices.setter
  114. def vertex_indices(self, indices: _PolygonalCircuit._VERTEX_INDICES_TYPE):
  115. assert len(indices) == 2
  116. # pylint: disable=attribute-defined-outside-init
  117. self._vertex_indices = tuple(indices)
  118. def __repr__(self) -> str:
  119. return '_LineSegment(vertex_indices={})'.format(self.vertex_indices)
  120. class Triangle(_PolygonalCircuit):
  121. # pylint: disable=no-member
  122. @_PolygonalCircuit.vertex_indices.setter
  123. def vertex_indices(self, indices: _PolygonalCircuit._VERTEX_INDICES_TYPE):
  124. assert len(indices) == 3
  125. # pylint: disable=attribute-defined-outside-init
  126. self._vertex_indices = tuple(indices)
  127. def __repr__(self) -> str:
  128. return 'Triangle(vertex_indices={})'.format(self.vertex_indices)
  129. class PolygonalChainsNotOverlapingError(ValueError):
  130. pass
  131. class PolygonalChain:
  132. def __init__(self, vertex_indices: typing.Iterable[int]):
  133. self.vertex_indices = collections.deque(vertex_indices) # type: Deque[int]
  134. def __eq__(self, other: 'PolygonalChain') -> bool:
  135. return self.vertex_indices == other.vertex_indices
  136. def __repr__(self) -> str:
  137. return 'PolygonalChain(vertex_indices={})'.format(tuple(self.vertex_indices))
  138. def connect(self, other: 'PolygonalChain') -> None:
  139. if self.vertex_indices[-1] == other.vertex_indices[0]:
  140. self.vertex_indices.pop()
  141. self.vertex_indices.extend(other.vertex_indices)
  142. elif self.vertex_indices[-1] == other.vertex_indices[-1]:
  143. self.vertex_indices.pop()
  144. self.vertex_indices.extend(reversed(other.vertex_indices))
  145. elif self.vertex_indices[0] == other.vertex_indices[0]:
  146. self.vertex_indices.popleft()
  147. self.vertex_indices.extendleft(other.vertex_indices)
  148. elif self.vertex_indices[0] == other.vertex_indices[-1]:
  149. self.vertex_indices.popleft()
  150. self.vertex_indices.extendleft(reversed(other.vertex_indices))
  151. else:
  152. raise PolygonalChainsNotOverlapingError()
  153. def adjacent_vertex_indices(self, vertices_num: int = 2
  154. ) -> typing.Iterable[typing.Tuple[int]]:
  155. return zip(*(itertools.islice(self.vertex_indices,
  156. offset,
  157. len(self.vertex_indices))
  158. for offset in range(vertices_num)))
  159. def segments(self) -> typing.Iterable[_LineSegment]:
  160. return map(_LineSegment, self.adjacent_vertex_indices(2))
  161. class Label:
  162. # pylint: disable=too-many-arguments
  163. def __init__(self, index: int, name: str, red: int,
  164. green: int, blue: int, transparency: int):
  165. self.index = index # type: int
  166. self.name = name # type: str
  167. self.red = red # type: int
  168. self.green = green # type: int
  169. self.blue = blue # type: int
  170. self.transparency = transparency # type: int
  171. @property
  172. def color_code(self) -> int:
  173. if self.index == 0: # unknown
  174. return 0
  175. return int.from_bytes((self.red, self.green, self.blue, self.transparency),
  176. byteorder='little', signed=False)
  177. @property
  178. def hex_color_code(self) -> str:
  179. return '#{:02x}{:02x}{:02x}'.format(self.red, self.green, self.blue)
  180. def __str__(self) -> str:
  181. return 'Label(name={}, index={}, color={})'.format(
  182. self.name, self.index, self.hex_color_code)
  183. def __repr__(self) -> str:
  184. return str(self)
  185. class Annotation:
  186. # pylint: disable=too-few-public-methods
  187. _TAG_OLD_COLORTABLE = b'\0\0\0\x01'
  188. def __init__(self):
  189. self.vertex_label_index = {} # type: Dict[int, int]
  190. self.colortable_path = None # type: Optional[bytes]
  191. self.labels = {} # type: Dict[int, Label]
  192. @staticmethod
  193. def _read_label(stream: typing.BinaryIO) -> Label:
  194. index, name_length = struct.unpack('>II', stream.read(4 * 2))
  195. name = stream.read(name_length - 1).decode()
  196. assert stream.read(1) == b'\0'
  197. red, green, blue, transparency \
  198. = struct.unpack('>IIII', stream.read(4 * 4))
  199. return Label(index=index, name=name, red=red, green=green,
  200. blue=blue, transparency=transparency)
  201. def _read(self, stream: typing.BinaryIO) -> None:
  202. # https://surfer.nmr.mgh.harvard.edu/fswiki/LabelsClutsAnnotationFiles
  203. annotations_num, = struct.unpack('>I', stream.read(4))
  204. annotations = [struct.unpack('>II', stream.read(4 * 2))
  205. for _ in range(annotations_num)]
  206. assert stream.read(4) == self._TAG_OLD_COLORTABLE
  207. colortable_version, _, filename_length \
  208. = struct.unpack('>III', stream.read(4 * 3))
  209. assert colortable_version > 0 # new version
  210. self.colortable_path = stream.read(filename_length - 1)
  211. assert stream.read(1) == b'\0'
  212. labels_num, = struct.unpack('>I', stream.read(4))
  213. self.labels = {label.index: label for label
  214. in (self._read_label(stream) for _ in range(labels_num))}
  215. label_index_by_color_code = {label.color_code: label.index
  216. for label in self.labels.values()}
  217. self.vertex_label_index = {vertex_index: label_index_by_color_code[color_code]
  218. for vertex_index, color_code in annotations}
  219. assert not stream.read(1)
  220. @classmethod
  221. def read(cls, annotation_file_path: str) -> 'Annotation':
  222. annotation = cls()
  223. with open(annotation_file_path, 'rb') as annotation_file:
  224. # pylint: disable=protected-access
  225. annotation._read(annotation_file)
  226. return annotation
  227. class Surface:
  228. # pylint: disable=too-many-instance-attributes
  229. _MAGIC_NUMBER = b'\xff\xff\xfe'
  230. _TAG_CMDLINE = b'\x00\x00\x00\x03'
  231. _TAG_OLD_SURF_GEOM = b'\x00\x00\x00\x14'
  232. _TAG_OLD_USEREALRAS = b'\x00\x00\x00\x02'
  233. _DATETIME_FORMAT = '%a %b %d %H:%M:%S %Y'
  234. def __init__(self):
  235. self.creator = None # type: Optional[bytes]
  236. self.creation_datetime = None # type: Optional[datetime.datetime]
  237. self.vertices = [] # type: List[Vertex]
  238. self.triangles = [] # type: List[Triangle]
  239. self.using_old_real_ras = False # type: bool
  240. self.volume_geometry_info = None # type: Optional[Tuple[bytes]]
  241. self.command_lines = [] # type: List[bytes]
  242. self.annotation = None # type: Optional[Annotation]
  243. @classmethod
  244. def _read_cmdlines(cls, stream: typing.BinaryIO) -> typing.Iterator[str]:
  245. while True:
  246. tag = stream.read(4)
  247. if not tag:
  248. return
  249. assert tag == cls._TAG_CMDLINE # might be TAG_GROUP_AVG_SURFACE_AREA
  250. # TAGwrite
  251. # https://github.com/freesurfer/freesurfer/blob/release_6_0_0/utils/tags.c#L94
  252. str_length, = struct.unpack('>Q', stream.read(8))
  253. yield stream.read(str_length - 1)
  254. assert stream.read(1) == b'\x00'
  255. def _read_triangular(self, stream: typing.BinaryIO):
  256. assert stream.read(3) == self._MAGIC_NUMBER
  257. self.creator, creation_dt_str = re.match(rb'^created by (\w+) on (.* \d{4})\n',
  258. stream.readline()).groups()
  259. with setlocale('C'):
  260. self.creation_datetime = datetime.datetime.strptime(creation_dt_str.decode(),
  261. self._DATETIME_FORMAT)
  262. assert stream.read(1) == b'\n'
  263. # fwriteInt
  264. # https://github.com/freesurfer/freesurfer/blob/release_6_0_0/utils/fio.c#L290
  265. vertices_num, triangles_num = struct.unpack('>II', stream.read(4 * 2))
  266. self.vertices = [Vertex(*struct.unpack('>fff', stream.read(4 * 3)))
  267. for _ in range(vertices_num)]
  268. self.triangles = [Triangle(struct.unpack('>III', stream.read(4 * 3)))
  269. for _ in range(triangles_num)]
  270. assert all(vertex_idx < vertices_num
  271. for triangle in self.triangles
  272. for vertex_idx in triangle.vertex_indices)
  273. assert stream.read(4) == self._TAG_OLD_USEREALRAS
  274. using_old_real_ras, = struct.unpack('>I', stream.read(4))
  275. assert using_old_real_ras in [0, 1], using_old_real_ras
  276. self.using_old_real_ras = bool(using_old_real_ras)
  277. assert stream.read(4) == self._TAG_OLD_SURF_GEOM
  278. # writeVolGeom
  279. # https://github.com/freesurfer/freesurfer/blob/release_6_0_0/utils/transform.c#L368
  280. self.volume_geometry_info = tuple(stream.readline() for _ in range(8))
  281. self.command_lines = list(self._read_cmdlines(stream))
  282. @classmethod
  283. def read_triangular(cls, surface_file_path: str) -> 'Surface':
  284. surface = cls()
  285. with open(surface_file_path, 'rb') as surface_file:
  286. # pylint: disable=protected-access
  287. surface._read_triangular(surface_file)
  288. return surface
  289. @classmethod
  290. def _triangular_strftime(cls, creation_datetime: datetime.datetime) -> bytes:
  291. padded_day = '{:>2}'.format(creation_datetime.day)
  292. fmt = cls._DATETIME_FORMAT.replace('%d', padded_day)
  293. with setlocale('C'):
  294. return creation_datetime.strftime(fmt).encode()
  295. def write_triangular(self, surface_file_path: str,
  296. creation_datetime: typing.Optional[datetime.datetime] = None):
  297. if creation_datetime is None:
  298. creation_datetime = datetime.datetime.now()
  299. with open(surface_file_path, 'wb') as surface_file:
  300. surface_file.write(
  301. self._MAGIC_NUMBER
  302. + b'created by ' + self.creator
  303. + b' on ' + self._triangular_strftime(creation_datetime)
  304. + b'\n\n'
  305. + struct.pack('>II', len(self.vertices), len(self.triangles))
  306. )
  307. for vertex in self.vertices:
  308. surface_file.write(struct.pack('>fff', *vertex))
  309. for triangle in self.triangles:
  310. assert all(vertex_index < len(self.vertices)
  311. for vertex_index in triangle.vertex_indices)
  312. surface_file.write(struct.pack('>III',
  313. *triangle.vertex_indices))
  314. surface_file.write(self._TAG_OLD_USEREALRAS
  315. + struct.pack('>I', 1 if self.using_old_real_ras else 0))
  316. surface_file.write(self._TAG_OLD_SURF_GEOM
  317. + b''.join(self.volume_geometry_info))
  318. for command_line in self.command_lines:
  319. surface_file.write(self._TAG_CMDLINE + struct.pack('>Q', len(command_line) + 1)
  320. + command_line + b'\0')
  321. def load_annotation_file(self, annotation_file_path: str) -> None:
  322. annotation = Annotation.read(annotation_file_path)
  323. assert len(annotation.vertex_label_index) <= len(self.vertices)
  324. assert max(annotation.vertex_label_index.keys()) < len(self.vertices)
  325. self.annotation = annotation
  326. def add_vertex(self, vertex: Vertex) -> int:
  327. self.vertices.append(vertex)
  328. return len(self.vertices) - 1
  329. def add_rectangle(self, vertex_indices: typing.Iterable[int]) -> typing.Iterable[int]:
  330. vertex_indices = list(vertex_indices)
  331. if len(vertex_indices) == 3:
  332. vertex_indices.append(self.add_vertex(
  333. self.vertices[vertex_indices[0]]
  334. + self.vertices[vertex_indices[2]]
  335. - self.vertices[vertex_indices[1]]
  336. ))
  337. assert len(vertex_indices) == 4
  338. self.triangles.append(Triangle(vertex_indices[:3]))
  339. self.triangles.append(Triangle(vertex_indices[2:]
  340. + vertex_indices[:1]))
  341. def _get_vertex_label_index(self, vertex_index: int) -> typing.Optional[int]:
  342. return self.annotation.vertex_label_index.get(vertex_index, None)
  343. def _find_label_border_segments(self, label: Label) -> typing.Iterator[_LineSegment]:
  344. for triangle in self.triangles:
  345. border_vertex_indices = tuple(filter(
  346. lambda i: self._get_vertex_label_index(i) == label.index,
  347. triangle.vertex_indices,
  348. ))
  349. if len(border_vertex_indices) == 2:
  350. yield _LineSegment(border_vertex_indices)
  351. def find_label_border_polygonal_chains(self, label: Label) -> typing.Iterator[PolygonalChain]:
  352. segments = set(self._find_label_border_segments(label))
  353. available_chains = collections.deque(PolygonalChain(segment.vertex_indices)
  354. for segment in segments)
  355. # irrespective of its poor performance,
  356. # we keep this approach since it's easy to read and fast enough
  357. while available_chains:
  358. chain = available_chains.pop()
  359. last_chains_len = None
  360. while last_chains_len != len(available_chains):
  361. last_chains_len = len(available_chains)
  362. checked_chains = collections.deque()
  363. while available_chains:
  364. potential_neighbour = available_chains.pop()
  365. try:
  366. chain.connect(potential_neighbour)
  367. except PolygonalChainsNotOverlapingError:
  368. checked_chains.append(potential_neighbour)
  369. available_chains = checked_chains
  370. assert all((segment in segments) for segment in chain.segments())
  371. yield chain