__init__.py 19 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. vertex_indices = collections.deque(self.vertex_indices)
  92. vertex_indices.rotate(-numpy.argmin(self.vertex_indices))
  93. if len(vertex_indices) > 2 and vertex_indices[-1] < vertex_indices[1]:
  94. vertex_indices.reverse()
  95. vertex_indices.rotate(1)
  96. return type(self)(vertex_indices)
  97. def __eq__(self, other: '_PolygonalCircuit') -> bool:
  98. # pylint: disable=protected-access
  99. return self._normalize().vertex_indices == other._normalize().vertex_indices
  100. def __hash__(self) -> int:
  101. # pylint: disable=protected-access
  102. return hash(self._normalize()._vertex_indices)
  103. def adjacent_vertex_indices(self, vertices_num: int = 2
  104. ) -> typing.Iterable[typing.Tuple[int]]:
  105. vertex_indices_cycle = list(itertools.islice(
  106. itertools.cycle(self.vertex_indices),
  107. 0,
  108. len(self.vertex_indices) + vertices_num - 1,
  109. ))
  110. return zip(*(itertools.islice(vertex_indices_cycle,
  111. offset,
  112. len(self.vertex_indices) + offset)
  113. for offset in range(vertices_num)))
  114. class _LineSegment(_PolygonalCircuit):
  115. # pylint: disable=no-member
  116. @_PolygonalCircuit.vertex_indices.setter
  117. def vertex_indices(self, indices: _PolygonalCircuit._VERTEX_INDICES_TYPE):
  118. assert len(indices) == 2
  119. # pylint: disable=attribute-defined-outside-init
  120. self._vertex_indices = tuple(indices)
  121. def __repr__(self) -> str:
  122. return '_LineSegment(vertex_indices={})'.format(self.vertex_indices)
  123. class Triangle(_PolygonalCircuit):
  124. # pylint: disable=no-member
  125. @_PolygonalCircuit.vertex_indices.setter
  126. def vertex_indices(self, indices: _PolygonalCircuit._VERTEX_INDICES_TYPE):
  127. assert len(indices) == 3
  128. # pylint: disable=attribute-defined-outside-init
  129. self._vertex_indices = tuple(indices)
  130. def __repr__(self) -> str:
  131. return 'Triangle(vertex_indices={})'.format(self.vertex_indices)
  132. class PolygonalChainsNotOverlapingError(ValueError):
  133. pass
  134. class PolygonalChain:
  135. def __init__(self, vertex_indices: typing.Iterable[int]):
  136. self.vertex_indices = collections.deque(vertex_indices) # type: Deque[int]
  137. def __eq__(self, other: 'PolygonalChain') -> bool:
  138. return self.vertex_indices == other.vertex_indices
  139. def __repr__(self) -> str:
  140. return 'PolygonalChain(vertex_indices={})'.format(tuple(self.vertex_indices))
  141. def connect(self, other: 'PolygonalChain') -> None:
  142. if self.vertex_indices[-1] == other.vertex_indices[0]:
  143. self.vertex_indices.pop()
  144. self.vertex_indices.extend(other.vertex_indices)
  145. elif self.vertex_indices[-1] == other.vertex_indices[-1]:
  146. self.vertex_indices.pop()
  147. self.vertex_indices.extend(reversed(other.vertex_indices))
  148. elif self.vertex_indices[0] == other.vertex_indices[0]:
  149. self.vertex_indices.popleft()
  150. self.vertex_indices.extendleft(other.vertex_indices)
  151. elif self.vertex_indices[0] == other.vertex_indices[-1]:
  152. self.vertex_indices.popleft()
  153. self.vertex_indices.extendleft(reversed(other.vertex_indices))
  154. else:
  155. raise PolygonalChainsNotOverlapingError()
  156. def adjacent_vertex_indices(self, vertices_num: int = 2
  157. ) -> typing.Iterable[typing.Tuple[int]]:
  158. return zip(*(itertools.islice(self.vertex_indices,
  159. offset,
  160. len(self.vertex_indices))
  161. for offset in range(vertices_num)))
  162. def segments(self) -> typing.Iterable[_LineSegment]:
  163. return map(_LineSegment, self.adjacent_vertex_indices(2))
  164. class Label:
  165. # pylint: disable=too-many-arguments
  166. def __init__(self, index: int, name: str, red: int,
  167. green: int, blue: int, transparency: int):
  168. self.index = index # type: int
  169. self.name = name # type: str
  170. self.red = red # type: int
  171. self.green = green # type: int
  172. self.blue = blue # type: int
  173. self.transparency = transparency # type: int
  174. @property
  175. def color_code(self) -> int:
  176. if self.index == 0: # unknown
  177. return 0
  178. return int.from_bytes((self.red, self.green, self.blue, self.transparency),
  179. byteorder='little', signed=False)
  180. @property
  181. def hex_color_code(self) -> str:
  182. return '#{:02x}{:02x}{:02x}'.format(self.red, self.green, self.blue)
  183. def __str__(self) -> str:
  184. return 'Label(name={}, index={}, color={})'.format(
  185. self.name, self.index, self.hex_color_code)
  186. def __repr__(self) -> str:
  187. return str(self)
  188. class Annotation:
  189. # pylint: disable=too-few-public-methods
  190. _TAG_OLD_COLORTABLE = b'\0\0\0\x01'
  191. def __init__(self):
  192. self.vertex_label_index = {} # type: Dict[int, int]
  193. self.colortable_path = None # type: Optional[bytes]
  194. self.labels = {} # type: Dict[int, Label]
  195. @staticmethod
  196. def _read_label(stream: typing.BinaryIO) -> Label:
  197. index, name_length = struct.unpack('>II', stream.read(4 * 2))
  198. name = stream.read(name_length - 1).decode()
  199. assert stream.read(1) == b'\0'
  200. red, green, blue, transparency \
  201. = struct.unpack('>IIII', stream.read(4 * 4))
  202. return Label(index=index, name=name, red=red, green=green,
  203. blue=blue, transparency=transparency)
  204. def _read(self, stream: typing.BinaryIO) -> None:
  205. # https://surfer.nmr.mgh.harvard.edu/fswiki/LabelsClutsAnnotationFiles
  206. annotations_num, = struct.unpack('>I', stream.read(4))
  207. annotations = [struct.unpack('>II', stream.read(4 * 2))
  208. for _ in range(annotations_num)]
  209. assert stream.read(4) == self._TAG_OLD_COLORTABLE
  210. colortable_version, _, filename_length \
  211. = struct.unpack('>III', stream.read(4 * 3))
  212. assert colortable_version > 0 # new version
  213. self.colortable_path = stream.read(filename_length - 1)
  214. assert stream.read(1) == b'\0'
  215. labels_num, = struct.unpack('>I', stream.read(4))
  216. self.labels = {label.index: label for label
  217. in (self._read_label(stream) for _ in range(labels_num))}
  218. label_index_by_color_code = {label.color_code: label.index
  219. for label in self.labels.values()}
  220. self.vertex_label_index = {vertex_index: label_index_by_color_code[color_code]
  221. for vertex_index, color_code in annotations}
  222. assert not stream.read(1)
  223. @classmethod
  224. def read(cls, annotation_file_path: str) -> 'Annotation':
  225. annotation = cls()
  226. with open(annotation_file_path, 'rb') as annotation_file:
  227. # pylint: disable=protected-access
  228. annotation._read(annotation_file)
  229. return annotation
  230. class Surface:
  231. # pylint: disable=too-many-instance-attributes
  232. _MAGIC_NUMBER = b'\xff\xff\xfe'
  233. _TAG_CMDLINE = b'\x00\x00\x00\x03'
  234. _TAG_OLD_SURF_GEOM = b'\x00\x00\x00\x14'
  235. _TAG_OLD_USEREALRAS = b'\x00\x00\x00\x02'
  236. _DATETIME_FORMAT = '%a %b %d %H:%M:%S %Y'
  237. def __init__(self):
  238. self.creator = None # type: Optional[bytes]
  239. self.creation_datetime = None # type: Optional[datetime.datetime]
  240. self.vertices = [] # type: List[Vertex]
  241. self.triangles = [] # type: List[Triangle]
  242. self.using_old_real_ras = False # type: bool
  243. self.volume_geometry_info = None # type: Optional[Tuple[bytes]]
  244. self.command_lines = [] # type: List[bytes]
  245. self.annotation = None # type: Optional[Annotation]
  246. @classmethod
  247. def _read_cmdlines(cls, stream: typing.BinaryIO) -> typing.Iterator[str]:
  248. while True:
  249. tag = stream.read(4)
  250. if not tag:
  251. return
  252. assert tag == cls._TAG_CMDLINE # might be TAG_GROUP_AVG_SURFACE_AREA
  253. # TAGwrite
  254. # https://github.com/freesurfer/freesurfer/blob/release_6_0_0/utils/tags.c#L94
  255. str_length, = struct.unpack('>Q', stream.read(8))
  256. yield stream.read(str_length - 1)
  257. assert stream.read(1) == b'\x00'
  258. def _read_triangular(self, stream: typing.BinaryIO):
  259. assert stream.read(3) == self._MAGIC_NUMBER
  260. self.creator, creation_dt_str = re.match(rb'^created by (\w+) on (.* \d{4})\n',
  261. stream.readline()).groups()
  262. with setlocale('C'):
  263. self.creation_datetime = datetime.datetime.strptime(creation_dt_str.decode(),
  264. self._DATETIME_FORMAT)
  265. assert stream.read(1) == b'\n'
  266. # fwriteInt
  267. # https://github.com/freesurfer/freesurfer/blob/release_6_0_0/utils/fio.c#L290
  268. vertices_num, triangles_num = struct.unpack('>II', stream.read(4 * 2))
  269. self.vertices = [Vertex(*struct.unpack('>fff', stream.read(4 * 3)))
  270. for _ in range(vertices_num)]
  271. self.triangles = [Triangle(struct.unpack('>III', stream.read(4 * 3)))
  272. for _ in range(triangles_num)]
  273. assert all(vertex_idx < vertices_num
  274. for triangle in self.triangles
  275. for vertex_idx in triangle.vertex_indices)
  276. assert stream.read(4) == self._TAG_OLD_USEREALRAS
  277. using_old_real_ras, = struct.unpack('>I', stream.read(4))
  278. assert using_old_real_ras in [0, 1], using_old_real_ras
  279. self.using_old_real_ras = bool(using_old_real_ras)
  280. assert stream.read(4) == self._TAG_OLD_SURF_GEOM
  281. # writeVolGeom
  282. # https://github.com/freesurfer/freesurfer/blob/release_6_0_0/utils/transform.c#L368
  283. self.volume_geometry_info = tuple(stream.readline() for _ in range(8))
  284. self.command_lines = list(self._read_cmdlines(stream))
  285. @classmethod
  286. def read_triangular(cls, surface_file_path: str) -> 'Surface':
  287. surface = cls()
  288. with open(surface_file_path, 'rb') as surface_file:
  289. # pylint: disable=protected-access
  290. surface._read_triangular(surface_file)
  291. return surface
  292. @classmethod
  293. def _triangular_strftime(cls, creation_datetime: datetime.datetime) -> bytes:
  294. padded_day = '{:>2}'.format(creation_datetime.day)
  295. fmt = cls._DATETIME_FORMAT.replace('%d', padded_day)
  296. with setlocale('C'):
  297. return creation_datetime.strftime(fmt).encode()
  298. def write_triangular(self, surface_file_path: str,
  299. creation_datetime: typing.Optional[datetime.datetime] = None):
  300. if creation_datetime is None:
  301. creation_datetime = datetime.datetime.now()
  302. with open(surface_file_path, 'wb') as surface_file:
  303. surface_file.write(
  304. self._MAGIC_NUMBER
  305. + b'created by ' + self.creator
  306. + b' on ' + self._triangular_strftime(creation_datetime)
  307. + b'\n\n'
  308. + struct.pack('>II', len(self.vertices), len(self.triangles))
  309. )
  310. for vertex in self.vertices:
  311. surface_file.write(struct.pack('>fff', *vertex))
  312. for triangle in self.triangles:
  313. assert all(vertex_index < len(self.vertices)
  314. for vertex_index in triangle.vertex_indices)
  315. surface_file.write(struct.pack('>III',
  316. *triangle.vertex_indices))
  317. surface_file.write(self._TAG_OLD_USEREALRAS
  318. + struct.pack('>I', 1 if self.using_old_real_ras else 0))
  319. surface_file.write(self._TAG_OLD_SURF_GEOM
  320. + b''.join(self.volume_geometry_info))
  321. for command_line in self.command_lines:
  322. surface_file.write(self._TAG_CMDLINE + struct.pack('>Q', len(command_line) + 1)
  323. + command_line + b'\0')
  324. def load_annotation_file(self, annotation_file_path: str) -> None:
  325. annotation = Annotation.read(annotation_file_path)
  326. assert len(annotation.vertex_label_index) <= len(self.vertices)
  327. assert max(annotation.vertex_label_index.keys()) < len(self.vertices)
  328. self.annotation = annotation
  329. def add_vertex(self, vertex: Vertex) -> int:
  330. self.vertices.append(vertex)
  331. return len(self.vertices) - 1
  332. def add_rectangle(self, vertex_indices: typing.Iterable[int]) -> typing.Iterable[int]:
  333. vertex_indices = list(vertex_indices)
  334. if len(vertex_indices) == 3:
  335. vertex_indices.append(self.add_vertex(
  336. self.vertices[vertex_indices[0]]
  337. + self.vertices[vertex_indices[2]]
  338. - self.vertices[vertex_indices[1]]
  339. ))
  340. assert len(vertex_indices) == 4
  341. self.triangles.append(Triangle(vertex_indices[:3]))
  342. self.triangles.append(Triangle(vertex_indices[2:]
  343. + vertex_indices[:1]))
  344. def _triangle_count_by_adjacent_vertex_indices(self) \
  345. -> typing.Dict[int, typing.Dict[int, int]]:
  346. counts = {vertex_index: collections.defaultdict(lambda: 0)
  347. for vertex_index in range(len(self.vertices))}
  348. for triangle in self.triangles:
  349. for vertex_index_pair in triangle.adjacent_vertex_indices(2):
  350. counts[vertex_index_pair[0]][vertex_index_pair[1]] += 1
  351. counts[vertex_index_pair[1]][vertex_index_pair[0]] += 1
  352. return counts
  353. def _get_vertex_label_index(self, vertex_index: int) -> typing.Optional[int]:
  354. return self.annotation.vertex_label_index.get(vertex_index, None)
  355. def _find_label_border_segments(self, label: Label) -> typing.Iterator[_LineSegment]:
  356. for triangle in self.triangles:
  357. border_vertex_indices = tuple(filter(
  358. lambda i: self._get_vertex_label_index(i) == label.index,
  359. triangle.vertex_indices,
  360. ))
  361. if len(border_vertex_indices) == 2:
  362. yield _LineSegment(border_vertex_indices)
  363. def find_label_border_polygonal_chains(self, label: Label) -> typing.Iterator[PolygonalChain]:
  364. segments = set(self._find_label_border_segments(label))
  365. available_chains = collections.deque(PolygonalChain(segment.vertex_indices)
  366. for segment in segments)
  367. # irrespective of its poor performance,
  368. # we keep this approach since it's easy to read and fast enough
  369. while available_chains:
  370. chain = available_chains.pop()
  371. last_chains_len = None
  372. while last_chains_len != len(available_chains):
  373. last_chains_len = len(available_chains)
  374. checked_chains = collections.deque()
  375. while available_chains:
  376. potential_neighbour = available_chains.pop()
  377. try:
  378. chain.connect(potential_neighbour)
  379. except PolygonalChainsNotOverlapingError:
  380. checked_chains.append(potential_neighbour)
  381. available_chains = checked_chains
  382. assert all((segment in segments) for segment in chain.segments())
  383. yield chain