__init__.py 22 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 copy
  36. import datetime
  37. import itertools
  38. import locale
  39. import re
  40. import struct
  41. import typing
  42. import numpy
  43. try:
  44. from freesurfer_surface.version import __version__
  45. except ImportError: # ModuleNotFoundError not available in python<3.6
  46. # package is not installed
  47. __version__ = None
  48. class UnsupportedLocaleSettingError(locale.Error):
  49. pass
  50. @contextlib.contextmanager
  51. def setlocale(temporary_locale):
  52. primary_locale = locale.setlocale(locale.LC_ALL)
  53. try:
  54. yield locale.setlocale(locale.LC_ALL, temporary_locale)
  55. except locale.Error as exc:
  56. if str(exc) == "unsupported locale setting":
  57. raise UnsupportedLocaleSettingError(temporary_locale) from exc
  58. raise exc # pragma: no cover
  59. finally:
  60. locale.setlocale(locale.LC_ALL, primary_locale)
  61. class Vertex(numpy.ndarray):
  62. def __new__(cls, right: float, anterior: float, superior: float):
  63. return numpy.array((right, anterior, superior), dtype=float).view(cls)
  64. @property
  65. def right(self) -> float:
  66. return self[0]
  67. @property
  68. def anterior(self) -> float:
  69. return self[1]
  70. @property
  71. def superior(self) -> float:
  72. return self[2]
  73. @property
  74. def __dict__(self) -> typing.Dict[str, float]:
  75. return {
  76. "right": self.right,
  77. "anterior": self.anterior,
  78. "superior": self.superior,
  79. }
  80. def __format_coords(self) -> str:
  81. return ", ".join(
  82. "{}={}".format(name, getattr(self, name))
  83. for name in ["right", "anterior", "superior"]
  84. )
  85. def __repr__(self) -> str:
  86. return "{}({})".format(type(self).__name__, self.__format_coords())
  87. def distance_mm(
  88. self, others: typing.Union["Vertex", typing.Iterable["Vertex"], numpy.ndarray]
  89. ) -> numpy.ndarray:
  90. if isinstance(others, Vertex):
  91. others = others.reshape((1, 3))
  92. return numpy.linalg.norm(self - others, axis=1)
  93. class PolygonalCircuit:
  94. def __init__(self, vertex_indices: typing.Iterable[int]):
  95. self._vertex_indices = tuple(vertex_indices)
  96. assert all(isinstance(idx, int) for idx in self._vertex_indices)
  97. @property
  98. def vertex_indices(self):
  99. return self._vertex_indices
  100. def _normalize(self) -> "PolygonalCircuit":
  101. vertex_indices = collections.deque(self.vertex_indices)
  102. vertex_indices.rotate(-numpy.argmin(self.vertex_indices))
  103. if len(vertex_indices) > 2 and vertex_indices[-1] < vertex_indices[1]:
  104. vertex_indices.reverse()
  105. vertex_indices.rotate(1)
  106. return type(self)(vertex_indices)
  107. def __eq__(self, other: object) -> bool:
  108. # pylint: disable=protected-access
  109. return (
  110. isinstance(other, PolygonalCircuit)
  111. and self._normalize().vertex_indices == other._normalize().vertex_indices
  112. )
  113. def __hash__(self) -> int:
  114. # pylint: disable=protected-access
  115. return hash(self._normalize()._vertex_indices)
  116. def adjacent_vertex_indices(
  117. self, vertices_num: int = 2
  118. ) -> typing.Iterable[typing.Tuple[int]]:
  119. vertex_indices_cycle = list(
  120. itertools.islice(
  121. itertools.cycle(self.vertex_indices),
  122. 0,
  123. len(self.vertex_indices) + vertices_num - 1,
  124. )
  125. )
  126. return zip(
  127. *(
  128. itertools.islice(
  129. vertex_indices_cycle, offset, len(self.vertex_indices) + offset
  130. )
  131. for offset in range(vertices_num)
  132. )
  133. )
  134. class LineSegment(PolygonalCircuit):
  135. def __init__(self, indices: typing.Iterable[int]):
  136. super().__init__(indices)
  137. assert len(self.vertex_indices) == 2
  138. def __repr__(self) -> str:
  139. return "LineSegment(vertex_indices={})".format(self.vertex_indices)
  140. class Triangle(PolygonalCircuit):
  141. def __init__(self, indices: typing.Iterable[int]):
  142. super().__init__(indices)
  143. assert len(self.vertex_indices) == 3
  144. def __repr__(self) -> str:
  145. return "Triangle(vertex_indices={})".format(self.vertex_indices)
  146. class PolygonalChainsNotOverlapingError(ValueError):
  147. pass
  148. class PolygonalChain:
  149. def __init__(self, vertex_indices: typing.Iterable[int]):
  150. self.vertex_indices = collections.deque(vertex_indices) # type: Deque[int]
  151. def __eq__(self, other: "PolygonalChain") -> bool:
  152. return self.vertex_indices == other.vertex_indices
  153. def __repr__(self) -> str:
  154. return "PolygonalChain(vertex_indices={})".format(tuple(self.vertex_indices))
  155. def connect(self, other: "PolygonalChain") -> None:
  156. if self.vertex_indices[-1] == other.vertex_indices[0]:
  157. self.vertex_indices.pop()
  158. self.vertex_indices.extend(other.vertex_indices)
  159. elif self.vertex_indices[-1] == other.vertex_indices[-1]:
  160. self.vertex_indices.pop()
  161. self.vertex_indices.extend(reversed(other.vertex_indices))
  162. elif self.vertex_indices[0] == other.vertex_indices[0]:
  163. self.vertex_indices.popleft()
  164. self.vertex_indices.extendleft(other.vertex_indices)
  165. elif self.vertex_indices[0] == other.vertex_indices[-1]:
  166. self.vertex_indices.popleft()
  167. self.vertex_indices.extendleft(reversed(other.vertex_indices))
  168. else:
  169. raise PolygonalChainsNotOverlapingError()
  170. def adjacent_vertex_indices(
  171. self, vertices_num: int = 2
  172. ) -> typing.Iterable[typing.Tuple[int]]:
  173. return zip(
  174. *(
  175. itertools.islice(self.vertex_indices, offset, len(self.vertex_indices))
  176. for offset in range(vertices_num)
  177. )
  178. )
  179. def segments(self) -> typing.Iterable[LineSegment]:
  180. return map(LineSegment, self.adjacent_vertex_indices(2))
  181. class Label:
  182. # pylint: disable=too-many-arguments
  183. def __init__(
  184. self, index: int, name: str, red: int, green: int, blue: int, transparency: int
  185. ):
  186. self.index = index # type: int
  187. self.name = name # type: str
  188. self.red = red # type: int
  189. self.green = green # type: int
  190. self.blue = blue # type: int
  191. self.transparency = transparency # type: int
  192. @property
  193. def color_code(self) -> int:
  194. if self.index == 0: # unknown
  195. return 0
  196. return int.from_bytes(
  197. (self.red, self.green, self.blue, self.transparency),
  198. byteorder="little",
  199. signed=False,
  200. )
  201. @property
  202. def hex_color_code(self) -> str:
  203. return "#{:02x}{:02x}{:02x}".format(self.red, self.green, self.blue)
  204. def __str__(self) -> str:
  205. return "Label(name={}, index={}, color={})".format(
  206. self.name, self.index, self.hex_color_code
  207. )
  208. def __repr__(self) -> str:
  209. return str(self)
  210. class Annotation:
  211. # pylint: disable=too-few-public-methods
  212. _TAG_OLD_COLORTABLE = b"\0\0\0\x01"
  213. def __init__(self):
  214. self.vertex_label_index = {} # type: Dict[int, int]
  215. self.colortable_path = None # type: Optional[bytes]
  216. self.labels = {} # type: Dict[int, Label]
  217. @staticmethod
  218. def _read_label(stream: typing.BinaryIO) -> Label:
  219. index, name_length = struct.unpack(">II", stream.read(4 * 2))
  220. name = stream.read(name_length - 1).decode()
  221. assert stream.read(1) == b"\0"
  222. red, green, blue, transparency = struct.unpack(">IIII", stream.read(4 * 4))
  223. return Label(
  224. index=index,
  225. name=name,
  226. red=red,
  227. green=green,
  228. blue=blue,
  229. transparency=transparency,
  230. )
  231. def _read(self, stream: typing.BinaryIO) -> None:
  232. # https://surfer.nmr.mgh.harvard.edu/fswiki/LabelsClutsAnnotationFiles
  233. (annotations_num,) = struct.unpack(">I", stream.read(4))
  234. annotations = [
  235. struct.unpack(">II", stream.read(4 * 2)) for _ in range(annotations_num)
  236. ]
  237. assert stream.read(4) == self._TAG_OLD_COLORTABLE
  238. colortable_version, _, filename_length = struct.unpack(
  239. ">III", stream.read(4 * 3)
  240. )
  241. assert colortable_version > 0 # new version
  242. self.colortable_path = stream.read(filename_length - 1)
  243. assert stream.read(1) == b"\0"
  244. (labels_num,) = struct.unpack(">I", stream.read(4))
  245. self.labels = {
  246. label.index: label
  247. for label in (self._read_label(stream) for _ in range(labels_num))
  248. }
  249. label_index_by_color_code = {
  250. label.color_code: label.index for label in self.labels.values()
  251. }
  252. self.vertex_label_index = {
  253. vertex_index: label_index_by_color_code[color_code]
  254. for vertex_index, color_code in annotations
  255. }
  256. assert not stream.read(1)
  257. @classmethod
  258. def read(cls, annotation_file_path: str) -> "Annotation":
  259. annotation = cls()
  260. with open(annotation_file_path, "rb") as annotation_file:
  261. # pylint: disable=protected-access
  262. annotation._read(annotation_file)
  263. return annotation
  264. class Surface:
  265. # pylint: disable=too-many-instance-attributes
  266. _MAGIC_NUMBER = b"\xff\xff\xfe"
  267. _TAG_CMDLINE = b"\x00\x00\x00\x03"
  268. _TAG_OLD_SURF_GEOM = b"\x00\x00\x00\x14"
  269. _TAG_OLD_USEREALRAS = b"\x00\x00\x00\x02"
  270. _DATETIME_FORMAT = "%a %b %d %H:%M:%S %Y"
  271. def __init__(self):
  272. self.creator = None # type: Optional[bytes]
  273. self.creation_datetime = None # type: Optional[datetime.datetime]
  274. self.vertices = [] # type: List[Vertex]
  275. self.triangles = [] # type: List[Triangle]
  276. self.using_old_real_ras = False # type: bool
  277. self.volume_geometry_info = None # type: Optional[Tuple[bytes]]
  278. self.command_lines = [] # type: List[bytes]
  279. self.annotation = None # type: Optional[Annotation]
  280. @classmethod
  281. def _read_cmdlines(cls, stream: typing.BinaryIO) -> typing.Iterator[str]:
  282. while True:
  283. tag = stream.read(4)
  284. if not tag:
  285. return
  286. assert tag == cls._TAG_CMDLINE # might be TAG_GROUP_AVG_SURFACE_AREA
  287. # TAGwrite
  288. # https://github.com/freesurfer/freesurfer/blob/release_6_0_0/utils/tags.c#L94
  289. (str_length,) = struct.unpack(">Q", stream.read(8))
  290. yield stream.read(str_length - 1)
  291. assert stream.read(1) == b"\x00"
  292. def _read_triangular(self, stream: typing.BinaryIO):
  293. assert stream.read(3) == self._MAGIC_NUMBER
  294. self.creator, creation_dt_str = re.match(
  295. rb"^created by (\w+) on (.* \d{4})\n", stream.readline()
  296. ).groups()
  297. with setlocale("C"):
  298. self.creation_datetime = datetime.datetime.strptime(
  299. creation_dt_str.decode(), self._DATETIME_FORMAT
  300. )
  301. assert stream.read(1) == b"\n"
  302. # fwriteInt
  303. # https://github.com/freesurfer/freesurfer/blob/release_6_0_0/utils/fio.c#L290
  304. vertices_num, triangles_num = struct.unpack(">II", stream.read(4 * 2))
  305. self.vertices = [
  306. Vertex(*struct.unpack(">fff", stream.read(4 * 3)))
  307. for _ in range(vertices_num)
  308. ]
  309. self.triangles = [
  310. Triangle(struct.unpack(">III", stream.read(4 * 3)))
  311. for _ in range(triangles_num)
  312. ]
  313. assert all(
  314. vertex_idx < vertices_num
  315. for triangle in self.triangles
  316. for vertex_idx in triangle.vertex_indices
  317. )
  318. assert stream.read(4) == self._TAG_OLD_USEREALRAS
  319. (using_old_real_ras,) = struct.unpack(">I", stream.read(4))
  320. assert using_old_real_ras in [0, 1], using_old_real_ras
  321. self.using_old_real_ras = bool(using_old_real_ras)
  322. assert stream.read(4) == self._TAG_OLD_SURF_GEOM
  323. # writeVolGeom
  324. # https://github.com/freesurfer/freesurfer/blob/release_6_0_0/utils/transform.c#L368
  325. self.volume_geometry_info = tuple(stream.readline() for _ in range(8))
  326. self.command_lines = list(self._read_cmdlines(stream))
  327. @classmethod
  328. def read_triangular(cls, surface_file_path: str) -> "Surface":
  329. surface = cls()
  330. with open(surface_file_path, "rb") as surface_file:
  331. # pylint: disable=protected-access
  332. surface._read_triangular(surface_file)
  333. return surface
  334. @classmethod
  335. def _triangular_strftime(cls, creation_datetime: datetime.datetime) -> bytes:
  336. padded_day = "{:>2}".format(creation_datetime.day)
  337. fmt = cls._DATETIME_FORMAT.replace("%d", padded_day)
  338. with setlocale("C"):
  339. return creation_datetime.strftime(fmt).encode()
  340. def write_triangular(
  341. self,
  342. surface_file_path: str,
  343. creation_datetime: typing.Optional[datetime.datetime] = None,
  344. ):
  345. if creation_datetime is None:
  346. creation_datetime = datetime.datetime.now()
  347. with open(surface_file_path, "wb") as surface_file:
  348. surface_file.write(
  349. self._MAGIC_NUMBER
  350. + b"created by "
  351. + self.creator
  352. + b" on "
  353. + self._triangular_strftime(creation_datetime)
  354. + b"\n\n"
  355. + struct.pack(">II", len(self.vertices), len(self.triangles))
  356. )
  357. for vertex in self.vertices:
  358. surface_file.write(struct.pack(">fff", *vertex))
  359. for triangle in self.triangles:
  360. assert all(
  361. vertex_index < len(self.vertices)
  362. for vertex_index in triangle.vertex_indices
  363. )
  364. surface_file.write(struct.pack(">III", *triangle.vertex_indices))
  365. surface_file.write(
  366. self._TAG_OLD_USEREALRAS
  367. + struct.pack(">I", 1 if self.using_old_real_ras else 0)
  368. )
  369. surface_file.write(
  370. self._TAG_OLD_SURF_GEOM + b"".join(self.volume_geometry_info)
  371. )
  372. for command_line in self.command_lines:
  373. surface_file.write(
  374. self._TAG_CMDLINE
  375. + struct.pack(">Q", len(command_line) + 1)
  376. + command_line
  377. + b"\0"
  378. )
  379. def load_annotation_file(self, annotation_file_path: str) -> None:
  380. annotation = Annotation.read(annotation_file_path)
  381. assert len(annotation.vertex_label_index) <= len(self.vertices)
  382. assert max(annotation.vertex_label_index.keys()) < len(self.vertices)
  383. self.annotation = annotation
  384. def add_vertex(self, vertex: Vertex) -> int:
  385. self.vertices.append(vertex)
  386. return len(self.vertices) - 1
  387. def add_rectangle(
  388. self, vertex_indices: typing.Iterable[int]
  389. ) -> typing.Iterable[int]:
  390. vertex_indices = list(vertex_indices)
  391. if len(vertex_indices) == 3:
  392. vertex_indices.append(
  393. self.add_vertex(
  394. self.vertices[vertex_indices[0]]
  395. + self.vertices[vertex_indices[2]]
  396. - self.vertices[vertex_indices[1]]
  397. )
  398. )
  399. assert len(vertex_indices) == 4
  400. self.triangles.append(Triangle(vertex_indices[:3]))
  401. self.triangles.append(Triangle(vertex_indices[2:] + vertex_indices[:1]))
  402. def _triangle_count_by_adjacent_vertex_indices(
  403. self,
  404. ) -> typing.Dict[int, typing.Dict[int, int]]:
  405. counts = {
  406. vertex_index: collections.defaultdict(lambda: 0)
  407. for vertex_index in range(len(self.vertices))
  408. }
  409. for triangle in self.triangles:
  410. for vertex_index_pair in triangle.adjacent_vertex_indices(2):
  411. counts[vertex_index_pair[0]][vertex_index_pair[1]] += 1
  412. counts[vertex_index_pair[1]][vertex_index_pair[0]] += 1
  413. return counts
  414. def find_borders(self) -> typing.Iterator[PolygonalCircuit]:
  415. border_neighbours = {}
  416. for (
  417. vertex_index,
  418. neighbour_counts,
  419. ) in self._triangle_count_by_adjacent_vertex_indices().items():
  420. if not neighbour_counts:
  421. yield PolygonalCircuit((vertex_index,))
  422. else:
  423. neighbours = [
  424. neighbour_index
  425. for neighbour_index, counts in neighbour_counts.items()
  426. if counts != 2
  427. ]
  428. if neighbours:
  429. assert len(neighbours) % 2 == 0, (vertex_index, neighbour_counts)
  430. border_neighbours[vertex_index] = neighbours
  431. while border_neighbours:
  432. vertex_index, neighbour_indices = border_neighbours.popitem()
  433. cycle_indices = [vertex_index]
  434. border_neighbours[vertex_index] = neighbour_indices[1:]
  435. vertex_index = neighbour_indices[0]
  436. while vertex_index != cycle_indices[0]:
  437. neighbour_indices = border_neighbours.pop(vertex_index)
  438. neighbour_indices.remove(cycle_indices[-1])
  439. cycle_indices.append(vertex_index)
  440. if len(neighbour_indices) > 1:
  441. border_neighbours[vertex_index] = neighbour_indices[1:]
  442. vertex_index = neighbour_indices[0]
  443. assert vertex_index in border_neighbours, (
  444. vertex_index,
  445. cycle_indices,
  446. border_neighbours,
  447. )
  448. final_neighbour_indices = border_neighbours.pop(vertex_index)
  449. assert final_neighbour_indices == [cycle_indices[-1]], (
  450. vertex_index,
  451. final_neighbour_indices,
  452. cycle_indices,
  453. )
  454. yield PolygonalCircuit(cycle_indices)
  455. def _get_vertex_label_index(self, vertex_index: int) -> typing.Optional[int]:
  456. return self.annotation.vertex_label_index.get(vertex_index, None)
  457. def _find_label_border_segments(self, label: Label) -> typing.Iterator[LineSegment]:
  458. for triangle in self.triangles:
  459. border_vertex_indices = tuple(
  460. filter(
  461. lambda i: self._get_vertex_label_index(i) == label.index,
  462. triangle.vertex_indices,
  463. )
  464. )
  465. if len(border_vertex_indices) == 2:
  466. yield LineSegment(border_vertex_indices)
  467. def find_label_border_polygonal_chains(
  468. self, label: Label
  469. ) -> typing.Iterator[PolygonalChain]:
  470. segments = set(self._find_label_border_segments(label))
  471. available_chains = collections.deque(
  472. PolygonalChain(segment.vertex_indices) for segment in segments
  473. )
  474. # irrespective of its poor performance,
  475. # we keep this approach since it's easy to read and fast enough
  476. while available_chains:
  477. chain = available_chains.pop()
  478. last_chains_len = None
  479. while last_chains_len != len(available_chains):
  480. last_chains_len = len(available_chains)
  481. checked_chains = collections.deque()
  482. while available_chains:
  483. potential_neighbour = available_chains.pop()
  484. try:
  485. chain.connect(potential_neighbour)
  486. except PolygonalChainsNotOverlapingError:
  487. checked_chains.append(potential_neighbour)
  488. available_chains = checked_chains
  489. assert all((segment in segments) for segment in chain.segments())
  490. yield chain
  491. def _unused_vertices(self) -> typing.Set[int]:
  492. vertex_indices = set(range(len(self.vertices)))
  493. for triangle in self.triangles:
  494. for vertex_index in triangle.vertex_indices:
  495. vertex_indices.discard(vertex_index)
  496. return vertex_indices
  497. def remove_unused_vertices(self) -> None:
  498. vertex_index_conversion = [0] * len(self.vertices)
  499. for vertex_index in sorted(self._unused_vertices(), reverse=True):
  500. del self.vertices[vertex_index]
  501. vertex_index_conversion[vertex_index] -= 1
  502. vertex_index_conversion = numpy.cumsum(vertex_index_conversion)
  503. for triangle_index in range(len(self.triangles)):
  504. self.triangles[triangle_index] = Triangle(
  505. map(
  506. lambda i: i + int(vertex_index_conversion[i]),
  507. self.triangles[triangle_index].vertex_indices,
  508. )
  509. )
  510. def select_vertices(
  511. self, vertex_indices: typing.Iterable[int]
  512. ) -> typing.List[Vertex]:
  513. return [self.vertices[idx] for idx in vertex_indices]
  514. @staticmethod
  515. def unite(surfaces: typing.Iterable["Surface"]) -> "Surface":
  516. surfaces_iter = iter(surfaces)
  517. union = copy.deepcopy(next(surfaces_iter))
  518. for surface in surfaces_iter:
  519. vertex_index_offset = len(union.vertices)
  520. union.vertices.extend(surface.vertices)
  521. union.triangles.extend(
  522. Triangle(
  523. vertex_idx + vertex_index_offset
  524. for vertex_idx in triangle.vertex_indices
  525. )
  526. for triangle in surface.triangles
  527. )
  528. return union