array.py 9.9 KB

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  1. """
  2. Functions to use GRASS 2D and 3D rasters with NumPy.
  3. Usage:
  4. >>> import grass.script as grass
  5. >>> from grass.script import array as garray
  6. >>>
  7. >>> # We create a temporary region that is only valid in this python session
  8. ... grass.use_temp_region()
  9. >>> grass.run_command("g.region", n=80, e=120, t=60, s=0, w=0, b=0, res=20, res3=20)
  10. 0
  11. >>>
  12. >>> # Lets create a raster map numpy array
  13. ... # based at the current region settings
  14. ... map2d_1 = garray.array()
  15. >>>
  16. >>> # Write some data
  17. ... for y in range(map2d_1.shape[0]):
  18. ... for x in range(map2d_1.shape[1]):
  19. ... map2d_1[y][x] = y + x
  20. ...
  21. >>> # Lets have a look at the array
  22. ... print map2d_1
  23. [[ 0. 1. 2. 3. 4. 5.]
  24. [ 1. 2. 3. 4. 5. 6.]
  25. [ 2. 3. 4. 5. 6. 7.]
  26. [ 3. 4. 5. 6. 7. 8.]]
  27. >>> # This will write the numpy array as GRASS raster map
  28. ... # with name map2d_1
  29. ... map2d_1.write(mapname="map2d_1", overwrite=True)
  30. 100%
  31. 0
  32. >>>
  33. >>> # We create a new array and read map2d_1 to modify it
  34. ... map2d_2 = garray.array()
  35. >>> # Don't do map2d_2 = map2d_1 % 3
  36. ... # because: this will overwrite the internal temporary filename
  37. ... map2d_2.read("map2d_1")
  38. 0
  39. >>> map2d_2 %= 3
  40. >>> # Show the result
  41. ... print map2d_2
  42. [[ 0. 1. 2. 0. 1. 2.]
  43. [ 1. 2. 0. 1. 2. 0.]
  44. [ 2. 0. 1. 2. 0. 1.]
  45. [ 0. 1. 2. 0. 1. 2.]]
  46. >>> # Write the result as new raster map with name map2d_2
  47. ... map2d_2.write(mapname="map2d_2", overwrite=True)
  48. 100%
  49. 0
  50. >>>
  51. >>> # Here we create a 3D raster map numpy array
  52. ... # based in the current region settings
  53. ... map3d_1 = garray.array3d()
  54. >>>
  55. >>> # Write some data
  56. ... # Note: the 3D array has map[depth][row][column] order
  57. ... for z in range(map3d_1.shape[0]):
  58. ... for y in range(map3d_1.shape[1]):
  59. ... for x in range(map3d_1.shape[2]):
  60. ... map3d_1[z][y][x] = z + y + x
  61. ...
  62. >>> # Lets have a look at the 3D array
  63. ... print map3d_1
  64. [[[ 0. 1. 2. 3. 4. 5.]
  65. [ 1. 2. 3. 4. 5. 6.]
  66. [ 2. 3. 4. 5. 6. 7.]
  67. [ 3. 4. 5. 6. 7. 8.]]
  68. [[ 1. 2. 3. 4. 5. 6.]
  69. [ 2. 3. 4. 5. 6. 7.]
  70. [ 3. 4. 5. 6. 7. 8.]
  71. [ 4. 5. 6. 7. 8. 9.]]
  72. [[ 2. 3. 4. 5. 6. 7.]
  73. [ 3. 4. 5. 6. 7. 8.]
  74. [ 4. 5. 6. 7. 8. 9.]
  75. [ 5. 6. 7. 8. 9. 10.]]]
  76. >>> # This will write the numpy array as GRASS 3D raster map
  77. ... # with name map3d_1
  78. ... map3d_1.write(mapname="map3d_1", overwrite=True)
  79. Loading floating point data with 8 bytes ... (6x4x3)
  80. 100%
  81. 0
  82. >>> # We create a new 3D array and read map3d_1 to modify it
  83. ... map3d_2 = garray.array3d()
  84. >>> # Don't do map3d_2 = map3d_1 % 3
  85. ... # because: this will overwrite the internal temporary filename
  86. ... map3d_2.read("map3d_1")
  87. 0
  88. >>> map3d_2 %= 3
  89. >>> # Show the result
  90. ... print map3d_2
  91. [[[ 0. 1. 2. 0. 1. 2.]
  92. [ 1. 2. 0. 1. 2. 0.]
  93. [ 2. 0. 1. 2. 0. 1.]
  94. [ 0. 1. 2. 0. 1. 2.]]
  95. [[ 1. 2. 0. 1. 2. 0.]
  96. [ 2. 0. 1. 2. 0. 1.]
  97. [ 0. 1. 2. 0. 1. 2.]
  98. [ 1. 2. 0. 1. 2. 0.]]
  99. [[ 2. 0. 1. 2. 0. 1.]
  100. [ 0. 1. 2. 0. 1. 2.]
  101. [ 1. 2. 0. 1. 2. 0.]
  102. [ 2. 0. 1. 2. 0. 1.]]]
  103. >>> # Write the result as new 3D raster map with name map3d_2
  104. ... map3d_2.write(mapname="map3d_2", overwrite=True)
  105. Loading floating point data with 8 bytes ... (6x4x3)
  106. 100%
  107. 0
  108. (C) 2010-2012 by Glynn Clements and the GRASS Development Team
  109. This program is free software under the GNU General Public
  110. License (>=v2). Read the file COPYING that comes with GRASS
  111. for details.
  112. .. sectionauthor:: Glynn Clements
  113. """
  114. import os
  115. import numpy
  116. from utils import try_remove
  117. import core as grass
  118. from grass.exceptions import CalledModuleError
  119. ###############################################################################
  120. class array(numpy.memmap):
  121. def __new__(cls, dtype=numpy.double):
  122. """Define new numpy array
  123. :param cls:
  124. :param dtype: data type (default: numpy.double)
  125. """
  126. reg = grass.region()
  127. r = reg['rows']
  128. c = reg['cols']
  129. shape = (r, c)
  130. filename = grass.tempfile()
  131. self = numpy.memmap.__new__(
  132. cls,
  133. filename=filename,
  134. dtype=dtype,
  135. mode='w+',
  136. shape=shape)
  137. self.filename = filename
  138. return self
  139. def __del__(self):
  140. if isinstance(self, array):
  141. try_remove(self.filename)
  142. def read(self, mapname, null=None):
  143. """Read raster map into array
  144. :param str mapname: name of raster map to be read
  145. :param null: null value
  146. :return: 0 on success
  147. :return: non-zero code on failure
  148. """
  149. kind = self.dtype.kind
  150. size = self.dtype.itemsize
  151. if kind == 'f':
  152. flags = 'f'
  153. elif kind in 'biu':
  154. flags = 'i'
  155. else:
  156. raise ValueError(_('Invalid kind <%s>') % kind)
  157. if size not in [1, 2, 4, 8]:
  158. raise ValueError(_('Invalid size <%d>') % size)
  159. try:
  160. grass.run_command(
  161. 'r.out.bin',
  162. flags=flags,
  163. input=mapname,
  164. output=self.filename,
  165. bytes=size,
  166. null=null,
  167. quiet=True,
  168. overwrite=True)
  169. except CalledModuleError:
  170. return 1
  171. else:
  172. return 0
  173. def write(self, mapname, title=None, null=None, overwrite=None):
  174. """Write array into raster map
  175. :param str mapname: name for raster map
  176. :param str title: title for raster map
  177. :param null: null value
  178. :param bool overwrite: True for overwritting existing raster maps
  179. :return: 0 on success
  180. :return: non-zero code on failure
  181. """
  182. kind = self.dtype.kind
  183. size = self.dtype.itemsize
  184. if kind == 'f':
  185. if size == 4:
  186. flags = 'f'
  187. elif size == 8:
  188. flags = 'd'
  189. else:
  190. raise ValueError(_('Invalid FP size <%d>') % size)
  191. size = None
  192. elif kind in 'biu':
  193. if size not in [1, 2, 4]:
  194. raise ValueError(_('Invalid integer size <%d>') % size)
  195. flags = None
  196. else:
  197. raise ValueError(_('Invalid kind <%s>') % kind)
  198. reg = grass.region()
  199. try:
  200. grass.run_command(
  201. 'r.in.bin',
  202. flags=flags,
  203. input=self.filename,
  204. output=mapname,
  205. title=title,
  206. bytes=size,
  207. anull=null,
  208. overwrite=overwrite,
  209. north=reg['n'],
  210. south=reg['s'],
  211. east=reg['e'],
  212. west=reg['w'],
  213. rows=reg['rows'],
  214. cols=reg['cols'])
  215. except CalledModuleError:
  216. return 1
  217. else:
  218. return 0
  219. ###############################################################################
  220. class array3d(numpy.memmap):
  221. def __new__(cls, dtype=numpy.double):
  222. """Define new 3d numpy array
  223. :param cls:
  224. :param dtype: data type (default: numpy.double)
  225. """
  226. reg = grass.region(True)
  227. r = reg['rows3']
  228. c = reg['cols3']
  229. d = reg['depths']
  230. shape = (d, r, c)
  231. filename = grass.tempfile()
  232. self = numpy.memmap.__new__(
  233. cls,
  234. filename=filename,
  235. dtype=dtype,
  236. mode='w+',
  237. shape=shape)
  238. self.filename = filename
  239. return self
  240. def __del__(self):
  241. if isinstance(self, array3d):
  242. try_remove(self.filename)
  243. def read(self, mapname, null=None):
  244. """Read 3D raster map into array
  245. :param str mapname: name of 3D raster map to be read
  246. :param null: null value
  247. :return: 0 on success
  248. :return: non-zero code on failure
  249. """
  250. kind = self.dtype.kind
  251. size = self.dtype.itemsize
  252. if kind == 'f':
  253. flags = None # default is double
  254. elif kind in 'biu':
  255. flags = 'i'
  256. else:
  257. raise ValueError(_('Invalid kind <%s>') % kind)
  258. if size not in [1, 2, 4, 8]:
  259. raise ValueError(_('Invalid size <%d>') % size)
  260. try:
  261. grass.run_command(
  262. 'r3.out.bin',
  263. flags=flags,
  264. input=mapname,
  265. output=self.filename,
  266. bytes=size,
  267. null=null,
  268. quiet=True,
  269. overwrite=True)
  270. except CalledModuleError:
  271. exit(1)
  272. else:
  273. exit(0)
  274. def write(self, mapname, null=None, overwrite=None):
  275. """Write array into 3D raster map
  276. :param str mapname: name for 3D raster map
  277. :param null: null value
  278. :param bool overwrite: True for overwriting existing raster maps
  279. :return: 0 on success
  280. :return: non-zero code on failure
  281. """
  282. kind = self.dtype.kind
  283. size = self.dtype.itemsize
  284. flags = None
  285. if kind == 'f':
  286. if size != 4 and size != 8:
  287. raise ValueError(_('Invalid FP size <%d>') % size)
  288. elif kind in 'biu':
  289. if size not in [1, 2, 4, 8]:
  290. raise ValueError(_('Invalid integer size <%d>') % size)
  291. flags = 'i'
  292. else:
  293. raise ValueError(_('Invalid kind <%s>') % kind)
  294. reg = grass.region(True)
  295. try:
  296. grass.run_command(
  297. 'r3.in.bin',
  298. flags=flags,
  299. input=self.filename,
  300. output=mapname,
  301. bytes=size,
  302. null=null,
  303. overwrite=overwrite,
  304. north=reg['n'],
  305. south=reg['s'],
  306. top=reg['t'],
  307. bottom=reg['b'],
  308. east=reg['e'],
  309. west=reg['w'],
  310. depths=reg['depths'],
  311. rows=reg['rows3'],
  312. cols=reg['cols3'])
  313. except CalledModuleError:
  314. exit(1)
  315. else:
  316. exit(0)