core_c.py 7.4 KB

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  1. """
  2. @package iscatt.core_c
  3. @brief Wrappers for scatter plot C backend.
  4. (C) 2013 by the GRASS Development Team
  5. This program is free software under the GNU General Public License
  6. (>=v2). Read the file COPYING that comes with GRASS for details.
  7. @author Stepan Turek <stepan.turek seznam.cz> (mentor: Martin Landa)
  8. """
  9. import sys
  10. import six
  11. import numpy as np
  12. from multiprocessing import Process, Queue
  13. from ctypes import *
  14. try:
  15. from grass.lib.imagery import *
  16. from grass.lib.gis import Cell_head, G_get_window
  17. except ImportError as e:
  18. sys.stderr.write(_("Loading ctypes libs failed"))
  19. from core.gcmd import GException
  20. from grass.script import encode
  21. def Rasterize(polygon, rast, region, value):
  22. rows, cols = rast.shape
  23. # TODO creating of region is on many places
  24. region['rows'] = rows
  25. region['cols'] = cols
  26. region['nsres'] = 1.0
  27. region['ewres'] = 1.0
  28. q = Queue()
  29. p = Process(target=_rasterize, args=(polygon, rast, region, value, q))
  30. p.start()
  31. rast = q.get()
  32. p.join()
  33. return rast
  34. def ApplyColormap(vals, vals_mask, colmap, out_vals):
  35. c_uint8_p = POINTER(c_uint8)
  36. vals_p = vals.ctypes.data_as(c_uint8_p)
  37. if hasattr(vals_mask, "ctypes"):
  38. vals_mask_p = vals_mask.ctypes.data_as(c_uint8_p)
  39. else: # vals mask is empty (all data are selected)
  40. vals_mask_p = None
  41. colmap_p = colmap.ctypes.data_as(c_uint8_p)
  42. out_vals_p = out_vals.ctypes.data_as(c_uint8_p)
  43. vals_size = vals.reshape((-1)).shape[0]
  44. I_apply_colormap(vals_p, vals_mask_p, vals_size, colmap_p, out_vals_p)
  45. def MergeArrays(merged_arr, overlay_arr, alpha):
  46. if merged_arr.shape != overlay_arr.shape:
  47. GException("MergeArrays: merged_arr.shape != overlay_arr.shape")
  48. c_uint8_p = POINTER(c_uint8)
  49. merged_p = merged_arr.ctypes.data_as(c_uint8_p)
  50. overlay_p = overlay_arr.ctypes.data_as(c_uint8_p)
  51. I_merge_arrays(
  52. merged_p,
  53. overlay_p,
  54. merged_arr.shape[0],
  55. merged_arr.shape[1],
  56. alpha)
  57. def ComputeScatts(region, scatt_conds, bands, n_bands,
  58. scatts, cats_rasts_conds, cats_rasts):
  59. _memmapToFileNames(scatts)
  60. _memmapToFileNames(scatt_conds)
  61. q = Queue()
  62. p = Process(
  63. target=_computeScattsProcess,
  64. args=(
  65. region,
  66. scatt_conds,
  67. bands,
  68. n_bands,
  69. scatts,
  70. cats_rasts_conds,
  71. cats_rasts,
  72. q))
  73. p.start()
  74. ret = q.get()
  75. p.join()
  76. return ret[0], ret[1]
  77. #_memmapToFileNames and _fileNamesToMemmap are workaround for older numpy version,
  78. # where memmap objects are not pickable,
  79. # and therefore cannot be passed to process spawned by multiprocessing module
  80. def _memmapToFileNames(data):
  81. for k, v in six.iteritems(data):
  82. if 'np_vals' in v:
  83. data[k]['np_vals'] = v['np_vals'].filename()
  84. def _fileNamesToMemmap(data):
  85. for k, v in six.iteritems(data):
  86. if 'np_vals' in v:
  87. data[k]['np_vals'] = np.memmap(filename=v['np_vals'])
  88. def UpdateCatRast(patch_rast, region, cat_rast):
  89. q = Queue()
  90. p = Process(
  91. target=_updateCatRastProcess,
  92. args=(
  93. patch_rast,
  94. region,
  95. cat_rast,
  96. q))
  97. p.start()
  98. ret = q.get()
  99. p.join()
  100. return ret
  101. def CreateCatRast(region, cat_rast):
  102. cell_head = _regionToCellHead(region)
  103. I_create_cat_rast(pointer(cell_head), cat_rast)
  104. def _computeScattsProcess(region, scatt_conds, bands, n_bands, scatts,
  105. cats_rasts_conds, cats_rasts, output_queue):
  106. _fileNamesToMemmap(scatts)
  107. _fileNamesToMemmap(scatt_conds)
  108. sccats_c, cats_rasts_c, refs = _getComputationStruct(
  109. scatts, cats_rasts, SC_SCATT_DATA, n_bands)
  110. scatt_conds_c, cats_rasts_conds_c, refs2 = _getComputationStruct(
  111. scatt_conds, cats_rasts_conds, SC_SCATT_CONDITIONS, n_bands)
  112. char_bands = _stringListToCharArr(bands)
  113. cell_head = _regionToCellHead(region)
  114. ret = I_compute_scatts(pointer(cell_head),
  115. pointer(scatt_conds_c),
  116. pointer(cats_rasts_conds_c),
  117. pointer(char_bands),
  118. n_bands,
  119. pointer(sccats_c),
  120. pointer(cats_rasts_c))
  121. I_sc_free_cats(pointer(sccats_c))
  122. I_sc_free_cats(pointer(scatt_conds_c))
  123. output_queue.put((ret, scatts))
  124. def _getBandcRange(band_info):
  125. band_c_range = struct_Range()
  126. band_c_range.max = band_info['max']
  127. band_c_range.min = band_info['min']
  128. return band_c_range
  129. def _regionToCellHead(region):
  130. cell_head = struct_Cell_head()
  131. G_get_window(pointer(cell_head))
  132. convert_dict = {'n': 'north', 'e': 'east',
  133. 'w': 'west', 's': 'south',
  134. 'nsres': 'ns_res',
  135. 'ewres': 'ew_res'}
  136. for k, v in six.iteritems(region):
  137. if k in ["rows", "cols", "cells", "zone"]: # zone added in r65224
  138. v = int(v)
  139. else:
  140. v = float(v)
  141. if k in convert_dict:
  142. k = convert_dict[k]
  143. setattr(cell_head, k, v)
  144. return cell_head
  145. def _stringListToCharArr(str_list):
  146. arr = c_char_p * len(str_list)
  147. char_arr = arr()
  148. for i, st in enumerate(str_list):
  149. if st:
  150. char_arr[i] = encode(st)
  151. else:
  152. char_arr[i] = None
  153. return char_arr
  154. def _getComputationStruct(cats, cats_rasts, cats_type, n_bands):
  155. sccats = struct_scCats()
  156. I_sc_init_cats(pointer(sccats), c_int(n_bands), c_int(cats_type))
  157. refs = []
  158. cats_rasts_core = []
  159. for cat_id, scatt_ids in six.iteritems(cats):
  160. cat_c_id = I_sc_add_cat(pointer(sccats))
  161. cats_rasts_core.append(cats_rasts[cat_id])
  162. for scatt_id, dt in six.iteritems(scatt_ids):
  163. # if key is missing condition is always True (full scatter plor is
  164. # computed)
  165. vals = dt['np_vals']
  166. scatt_vals = scdScattData()
  167. c_void_p = ctypes.POINTER(ctypes.c_void_p)
  168. if cats_type == SC_SCATT_DATA:
  169. vals[:] = 0
  170. elif cats_type == SC_SCATT_CONDITIONS:
  171. pass
  172. else:
  173. return None
  174. data_p = vals.ctypes.data_as(c_void_p)
  175. I_scd_init_scatt_data(
  176. pointer(scatt_vals),
  177. cats_type, len(vals),
  178. data_p)
  179. refs.append(scatt_vals)
  180. I_sc_insert_scatt_data(pointer(sccats),
  181. pointer(scatt_vals),
  182. cat_c_id, scatt_id)
  183. cats_rasts_c = _stringListToCharArr(cats_rasts_core)
  184. return sccats, cats_rasts_c, refs
  185. def _updateCatRastProcess(patch_rast, region, cat_rast, output_queue):
  186. cell_head = _regionToCellHead(region)
  187. ret = I_insert_patch_to_cat_rast(patch_rast,
  188. pointer(cell_head),
  189. cat_rast)
  190. output_queue.put(ret)
  191. def _rasterize(polygon, rast, region, value, output_queue):
  192. pol_size = len(polygon) * 2
  193. pol = np.array(polygon, dtype=float)
  194. c_uint8_p = POINTER(c_uint8)
  195. c_double_p = POINTER(c_double)
  196. pol_p = pol.ctypes.data_as(c_double_p)
  197. rast_p = rast.ctypes.data_as(c_uint8_p)
  198. cell_h = _regionToCellHead(region)
  199. I_rasterize(pol_p,
  200. len(polygon),
  201. value,
  202. pointer(cell_h), rast_p)
  203. output_queue.put(rast)