statistics.py 6.6 KB

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  1. """
  2. @package iclass.statistics
  3. @brief wxIClass classes for storing statistics about cells in training areas.
  4. Classes:
  5. - statistics::StatisticsData
  6. - statistics::Statistics
  7. - statistics::BandStatistics
  8. (C) 2006-2011, 2013 by the GRASS Development Team
  9. This program is free software under the GNU General Public
  10. License (>=v2). Read the file COPYING that comes with GRASS
  11. for details.
  12. @author Vaclav Petras <wenzeslaus gmail.com>
  13. @author Anna Kratochvilova <kratochanna gmail.com>
  14. """
  15. import os
  16. import six
  17. from ctypes import *
  18. import grass.script as grass
  19. try:
  20. from grass.lib.imagery import *
  21. except ImportError as e:
  22. sys.stderr.write(_("Loading imagery lib failed"))
  23. from grass.pydispatch.signal import Signal
  24. class StatisticsData:
  25. """Stores all statistics."""
  26. def __init__(self):
  27. self.statisticsDict = {}
  28. self.statisticsList = []
  29. self.statisticsAdded = Signal("StatisticsData.statisticsAdded")
  30. self.statisticsDeleted = Signal("StatisticsData.statisticsDeleted")
  31. self.allStatisticsDeleted = Signal("StatisticsData.allStatisticsDeleted")
  32. self.statisticsSet = Signal("StatisticsData.statisticsSet")
  33. def GetStatistics(self, cat):
  34. return self.statisticsDict[cat]
  35. def AddStatistics(self, cat, name, color):
  36. st = Statistics()
  37. st.SetBaseStatistics(cat=cat, name=name, color=color)
  38. st.statisticsSet.connect(
  39. lambda stats: self.statisticsSet.emit(cat=cat, stats=stats)
  40. )
  41. self.statisticsDict[cat] = st
  42. self.statisticsList.append(cat)
  43. self.statisticsAdded.emit(cat=cat, name=name, color=color)
  44. def DeleteStatistics(self, cat):
  45. del self.statisticsDict[cat]
  46. self.statisticsList.remove(cat)
  47. self.statisticsDeleted.emit(cat=cat)
  48. def GetCategories(self):
  49. return self.statisticsList[:]
  50. def DeleteAllStatistics(self):
  51. self.statisticsDict.clear()
  52. del self.statisticsList[:] # not ...=[] !
  53. self.allStatisticsDeleted.emit()
  54. class Statistics:
  55. """Statistis connected to one class (category).
  56. It is Python counterpart of similar C structure.
  57. But it adds some attributes or features used in wxIClass.
  58. It is not interface to C structure (it copies values).
  59. """
  60. def __init__(self):
  61. self.category = -1
  62. self.name = ""
  63. self.rasterName = ""
  64. self.color = "0:0:0"
  65. self.nbands = 0
  66. self.ncells = 0
  67. self.nstd = 1.5
  68. self.bands = []
  69. self.ready = False
  70. self.statisticsSet = Signal("Statistics.statisticsSet")
  71. def SetReady(self, ready=True):
  72. self.ready = ready
  73. def IsReady(self):
  74. return self.ready
  75. def SetBaseStatistics(self, cat, name, color):
  76. """Sets basic (non-statistical) values.
  77. .. todo::
  78. Later self.name is changed but self.rasterName is not.
  79. self.rasterName should not be set by user. It can remains
  80. the same. But it should be done more explicitly. Currently
  81. it looks like unintentional feature or bug.
  82. """
  83. self.category = cat
  84. self.name = name
  85. self.color = color
  86. rasterPath = grass.tempfile(create=False)
  87. name = name.replace(" ", "_")
  88. self.rasterName = name + "_" + os.path.basename(rasterPath)
  89. def SetFromcStatistics(self, cStatistics):
  90. """Sets all statistical values.
  91. Copies all statistic values from \a cStattistics.
  92. :param cStatistics: pointer to C statistics structure
  93. """
  94. cat = c_int()
  95. set_stats = {}
  96. I_iclass_statistics_get_cat(cStatistics, byref(cat))
  97. if self.category != cat.value:
  98. set_stats["category"] = cat.value
  99. name = c_char_p()
  100. I_iclass_statistics_get_name(cStatistics, byref(name))
  101. if self.name != name.value:
  102. set_stats["name"] = grass.decode(name.value)
  103. color = c_char_p()
  104. I_iclass_statistics_get_color(cStatistics, byref(color))
  105. if self.color != color.value:
  106. set_stats["color"] = grass.decode(color.value)
  107. nbands = c_int()
  108. I_iclass_statistics_get_nbands(cStatistics, byref(nbands))
  109. if self.nbands != nbands.value:
  110. set_stats["nbands"] = nbands.value
  111. ncells = c_int()
  112. I_iclass_statistics_get_ncells(cStatistics, byref(ncells))
  113. if self.ncells != ncells.value:
  114. set_stats["ncells"] = ncells.value
  115. nstd = c_float()
  116. I_iclass_statistics_get_nstd(cStatistics, byref(nstd))
  117. if self.nstd != nstd.value:
  118. set_stats["nstd"] = nstd.value
  119. self.SetStatistics(set_stats)
  120. self.SetBandStatistics(cStatistics)
  121. def SetBandStatistics(self, cStatistics):
  122. """Sets all band statistics.
  123. :param cStatistics: pointer to C statistics structure
  124. """
  125. self.bands = []
  126. for i in range(self.nbands):
  127. band = BandStatistics()
  128. band.SetFromcStatistics(cStatistics, index=i)
  129. self.bands.append(band)
  130. def SetStatistics(self, stats):
  131. for st, val in six.iteritems(stats):
  132. setattr(self, st, val)
  133. self.statisticsSet.emit(stats=stats)
  134. class BandStatistics:
  135. """Statistis connected to one band within class (category).
  136. :class:`Statistics`
  137. """
  138. def __init__(self):
  139. self.min = self.max = None
  140. self.rangeMin = self.rangeMax = None
  141. self.mean = None
  142. self.stddev = None
  143. self.histo = [0] * 256 # max categories
  144. def SetFromcStatistics(self, cStatistics, index):
  145. """Sets statistics for one band by given index.
  146. :param cStatistics: pointer to C statistics structure
  147. :param index: index of band in C statistics structure
  148. """
  149. min, max = c_int(), c_int()
  150. I_iclass_statistics_get_min(cStatistics, index, byref(min))
  151. I_iclass_statistics_get_max(cStatistics, index, byref(max))
  152. self.min, self.max = min.value, max.value
  153. rangeMin, rangeMax = c_int(), c_int()
  154. I_iclass_statistics_get_range_min(cStatistics, index, byref(rangeMin))
  155. I_iclass_statistics_get_range_max(cStatistics, index, byref(rangeMax))
  156. self.rangeMin, self.rangeMax = rangeMin.value, rangeMax.value
  157. mean, stddev = c_float(), c_float()
  158. I_iclass_statistics_get_mean(cStatistics, index, byref(mean))
  159. I_iclass_statistics_get_stddev(cStatistics, index, byref(stddev))
  160. self.mean, self.stddev = mean.value, stddev.value
  161. histo = c_int()
  162. for i in range(len(self.histo)):
  163. I_iclass_statistics_get_histo(cStatistics, index, i, byref(histo))
  164. self.histo[i] = histo.value