def formAnalysis(self, SSM, isViz = False, topk = 5): self.__TOPK = topk """ 視覺化Matrix """ if isViz: self.__SSMViz(SSM) """ 計算 SSM 中所有的 Block Family """ startTime = time.time() (self.__allFamilyM, cohesionM) = self.__allBlockFamily(SSM) endTime = time.time() print "LyricsForm: Family Matrix Construction Time = %.2fsec" % (endTime - startTime) """ 產生 Cohesion Matrix """ #self.__viz.grayMatrix(cohesionM, "Cohesion Matrix") """ Block Family Combination """ self.__allFamilyM = numpy.insert(self.__allFamilyM, 0, 0, axis = 0) startTime = time.time() ff = FormFinder(self.__allFamilyM, self.__TOPK) combineList = ff.computing() endTime = time.time() print "LyricsForm: Block Combination Time = %.2fsec" % (endTime - startTime) print """ combineList 轉換成詞式格式 """ lineNum = SSM.shape[0] formList = self.__resultForm(combineList, lineNum) return formList
def formAnalysis(self, SSM, isViz = False): """ 視覺化Matrix """ if isViz: self.__SSMViz(SSM) """ NMF test from nmf import nmf n = SSM.shape[0] r = 5 w = numpy.random.random([n, r]) h = numpy.random.random([r, n]) (wo,ho) = nmf(SSM, w, h, 0.001, 1000, 100) if isViz: self.__SSMViz(numpy.dot(wo, ho)) for k in range(r): print k wmask = numpy.zeros((n, r)) wmask[:, k] = numpy.ones(n) hmask = numpy.zeros((r, n)) hmask[k, :] = numpy.ones(n) self.__SSMViz(numpy.dot(wo * wmask, hmask * ho)) """ """ 計算 SSM 中所有的 Block Family """ startTime = time.time() self.__allFamilyM = self.__allBlockFamily(SSM) endTime = time.time() print "LyricsForm: Family Matrix Construction Time = %.2fsec" % (endTime - startTime) self.__allFamilyM = numpy.insert(self.__allFamilyM, 0, 0, axis = 0) """ Block Family Combination """ startTime = time.time() ff = FormFinder(self.__allFamilyM, self.__TOPK) combineList = ff.computing() endTime = time.time() print "LyricsForm: Block Combination Time = %.2fsec" % (endTime - startTime) print """ combineList 轉換成詞式格式 """ lineNum = SSM.shape[0] formList = self.__resultForm(combineList, lineNum) return formList
