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  123.  
  124. Массив_2, пример:
  125. n=3, m=2
  126. 0 1 2
  127. 3 4 5
  128.  
  129. N и M - размерности M_1
  130. M_1[0][0]*M_2[0][0]+M_1[1][0]*M_2[1][0]+...+M_1[N-1][0]*M_2[N-1][0]+
  131. +M_1[0][1]*M_2[0][1]+M_1[0][1]*M_2[0][1]+...+M_1[N-1][M-1]*M_2[N-1][M-1]
  132.  
  133. M_1[0][0]*M_2[1][0]+M_1[1][0]*M_2[2][0]+...+M_1[N-1][0]*M_2[N][0]+
  134. +M_1[0][1]*M_2[1][1]+M_1[0][1]*M_2[1][1]+...+M_1[N-1][M-1]*M_2[N][M-1]
  135.  
  136. def count(self, A, n1, n2, syn_, type_):# подсчет
  137. result=[]
  138. i_=0
  139.  
  140. #--------------------------------
  141. # Создаем элементы и зануляем (реализация на мой взгляд не очень)
  142. result=np.random.random((len(A)-n1+1, len(A[0])-n2+1, len(A.T)))
  143. result[:]=0
  144. B=np.random.random((n1, n2, len(A.T)))
  145. B[:]=0
  146. #--------------------------------
  147.  
  148. for i in range(0, len(A)-n1+1):# проход по строкам
  149. A_=A[i:i+n1]# "урезаем" массив и берем нужные элементы
  150. for l in range(0, len(A[i])-n2+1):# проход по столбцам
  151. for j in range(0, n1):# проход по элементам подаваемым на подсчет в свертку
  152. B[j]=A_[j][l:l+n2]# "урезаем" массив и берем нужные элементы
  153.  
  154. # ++++++++++++
  155. # умножаем и суммируем (требуется двойная сумма (по двум мерностям),
  156. # суммируются все нужные элементы (остается N чисел,
  157. # где N - количество картинок))
  158. result[i][l]=sum(sum(syn_.dot(B)))
  159. # ++++++++++++
  160. return result
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