python 多线程稀疏矩阵乘法
1 import threading, time 2 import numpy as np 3 res = [] 4 class MyThread(threading.Thread): 5 def __init__(self,i,j,m1,m2): 6 threading.Thread.__init__(self) 7 self.x, self.y = i,j 8 self.m1, self.m2 = m1, m2 9 def run(self): 10 global res, lock 11 if lock.acquire(): 12 m1 = self.m1[self.m1[:,0]==self.x] 13 m2 = self.m2[self.m2[:,1]==self.y] 14 value = 0. 15 for item1 in m1: 16 for item2 in m2: 17 if item1[1] == item2[0]: 18 value += item1[2]*item2[2] 19 res.append([self.x,self.y,value]) 20 lock.release() 21 if "__main__" == __name__: 22 m1 = [[2,2],[0,0,1],[0,1,2],[1,0,3],[1,1,4]] 23 m2 = [[2,3],[0,0,2],[0,2,1],[1,2,3],[1,1,4]] 24 s1, s2 = m1[0], m2[0] 25 assert s1[1]==s2[0], 'mismatch' 26 m1_value = np.array(m1[1:]) 27 m2_value = np.array(m2[1:]) 28 rows, cols = s1[0], s2[1] 29 res.append([rows, cols]) 30 ThreadList = [] 31 lock = threading.Lock() 32 for i in range(rows): 33 for j in range(cols): 34 t = MyThread(i,j,m1_value,m2_value) 35 ThreadList.append(t) 36 for t in ThreadList: 37 t.start() 38 for t in ThreadList: 39 t.join() 40 print (res)