Example #1
0
def _rect(x): return g.log_1_sum_exp(x)
def _rect_prime_y(y): 
Example #2
0
 def loss(self, XP, O, M):
     return ((O*g.log_1_sum_exp(-XP) + (1-O)*g.log_1_sum_exp(XP))*M).sum()
Example #3
0
 def loss(self, XP, O, M):
     def H(X):
         from gnumpy import log
         return -(X*log(X+1e-10) + (1-X)*log(1-X+1e-10))
     
     return ((O*g.log_1_sum_exp(-XP) + (1-O)*g.log_1_sum_exp(XP) - H(O))*M).sum()