def __iadd__(self, other):
if isinstance(other, WeightSet):
nn.iadd(self.mem, other.mem)
return self
else:
nn.iadd(self.mem, other)
return self
def fprop(self, H_prev, w, b, H, dH):
if H_prev.ndim == 2:
H_temp = H_prev
else:
H_temp = H_prev.reshape(H_prev.shape[0], -1)
# print 'hey',H_temp.shape,w.shape,H.shape
nn.dot(H_temp, w, H)
nn.iadd(H, b)
# print H.shape,H
self.activation(H, H, dH)
return H, dH
def fprop(self, H_prev, w, b, H, dH):
if H_prev.ndim==2:
H_temp = H_prev
else:
H_temp = H_prev.reshape(H_prev.shape[0], -1)
# print 'hey',H_temp.shape,w.shape,H.shape
nn.dot(H_temp,w,H)
nn.iadd(H,b)
# print H.shape,H
self.activation(H,H,dH)
return H,dH
def __iadd__(self, other):
if isinstance(other, WeightSet): nn.iadd(self.mem,other.mem); return self
else: nn.iadd(self.mem,other); return self