ShichengChen commented on a change in pull request #502: SINGA-474 Clip operator
URL: https://github.com/apache/incubator-singa/pull/502#discussion_r313837595
##########
File path: python/singa/autograd.py
##########
@@ -357,6 +359,46 @@ def backward(self, dy):
def relu(x):
return ReLU()(x)[0]
+class Clip(Operation):
+ def __init__(self,min,max):
+ super(Clip, self).__init__()
+ self.max=max
+ self.min=min
+
+ def forward(self, x):
+ """
+ Args:
+ x(CTensor): input tensor, min: float, max:float
+ Returns:
+ np.clip(x,min,max)
+ """
+
+ mask0 = singa.LTFloat(x, self.min)
+ mask1 = singa.GTFloat(x, self.max)
+ mask00 = singa.MultFloat(mask0,self.min)
+ mask11 = singa.MultFloat(mask1,self.max)
+
+ mask2 = singa.LEFloat(x, self.max)
+ mask3 = singa.GEFloat(x, self.min)
+ maskm = singa.__mul__(mask2,mask3)
+
+ if training:
+ self.mask = maskm
+
+ return
singa.__add__(singa.__add__(singa.__mul__(maskm,x),mask00),mask11)
+
+ def backward(self, dy):
+ """
Review comment:
removed misleading comments
----------------------------------------------------------------
This is an automated message from the Apache Git Service.
To respond to the message, please log on to GitHub and use the
URL above to go to the specific comment.
For queries about this service, please contact Infrastructure at:
us...@infra.apache.org
With regards,
Apache Git Services
