slightly cleaner graph
@@ -27,7 +27,7 @@ class RMSprop(Optimizer):
def step(self):
for i, t in enumerate(self.params):
- self.v[i] = self.decay * self.v[i] + (1.0 - self.decay) * t.grad * t.grad
+ self.v[i] = self.decay * self.v[i] + (1.0 - self.decay) * (t.grad * t.grad)
t -= (t.grad * self.lr).mul(self.v[i].add(self.eps).pow(-0.5))
class Adam(Optimizer):
@@ -43,5 +43,5 @@ class Adam(Optimizer):
a = self.lr * ((1.0 - self.b2**self.t)**0.5) / (1.0 - self.b1**self.t)
for i, t in enumerate(self.params):
self.m[i] = self.b1 * self.m[i] + (1.0 - self.b1) * t.grad
- self.v[i] = self.b2 * self.v[i] + (1.0 - self.b2) * t.grad * t.grad
+ self.v[i] = self.b2 * self.v[i] + (1.0 - self.b2) * (t.grad * t.grad)
t -= a * self.m[i].mul(self.v[i].add(self.eps).pow(-0.5))
