Clip

Gradient clipping utilities.

FunctionDescription
gradNorm maxNorm varsClip gradients by global L2 norm. Return the total norm before clipping.
gradValue value varsClip each gradient element to [-value, +value].

gradNorm

gradNorm maxNorm vars

Clip gradients by global L2 norm. Return the total norm before clipping.

Parameters

  • maxNorm : float
  • vars : Tensor list

Returns float


gradValue

gradValue value vars

Clip each gradient element to [-value, +value].

Parameters

  • value : float
  • vars : Tensor list