A Tensor of type resource. Should be from a Variable().
m
A Tensor of type resource. Should be from a Variable().
v
A Tensor of type resource. Should be from a Variable().
beta1_power
A Tensor. Must be one of the following types: float32, float64, int32, uint8, int16, int8, complex64, int64, qint8, quint8, qint32, bfloat16, qint16, quint16, uint16, complex128, half, uint32, uint64.
Must be a scalar.
beta2_power
A Tensor. Must have the same type as beta1_power.
Must be a scalar.
lr
A Tensor. Must have the same type as beta1_power.
Scaling factor. Must be a scalar.
beta1
A Tensor. Must have the same type as beta1_power.
Momentum factor. Must be a scalar.
beta2
A Tensor. Must have the same type as beta1_power.
Momentum factor. Must be a scalar.
epsilon
A Tensor. Must have the same type as beta1_power.
Ridge term. Must be a scalar.
grad
A Tensor. Must have the same type as beta1_power. The gradient.
use_locking
An optional bool. Defaults to False.
If True, updating of the var, m, and v tensors will be protected
by a lock; otherwise the behavior is undefined, but may exhibit less
contention.
use_nesterov
An optional bool. Defaults to False.
If True, uses the nesterov update.