public final class
ResourceApplyPowerSign
Update '*var' according to the AddSign update.
m_t <- beta1 * m_{t-1} + (1 - beta1) * g update <- exp(logbase * sign_decay * sign(g) * sign(m_t)) * g variable <- variable - lr_t * update
Nested Classes
class | ResourceApplyPowerSign.Options | Optional attributes for ResourceApplyPowerSign
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Constants
String | OP_NAME | The name of this op, as known by TensorFlow core engine |
Public Methods
static <T extends TType> ResourceApplyPowerSign | |
static ResourceApplyPowerSign.Options |
useLocking(Boolean useLocking)
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Inherited Methods
Constants
public static final String OP_NAME
The name of this op, as known by TensorFlow core engine
Constant Value:
"ResourceApplyPowerSign"
Public Methods
public static ResourceApplyPowerSign create (Scope scope, Operand<?> var, Operand<?> m, Operand<T> lr, Operand<T> logbase, Operand<T> signDecay, Operand<T> beta, Operand<T> grad, Options... options)
Factory method to create a class wrapping a new ResourceApplyPowerSign operation.
Parameters
scope | current scope |
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var | Should be from a Variable(). |
m | Should be from a Variable(). |
lr | Scaling factor. Must be a scalar. |
logbase | Must be a scalar. |
signDecay | Must be a scalar. |
beta | Must be a scalar. |
grad | The gradient. |
options | carries optional attributes values |
Returns
- a new instance of ResourceApplyPowerSign
public static ResourceApplyPowerSign.Options useLocking (Boolean useLocking)
Parameters
useLocking | If `True`, updating of the var and m tensors is protected by a lock; otherwise the behavior is undefined, but may exhibit less contention. |
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