pub struct MPSGraphLSTMDescriptor { /* private fields */ }
MPSGraphCore
and MPSGraphRNNOps
only.Expand description
The class that defines the parameters for a long short-term memory (LSTM) operation.
Use this descriptor with the following MPSGraph
methods:
MPSGraph/LSTMWithSourceTensor:recurrentWeight:initState:initCell:descriptor:name:
MPSGraph/LSTMWithSourceTensor:recurrentWeight:inputWeight:bias:initState:initCell:descriptor:name:
MPSGraph/LSTMWithSourceTensor:recurrentWeight:inputWeight:bias:initState:initCell:mask:peephole:descriptor:name:
MPSGraph/LSTMGradientsWithSourceTensor:recurrentWeight:sourceGradient:zState:cellOutputFwd:descriptor:name:
MPSGraph/LSTMGradientsWithSourceTensor:recurrentWeight:sourceGradient:zState:cellOutputFwd:inputWeight:bias:initState:initCell:descriptor:name:
MPSGraph/LSTMGradientsWithSourceTensor:recurrentWeight:sourceGradient:zState:cellOutputFwd:inputWeight:bias:initState:initCell:mask:descriptor:name:
MPSGraph/LSTMGradientsWithSourceTensor:recurrentWeight:sourceGradient:zState:cellOutputFwd:stateGradient:cellGradient:inputWeight:bias:initState:initCell:mask:peephole:descriptor:name:
See also Apple’s documentation
Implementations§
Source§impl MPSGraphLSTMDescriptor
impl MPSGraphLSTMDescriptor
Sourcepub unsafe fn reverse(&self) -> bool
pub unsafe fn reverse(&self) -> bool
A parameter that defines time direction of the input sequence.
If set to YES
then the input sequence is passed in reverse time order to the layer.
Note: Ignored when bidirectional = YES
.
Default value: NO
.
Sourcepub unsafe fn setReverse(&self, reverse: bool)
pub unsafe fn setReverse(&self, reverse: bool)
Setter for reverse
.
Sourcepub unsafe fn bidirectional(&self) -> bool
pub unsafe fn bidirectional(&self) -> bool
A parameter that defines a bidirectional LSTM layer.
If set to YES
then the input sequence is traversed in both directions and the two results
are concatenated together on the channel-axis.
Default value: NO
.
Sourcepub unsafe fn setBidirectional(&self, bidirectional: bool)
pub unsafe fn setBidirectional(&self, bidirectional: bool)
Setter for bidirectional
.
Sourcepub unsafe fn produceCell(&self) -> bool
pub unsafe fn produceCell(&self) -> bool
A parameter that controls whether or not to return the output cell from the LSTM layer.
If set to YES
then this layer will produce the internal cell of the LSTM unit as secondary output.
Default value: NO
.
Sourcepub unsafe fn setProduceCell(&self, produce_cell: bool)
pub unsafe fn setProduceCell(&self, produce_cell: bool)
Setter for produceCell
.
Sourcepub unsafe fn training(&self) -> bool
pub unsafe fn training(&self) -> bool
A parameter that enables the LSTM layer to support training.
If set to YES
then the layer will produce training state tensor as a secondary output.
Default value: NO
.
Sourcepub unsafe fn setTraining(&self, training: bool)
pub unsafe fn setTraining(&self, training: bool)
Setter for training
.
Sourcepub unsafe fn forgetGateLast(&self) -> bool
pub unsafe fn forgetGateLast(&self) -> bool
A parameter that controls the internal order of the LSTM gates.
If set to YES
then the layer will use the gate-ordering [ i, z, f, o ]
instead of default [ i, f, z, o ]
.
Default value: NO
Sourcepub unsafe fn setForgetGateLast(&self, forget_gate_last: bool)
pub unsafe fn setForgetGateLast(&self, forget_gate_last: bool)
Setter for forgetGateLast
.
Sourcepub unsafe fn inputGateActivation(&self) -> MPSGraphRNNActivation
pub unsafe fn inputGateActivation(&self) -> MPSGraphRNNActivation
A parameter that defines the activation function used with the input gate of the LSTM operation.
Default value: MPSGraphRNNActivationSigmoid
.
Sourcepub unsafe fn setInputGateActivation(
&self,
input_gate_activation: MPSGraphRNNActivation,
)
pub unsafe fn setInputGateActivation( &self, input_gate_activation: MPSGraphRNNActivation, )
Setter for inputGateActivation
.
Sourcepub unsafe fn forgetGateActivation(&self) -> MPSGraphRNNActivation
pub unsafe fn forgetGateActivation(&self) -> MPSGraphRNNActivation
A parameter that defines the activation function used with the forget gate of the LSTM operation.
Default value: MPSGraphRNNActivationSigmoid
.
Sourcepub unsafe fn setForgetGateActivation(
&self,
forget_gate_activation: MPSGraphRNNActivation,
)
pub unsafe fn setForgetGateActivation( &self, forget_gate_activation: MPSGraphRNNActivation, )
Setter for forgetGateActivation
.
Sourcepub unsafe fn cellGateActivation(&self) -> MPSGraphRNNActivation
pub unsafe fn cellGateActivation(&self) -> MPSGraphRNNActivation
A parameter that defines the activation function used with the cell gate of the LSTM operation.
Default value: MPSGraphRNNActivationTanh
.
Sourcepub unsafe fn setCellGateActivation(
&self,
cell_gate_activation: MPSGraphRNNActivation,
)
pub unsafe fn setCellGateActivation( &self, cell_gate_activation: MPSGraphRNNActivation, )
Setter for cellGateActivation
.
Sourcepub unsafe fn outputGateActivation(&self) -> MPSGraphRNNActivation
pub unsafe fn outputGateActivation(&self) -> MPSGraphRNNActivation
A parameter that defines the activation function used with the output gate of the LSTM operation.
Default value: MPSGraphRNNActivationSigmoid
.
Sourcepub unsafe fn setOutputGateActivation(
&self,
output_gate_activation: MPSGraphRNNActivation,
)
pub unsafe fn setOutputGateActivation( &self, output_gate_activation: MPSGraphRNNActivation, )
Setter for outputGateActivation
.
Sourcepub unsafe fn activation(&self) -> MPSGraphRNNActivation
pub unsafe fn activation(&self) -> MPSGraphRNNActivation
A parameter that defines the activation function used with the current cell value of the LSTM operation.
Default value: MPSGraphRNNActivationTanh
.
Sourcepub unsafe fn setActivation(&self, activation: MPSGraphRNNActivation)
pub unsafe fn setActivation(&self, activation: MPSGraphRNNActivation)
Setter for activation
.
Sourcepub unsafe fn descriptor() -> Option<Retained<Self>>
pub unsafe fn descriptor() -> Option<Retained<Self>>
Creates an LSTM descriptor with default values.
Methods from Deref<Target = NSObject>§
Sourcepub fn doesNotRecognizeSelector(&self, sel: Sel) -> !
pub fn doesNotRecognizeSelector(&self, sel: Sel) -> !
Handle messages the object doesn’t recognize.
See Apple’s documentation for details.
Methods from Deref<Target = AnyObject>§
Sourcepub fn class(&self) -> &'static AnyClass
pub fn class(&self) -> &'static AnyClass
Dynamically find the class of this object.
§Panics
May panic if the object is invalid (which may be the case for objects
returned from unavailable init
/new
methods).
§Example
Check that an instance of NSObject
has the precise class NSObject
.
use objc2::ClassType;
use objc2::runtime::NSObject;
let obj = NSObject::new();
assert_eq!(obj.class(), NSObject::class());
Sourcepub unsafe fn get_ivar<T>(&self, name: &str) -> &Twhere
T: Encode,
👎Deprecated: this is difficult to use correctly, use Ivar::load
instead.
pub unsafe fn get_ivar<T>(&self, name: &str) -> &Twhere
T: Encode,
Ivar::load
instead.Use Ivar::load
instead.
§Safety
The object must have an instance variable with the given name, and it
must be of type T
.
See Ivar::load_ptr
for details surrounding this.
Sourcepub fn downcast_ref<T>(&self) -> Option<&T>where
T: DowncastTarget,
pub fn downcast_ref<T>(&self) -> Option<&T>where
T: DowncastTarget,
Attempt to downcast the object to a class of type T
.
This is the reference-variant. Use Retained::downcast
if you want
to convert a retained object to another type.
§Mutable classes
Some classes have immutable and mutable variants, such as NSString
and NSMutableString
.
When some Objective-C API signature says it gives you an immutable class, it generally expects you to not mutate that, even though it may technically be mutable “under the hood”.
So using this method to convert a NSString
to a NSMutableString
,
while not unsound, is generally frowned upon unless you created the
string yourself, or the API explicitly documents the string to be
mutable.
See Apple’s documentation on mutability and on
isKindOfClass:
for more details.
§Generic classes
Objective-C generics are called “lightweight generics”, and that’s because they aren’t exposed in the runtime. This makes it impossible to safely downcast to generic collections, so this is disallowed by this method.
You can, however, safely downcast to generic collections where all the
type-parameters are AnyObject
.
§Panics
This works internally by calling isKindOfClass:
. That means that the
object must have the instance method of that name, and an exception
will be thrown (if CoreFoundation is linked) or the process will abort
if that is not the case. In the vast majority of cases, you don’t need
to worry about this, since both root objects NSObject
and
NSProxy
implement this method.
§Examples
Cast an NSString
back and forth from NSObject
.
use objc2::rc::Retained;
use objc2_foundation::{NSObject, NSString};
let obj: Retained<NSObject> = NSString::new().into_super();
let string = obj.downcast_ref::<NSString>().unwrap();
// Or with `downcast`, if we do not need the object afterwards
let string = obj.downcast::<NSString>().unwrap();
Try (and fail) to cast an NSObject
to an NSString
.
use objc2_foundation::{NSObject, NSString};
let obj = NSObject::new();
assert!(obj.downcast_ref::<NSString>().is_none());
Try to cast to an array of strings.
use objc2_foundation::{NSArray, NSObject, NSString};
let arr = NSArray::from_retained_slice(&[NSObject::new()]);
// This is invalid and doesn't type check.
let arr = arr.downcast_ref::<NSArray<NSString>>();
This fails to compile, since it would require enumerating over the array to ensure that each element is of the desired type, which is a performance pitfall.
Downcast when processing each element instead.
use objc2_foundation::{NSArray, NSObject, NSString};
let arr = NSArray::from_retained_slice(&[NSObject::new()]);
for elem in arr {
if let Some(data) = elem.downcast_ref::<NSString>() {
// handle `data`
}
}
Trait Implementations§
Source§impl AsRef<AnyObject> for MPSGraphLSTMDescriptor
impl AsRef<AnyObject> for MPSGraphLSTMDescriptor
Source§impl AsRef<MPSGraphObject> for MPSGraphLSTMDescriptor
impl AsRef<MPSGraphObject> for MPSGraphLSTMDescriptor
Source§fn as_ref(&self) -> &MPSGraphObject
fn as_ref(&self) -> &MPSGraphObject
Source§impl AsRef<NSObject> for MPSGraphLSTMDescriptor
impl AsRef<NSObject> for MPSGraphLSTMDescriptor
Source§impl Borrow<AnyObject> for MPSGraphLSTMDescriptor
impl Borrow<AnyObject> for MPSGraphLSTMDescriptor
Source§impl Borrow<MPSGraphObject> for MPSGraphLSTMDescriptor
impl Borrow<MPSGraphObject> for MPSGraphLSTMDescriptor
Source§fn borrow(&self) -> &MPSGraphObject
fn borrow(&self) -> &MPSGraphObject
Source§impl Borrow<NSObject> for MPSGraphLSTMDescriptor
impl Borrow<NSObject> for MPSGraphLSTMDescriptor
Source§impl ClassType for MPSGraphLSTMDescriptor
impl ClassType for MPSGraphLSTMDescriptor
Source§const NAME: &'static str = "MPSGraphLSTMDescriptor"
const NAME: &'static str = "MPSGraphLSTMDescriptor"
Source§type Super = MPSGraphObject
type Super = MPSGraphObject
Source§type ThreadKind = <<MPSGraphLSTMDescriptor as ClassType>::Super as ClassType>::ThreadKind
type ThreadKind = <<MPSGraphLSTMDescriptor as ClassType>::Super as ClassType>::ThreadKind
Source§impl CopyingHelper for MPSGraphLSTMDescriptor
impl CopyingHelper for MPSGraphLSTMDescriptor
Source§type Result = MPSGraphLSTMDescriptor
type Result = MPSGraphLSTMDescriptor
Self
if the type has no
immutable counterpart. Read moreSource§impl Debug for MPSGraphLSTMDescriptor
impl Debug for MPSGraphLSTMDescriptor
Source§impl Deref for MPSGraphLSTMDescriptor
impl Deref for MPSGraphLSTMDescriptor
Source§impl Hash for MPSGraphLSTMDescriptor
impl Hash for MPSGraphLSTMDescriptor
Source§impl Message for MPSGraphLSTMDescriptor
impl Message for MPSGraphLSTMDescriptor
Source§impl NSCopying for MPSGraphLSTMDescriptor
impl NSCopying for MPSGraphLSTMDescriptor
Source§impl NSObjectProtocol for MPSGraphLSTMDescriptor
impl NSObjectProtocol for MPSGraphLSTMDescriptor
Source§fn isEqual(&self, other: Option<&AnyObject>) -> bool
fn isEqual(&self, other: Option<&AnyObject>) -> bool
Source§fn hash(&self) -> usize
fn hash(&self) -> usize
Source§fn isKindOfClass(&self, cls: &AnyClass) -> bool
fn isKindOfClass(&self, cls: &AnyClass) -> bool
Source§fn is_kind_of<T>(&self) -> bool
fn is_kind_of<T>(&self) -> bool
isKindOfClass
directly, or cast your objects with AnyObject::downcast_ref