Struct MLCRMSPropOptimizer

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#[repr(C)]
pub struct MLCRMSPropOptimizer { /* private fields */ }
๐Ÿ‘ŽDeprecated: Use Metal Performance Shaders Graph or BNNS instead.
Available on crate features MLCOptimizer and MLCRMSPropOptimizer only.
Expand description

The MLCRMSPropOptimizer specifies the RMSProp optimizer.

See also Appleโ€™s documentation

Implementationsยง

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impl MLCRMSPropOptimizer

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pub unsafe fn momentumScale(&self) -> c_float

๐Ÿ‘ŽDeprecated: Use Metal Performance Shaders Graph or BNNS instead.

The momentum factor. A hyper-parameter.

The default is 0.0.

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pub unsafe fn alpha(&self) -> c_float

๐Ÿ‘ŽDeprecated: Use Metal Performance Shaders Graph or BNNS instead.

The smoothing constant.

The default is 0.99.

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pub unsafe fn epsilon(&self) -> c_float

๐Ÿ‘ŽDeprecated: Use Metal Performance Shaders Graph or BNNS instead.

A term added to improve numerical stability.

The default is 1e-8.

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pub unsafe fn isCentered(&self) -> bool

๐Ÿ‘ŽDeprecated: Use Metal Performance Shaders Graph or BNNS instead.

If True, compute the centered RMSProp, the gradient is normalized by an estimation of its variance.

The default is false.

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pub unsafe fn optimizerWithDescriptor( optimizer_descriptor: &MLCOptimizerDescriptor, ) -> Retained<Self>

๐Ÿ‘ŽDeprecated: Use Metal Performance Shaders Graph or BNNS instead.
Available on crate feature MLCOptimizerDescriptor only.

Create a MLCRMSPropOptimizer object with defaults

Returns: A new MLCRMSPropOptimizer object.

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pub unsafe fn optimizerWithDescriptor_momentumScale_alpha_epsilon_isCentered( optimizer_descriptor: &MLCOptimizerDescriptor, momentum_scale: c_float, alpha: c_float, epsilon: c_float, is_centered: bool, ) -> Retained<Self>

๐Ÿ‘ŽDeprecated: Use Metal Performance Shaders Graph or BNNS instead.
Available on crate feature MLCOptimizerDescriptor only.

Create a MLCRMSPropOptimizer object

Parameter optimizerDescriptor: The optimizer descriptor object

Parameter momentumScale: The momentum scale

Parameter alpha: The smoothing constant value

Parameter epsilon: The epsilon value to use to improve numerical stability

Parameter isCentered: A boolean to specify whether to compute the centered RMSProp or not

Returns: A new MLCRMSPropOptimizer object.

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impl MLCRMSPropOptimizer

Methods declared on superclass MLCOptimizer.

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pub unsafe fn new() -> Retained<Self>

๐Ÿ‘ŽDeprecated
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pub unsafe fn init(this: Allocated<Self>) -> Retained<Self>

๐Ÿ‘ŽDeprecated

Methods from Deref<Target = MLCOptimizer>ยง

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pub unsafe fn learningRate(&self) -> c_float

๐Ÿ‘ŽDeprecated

The learning rate. This property is โ€˜readwriteโ€™ so that callers can implement a โ€˜decayโ€™ during training

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pub unsafe fn setLearningRate(&self, learning_rate: c_float)

๐Ÿ‘ŽDeprecated

Setter for learningRate.

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pub unsafe fn gradientRescale(&self) -> c_float

๐Ÿ‘ŽDeprecated

The rescale value applied to gradients during optimizer update

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pub unsafe fn appliesGradientClipping(&self) -> bool

๐Ÿ‘ŽDeprecated

Whether gradient clipping should be applied or not.

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pub unsafe fn setAppliesGradientClipping(&self, applies_gradient_clipping: bool)

๐Ÿ‘ŽDeprecated
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pub unsafe fn gradientClipMax(&self) -> c_float

๐Ÿ‘ŽDeprecated

The maximum gradient value if gradient clipping is enabled before gradient is rescaled.

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pub unsafe fn gradientClipMin(&self) -> c_float

๐Ÿ‘ŽDeprecated

The minimum gradient value if gradient clipping is enabled before gradient is rescaled.

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pub unsafe fn regularizationScale(&self) -> c_float

๐Ÿ‘ŽDeprecated

The regularization scale.

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pub unsafe fn regularizationType(&self) -> MLCRegularizationType

๐Ÿ‘ŽDeprecated
Available on crate feature MLCTypes only.

The regularization type.

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pub unsafe fn gradientClippingType(&self) -> MLCGradientClippingType

Available on crate feature MLCTypes only.

The type of clipping applied to gradient

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pub unsafe fn maximumClippingNorm(&self) -> c_float

The maximum clipping value

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pub unsafe fn customGlobalNorm(&self) -> c_float

Used only with MLCGradientClippingTypeByGlobalNorm. If non zero, this norm will be used in place of global norm.

Methods from Deref<Target = NSObject>ยง

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pub fn doesNotRecognizeSelector(&self, sel: Sel) -> !

Handle messages the object doesnโ€™t recognize.

See Appleโ€™s documentation for details.

Methods from Deref<Target = AnyObject>ยง

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pub fn class(&self) -> &'static AnyClass

Dynamically find the class of this object.

ยงPanics

May panic if the object is invalid (which may be the case for objects returned from unavailable init/new methods).

ยงExample

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());
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pub unsafe fn get_ivar<T>(&self, name: &str) -> &T
where T: Encode,

๐Ÿ‘ŽDeprecated: this is difficult to use correctly, use Ivar::load instead.

Use Ivar::load instead.

ยงSafety

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.

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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.

ยงMutable 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 โ€œunder the hoodโ€.

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 Appleโ€™s documentation on mutability and on isKindOfClass: for more details.

ยงGeneric classes

Objective-C generics are called โ€œlightweight genericsโ€, and thatโ€™s because they arenโ€™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.

ยงPanics

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 donโ€™t need to worry about this, since both root objects NSObject and NSProxy implement this method.

ยงExamples

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.

โ“˜
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 Implementationsยง

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impl AsRef<AnyObject> for MLCRMSPropOptimizer

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fn as_ref(&self) -> &AnyObject

Converts this type into a shared reference of the (usually inferred) input type.
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impl AsRef<MLCOptimizer> for MLCRMSPropOptimizer

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fn as_ref(&self) -> &MLCOptimizer

Converts this type into a shared reference of the (usually inferred) input type.
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impl AsRef<MLCRMSPropOptimizer> for MLCRMSPropOptimizer

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fn as_ref(&self) -> &Self

Converts this type into a shared reference of the (usually inferred) input type.
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impl AsRef<NSObject> for MLCRMSPropOptimizer

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fn as_ref(&self) -> &NSObject

Converts this type into a shared reference of the (usually inferred) input type.
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impl Borrow<AnyObject> for MLCRMSPropOptimizer

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fn borrow(&self) -> &AnyObject

Immutably borrows from an owned value. Read more
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impl Borrow<MLCOptimizer> for MLCRMSPropOptimizer

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fn borrow(&self) -> &MLCOptimizer

Immutably borrows from an owned value. Read more
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impl Borrow<NSObject> for MLCRMSPropOptimizer

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fn borrow(&self) -> &NSObject

Immutably borrows from an owned value. Read more
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impl ClassType for MLCRMSPropOptimizer

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const NAME: &'static str = "MLCRMSPropOptimizer"

The name of the Objective-C class that this type represents. Read more
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type Super = MLCOptimizer

The superclass of this class. Read more
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type ThreadKind = <<MLCRMSPropOptimizer as ClassType>::Super as ClassType>::ThreadKind

Whether the type can be used from any thread, or from only the main thread. Read more
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fn class() -> &'static AnyClass

Get a reference to the Objective-C class that this type represents. Read more
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fn as_super(&self) -> &Self::Super

Get an immutable reference to the superclass.
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impl CopyingHelper for MLCRMSPropOptimizer

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type Result = MLCRMSPropOptimizer

The immutable counterpart of the type, or Self if the type has no immutable counterpart. Read more
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impl Debug for MLCRMSPropOptimizer

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fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more
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impl Deref for MLCRMSPropOptimizer

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type Target = MLCOptimizer

The resulting type after dereferencing.
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fn deref(&self) -> &Self::Target

Dereferences the value.
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impl Hash for MLCRMSPropOptimizer

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fn hash<H: Hasher>(&self, state: &mut H)

Feeds this value into the given Hasher. Read more
1.3.0 ยท Sourceยง

fn hash_slice<H>(data: &[Self], state: &mut H)
where H: Hasher, Self: Sized,

Feeds a slice of this type into the given Hasher. Read more
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impl Message for MLCRMSPropOptimizer

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fn retain(&self) -> Retained<Self>
where Self: Sized,

Increment the reference count of the receiver. Read more
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impl NSCopying for MLCRMSPropOptimizer

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fn copy(&self) -> Retained<Self::Result>
where Self: Sized + Message + CopyingHelper,

Returns a new instance thatโ€™s a copy of the receiver. Read more
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unsafe fn copyWithZone(&self, zone: *mut NSZone) -> Retained<Self::Result>
where Self: Sized + Message + CopyingHelper,

Returns a new instance thatโ€™s a copy of the receiver. Read more
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impl NSObjectProtocol for MLCRMSPropOptimizer

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fn isEqual(&self, other: Option<&AnyObject>) -> bool
where Self: Sized + Message,

Check whether the object is equal to an arbitrary other object. Read more
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fn hash(&self) -> usize
where Self: Sized + Message,

An integer that can be used as a table address in a hash table structure. Read more
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fn isKindOfClass(&self, cls: &AnyClass) -> bool
where Self: Sized + Message,

Check if the object is an instance of the class, or one of its subclasses. Read more
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fn is_kind_of<T>(&self) -> bool
where T: ClassType, Self: Sized + Message,

๐Ÿ‘ŽDeprecated: use isKindOfClass directly, or cast your objects with AnyObject::downcast_ref
Check if the object is an instance of the class type, or one of its subclasses. Read more
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fn isMemberOfClass(&self, cls: &AnyClass) -> bool
where Self: Sized + Message,

Check if the object is an instance of a specific class, without checking subclasses. Read more
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fn respondsToSelector(&self, aSelector: Sel) -> bool
where Self: Sized + Message,

Check whether the object implements or inherits a method with the given selector. Read more
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fn conformsToProtocol(&self, aProtocol: &AnyProtocol) -> bool
where Self: Sized + Message,

Check whether the object conforms to a given protocol. Read more
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fn description(&self) -> Retained<NSObject>
where Self: Sized + Message,

A textual representation of the object. Read more
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fn debugDescription(&self) -> Retained<NSObject>
where Self: Sized + Message,

A textual representation of the object to use when debugging. Read more
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fn isProxy(&self) -> bool
where Self: Sized + Message,

Check whether the receiver is a subclass of the NSProxy root class instead of the usual NSObject. Read more
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fn retainCount(&self) -> usize
where Self: Sized + Message,

The reference count of the object. Read more
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impl PartialEq for MLCRMSPropOptimizer

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fn eq(&self, other: &Self) -> bool

Tests for self and other values to be equal, and is used by ==.
1.0.0 ยท Sourceยง

fn ne(&self, other: &Rhs) -> bool

Tests for !=. The default implementation is almost always sufficient, and should not be overridden without very good reason.
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impl RefEncode for MLCRMSPropOptimizer

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const ENCODING_REF: Encoding = <MLCOptimizer as ::objc2::RefEncode>::ENCODING_REF

The Objective-C type-encoding for a reference of this type. Read more
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impl DowncastTarget for MLCRMSPropOptimizer

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impl Eq for MLCRMSPropOptimizer

Auto Trait Implementationsยง

Blanket Implementationsยง

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impl<T> Any for T
where T: 'static + ?Sized,

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
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impl<'a, T> AnyThread for T
where T: ClassType<ThreadKind = dyn AnyThread + 'a> + ?Sized,

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fn alloc() -> Allocated<Self>
where Self: Sized + ClassType,

Allocate a new instance of the class. Read more
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impl<T> Borrow<T> for T
where T: ?Sized,

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
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impl<T> BorrowMut<T> for T
where T: ?Sized,

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fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more
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impl<T> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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impl<T, U> Into<U> for T
where U: From<T>,

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fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

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impl<P, T> Receiver for P
where P: Deref<Target = T> + ?Sized, T: ?Sized,

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type Target = T

๐Ÿ”ฌThis is a nightly-only experimental API. (arbitrary_self_types)
The target type on which the method may be called.
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impl<T, U> TryFrom<U> for T
where U: Into<T>,

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type Error = Infallible

The type returned in the event of a conversion error.
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fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
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impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

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type Error = <U as TryFrom<T>>::Error

The type returned in the event of a conversion error.
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fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.
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impl<T> AutoreleaseSafe for T
where T: ?Sized,