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LoraMapper

Struct LoraMapper 

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pub struct LoraMapper { /* private fields */ }
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A module mapper that attaches LoRA adapters to 2-D weight parameters.

Apply it the same way as quantization:

let model = model.map(&mut LoraMapper::new(LoraConfig::new(8, 16.0)));

Each rank-2 float weight is frozen and given a trainable low-rank adapter; other parameters are left untouched. No model or layer code needs to change — the same Linear (and any other module) keeps working, now producing base + scale * (a @ b) for adapted weights.

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impl LoraMapper

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pub fn new(config: LoraConfig) -> Self

Create a new mapper from the given configuration.

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pub fn for_group(self, group: ParamGroup) -> Self

Specify a parameter group on which to apply the LoRA.

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impl Clone for LoraMapper

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fn clone(&self) -> LoraMapper

Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl Debug for LoraMapper

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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 ModuleMapper for LoraMapper

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fn enter_module(&mut self, name: &str, _container_type: &str)

Called when entering a submodule. Read more
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fn exit_module(&mut self, _name: &str, _container_type: &str)

Called when exiting a submodule. Read more
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fn map_float<const D: usize>( &mut self, param: Param<Tensor<D>>, ) -> Param<Tensor<D>>

Map a float parameter in the module. Read more
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fn map_int<const D: usize>( &mut self, param: Param<Tensor<D, Int>>, ) -> Param<Tensor<D, Int>>

Map an int parameter in the module. Read more
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fn map_bool<const D: usize>( &mut self, param: Param<Tensor<D, Bool>>, ) -> Param<Tensor<D, Bool>>

Map a bool parameter in the module. Read more

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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<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<ST, DT> CastableFrom<ST, Initialized, Initialized> for DT
where ST: ?Sized, DT: ?Sized,

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impl<ST, DT> CastableFrom<ST, Uninit, Uninit> for DT
where ST: ?Sized, DT: ?Sized,

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impl<T> CloneToUninit for T
where T: Clone,

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unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)
Performs copy-assignment from self to dest. 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<T> IntoEither for T

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fn into_either(self, into_left: bool) -> Either<Self, Self>

Converts self into a Left variant of Either<Self, Self> if into_left is true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
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fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
where F: FnOnce(&Self) -> bool,

Converts self into a Left variant of Either<Self, Self> if into_left(&self) returns true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
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impl<T> Pointable for T

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const ALIGN: usize

The alignment of pointer.
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type Init = T

The type for initializers.
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unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
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unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more
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unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

Mutably dereferences the given pointer. Read more
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unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more
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impl<T> Read<Exclusive, BecauseExclusive> for T
where T: ?Sized,

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impl<T> ToOwned for T
where T: Clone,

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type Owned = T

The resulting type after obtaining ownership.
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fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more
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fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more
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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.