Skip to main content

PeftModel

Struct PeftModel 

Source
pub struct PeftModel<A>
where A: Adapter,
{ /* private fields */ }
Expand description

PEFT model wrapper for managing adapters across modules.

Provides module-level adapter management with pattern-based targeting.

Implementations§

Source§

impl<A> PeftModel<A>
where A: Adapter,

Source

pub fn new() -> PeftModel<A>

Create a new PEFT model wrapper.

Source

pub fn add_adapter<F>( &mut self, adapter_name: impl Into<String>, pattern: &str, module_names: &[&str], adapter_factory: F, ) -> Result<usize, PeftError>
where F: Fn(&str) -> Result<A, PeftError>,

Add an adapter to modules matching the given pattern.

§Arguments
  • adapter_name - Unique name for the adapter
  • pattern - Pattern to match module names
  • module_names - List of all module names in the model
  • adapter_factory - Function to create adapter instances
§Errors

Returns an error if adapter creation fails

Source

pub fn set_adapter( &mut self, module_name: &str, adapter_name: &str, ) -> Result<(), PeftError>

Set the active adapter for a specific module.

§Errors

Returns an error if the module or adapter doesn’t exist

Source

pub fn set_adapter_all( &mut self, adapter_name: impl Into<String>, ) -> Result<(), PeftError>

Set the active adapter for all modules.

§Errors

Returns an error if the adapter doesn’t exist in any module

Source

pub fn active_adapter_name(&self) -> Option<&str>

Get the active adapter name.

Source

pub fn adapter_names(&self) -> &[String]

Get all registered adapter names.

Source

pub fn module_names(&self) -> Vec<&str>

Get module names that have adapters.

Source

pub fn has_adapter(&self, module_name: &str) -> bool

Check if a module has any adapters.

Source

pub fn forward_module( &self, module_name: &str, input: &Tensor, base_output: Option<&Tensor>, ) -> Result<Tensor, PeftError>

Forward pass for a specific module.

§Arguments
  • module_name - Name of the module
  • input - Input tensor
  • base_output - Optional base layer output
§Errors

Returns an error if module not found or no active adapter

Source

pub fn get_adapter( &self, module_name: &str, adapter_name: &str, ) -> Result<&A, PeftError>

Get a reference to an adapter for a module.

§Errors

Returns an error if module or adapter not found

Source

pub fn num_parameters(&self) -> usize

Get the total number of trainable parameters across all active adapters.

Source

pub fn num_modules(&self) -> usize

Get the number of modules with adapters.

Trait Implementations§

Source§

impl<A> Default for PeftModel<A>
where A: Adapter,

Source§

fn default() -> PeftModel<A>

Returns the “default value” for a type. Read more

Auto Trait Implementations§

§

impl<A> Freeze for PeftModel<A>

§

impl<A> RefUnwindSafe for PeftModel<A>
where A: RefUnwindSafe,

§

impl<A> Send for PeftModel<A>

§

impl<A> Sync for PeftModel<A>

§

impl<A> Unpin for PeftModel<A>
where A: Unpin,

§

impl<A> UnwindSafe for PeftModel<A>
where A: UnwindSafe,

Blanket Implementations§

Source§

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

Source§

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
Source§

impl<T> Borrow<T> for T
where T: ?Sized,

Source§

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
Source§

impl<T> BorrowMut<T> for T
where T: ?Sized,

Source§

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

Mutably borrows from an owned value. Read more
Source§

impl<T> From<T> for T

Source§

fn from(t: T) -> T

Returns the argument unchanged.

Source§

impl<T> Instrument for T

Source§

fn instrument(self, span: Span) -> Instrumented<Self>

Instruments this type with the provided Span, returning an Instrumented wrapper. Read more
Source§

fn in_current_span(self) -> Instrumented<Self>

Instruments this type with the current Span, returning an Instrumented wrapper. Read more
Source§

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

Source§

fn into(self) -> U

Calls U::from(self).

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

Source§

impl<T> IntoEither for T

Source§

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
Source§

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
Source§

impl<T> Pointable for T

Source§

const ALIGN: usize

The alignment of pointer.
Source§

type Init = T

The type for initializers.
Source§

unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
Source§

unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more
Source§

unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

Mutably dereferences the given pointer. Read more
Source§

unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more
Source§

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

Source§

type Error = Infallible

The type returned in the event of a conversion error.
Source§

fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
Source§

impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

Source§

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

The type returned in the event of a conversion error.
Source§

fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.
Source§

impl<V, T> VZip<V> for T
where V: MultiLane<T>,

Source§

fn vzip(self) -> V

Source§

impl<T> WithSubscriber for T

Source§

fn with_subscriber<S>(self, subscriber: S) -> WithDispatch<Self>
where S: Into<Dispatch>,

Attaches the provided Subscriber to this type, returning a WithDispatch wrapper. Read more
Source§

fn with_current_subscriber(self) -> WithDispatch<Self>

Attaches the current default Subscriber to this type, returning a WithDispatch wrapper. Read more
Source§

impl<T> ErasedDestructor for T
where T: 'static,

Source§

impl<T> Ungil for T
where T: Send,