pub struct FineTuningManager { /* private fields */ }Expand description
Fine-tuning manager for embedding models
Implementations§
Source§impl FineTuningManager
impl FineTuningManager
Sourcepub fn new(config: FineTuningConfig) -> Self
pub fn new(config: FineTuningConfig) -> Self
Create a new fine-tuning manager
Sourcepub fn save_pretrained_embeddings<M: EmbeddingModel>(
&mut self,
model: &M,
) -> Result<()>
pub fn save_pretrained_embeddings<M: EmbeddingModel>( &mut self, model: &M, ) -> Result<()>
Save pre-trained embeddings for distillation
Sourcepub fn initialize_adapters<M: EmbeddingModel>(
&mut self,
model: &M,
embed_dim: usize,
) -> Result<()>
pub fn initialize_adapters<M: EmbeddingModel>( &mut self, model: &M, embed_dim: usize, ) -> Result<()>
Initialize adapters for adapter-based fine-tuning
Sourcepub async fn fine_tune<M: EmbeddingModel>(
&mut self,
model: &mut M,
training_triples: Vec<Triple>,
) -> Result<FineTuningResult>
pub async fn fine_tune<M: EmbeddingModel>( &mut self, model: &mut M, training_triples: Vec<Triple>, ) -> Result<FineTuningResult>
Fine-tune a model on domain-specific data
Sourcepub fn get_stats(&self) -> FineTuningStats
pub fn get_stats(&self) -> FineTuningStats
Get fine-tuning statistics
Auto Trait Implementations§
impl Freeze for FineTuningManager
impl RefUnwindSafe for FineTuningManager
impl Send for FineTuningManager
impl Sync for FineTuningManager
impl Unpin for FineTuningManager
impl UnwindSafe for FineTuningManager
Blanket Implementations§
Source§impl<T> BorrowMut<T> for Twhere
T: ?Sized,
impl<T> BorrowMut<T> for Twhere
T: ?Sized,
Source§fn borrow_mut(&mut self) -> &mut T
fn borrow_mut(&mut self) -> &mut T
Mutably borrows from an owned value. Read more
Source§impl<T> CheckedAs for T
impl<T> CheckedAs for T
Source§fn checked_as<Dst>(self) -> Option<Dst>where
T: CheckedCast<Dst>,
fn checked_as<Dst>(self) -> Option<Dst>where
T: CheckedCast<Dst>,
Casts the value.
Source§impl<Src, Dst> CheckedCastFrom<Src> for Dstwhere
Src: CheckedCast<Dst>,
impl<Src, Dst> CheckedCastFrom<Src> for Dstwhere
Src: CheckedCast<Dst>,
Source§fn checked_cast_from(src: Src) -> Option<Dst>
fn checked_cast_from(src: Src) -> Option<Dst>
Casts the value.
Source§impl<T> Instrument for T
impl<T> Instrument for T
Source§fn instrument(self, span: Span) -> Instrumented<Self>
fn instrument(self, span: Span) -> Instrumented<Self>
Source§fn in_current_span(self) -> Instrumented<Self>
fn in_current_span(self) -> Instrumented<Self>
Source§impl<T> IntoEither for T
impl<T> IntoEither for T
Source§fn into_either(self, into_left: bool) -> Either<Self, Self>
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 moreSource§fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
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 moreSource§impl<T> OverflowingAs for T
impl<T> OverflowingAs for T
Source§fn overflowing_as<Dst>(self) -> (Dst, bool)where
T: OverflowingCast<Dst>,
fn overflowing_as<Dst>(self) -> (Dst, bool)where
T: OverflowingCast<Dst>,
Casts the value.
Source§impl<Src, Dst> OverflowingCastFrom<Src> for Dstwhere
Src: OverflowingCast<Dst>,
impl<Src, Dst> OverflowingCastFrom<Src> for Dstwhere
Src: OverflowingCast<Dst>,
Source§fn overflowing_cast_from(src: Src) -> (Dst, bool)
fn overflowing_cast_from(src: Src) -> (Dst, bool)
Casts the value.
Source§impl<T> Pointable for T
impl<T> Pointable for T
Source§impl<T> PolicyExt for Twhere
T: ?Sized,
impl<T> PolicyExt for Twhere
T: ?Sized,
Source§impl<T> SaturatingAs for T
impl<T> SaturatingAs for T
Source§fn saturating_as<Dst>(self) -> Dstwhere
T: SaturatingCast<Dst>,
fn saturating_as<Dst>(self) -> Dstwhere
T: SaturatingCast<Dst>,
Casts the value.
Source§impl<Src, Dst> SaturatingCastFrom<Src> for Dstwhere
Src: SaturatingCast<Dst>,
impl<Src, Dst> SaturatingCastFrom<Src> for Dstwhere
Src: SaturatingCast<Dst>,
Source§fn saturating_cast_from(src: Src) -> Dst
fn saturating_cast_from(src: Src) -> Dst
Casts the value.
Source§impl<T> StrictAs for T
impl<T> StrictAs for T
Source§fn strict_as<Dst>(self) -> Dstwhere
T: StrictCast<Dst>,
fn strict_as<Dst>(self) -> Dstwhere
T: StrictCast<Dst>,
Casts the value.
Source§impl<Src, Dst> StrictCastFrom<Src> for Dstwhere
Src: StrictCast<Dst>,
impl<Src, Dst> StrictCastFrom<Src> for Dstwhere
Src: StrictCast<Dst>,
Source§fn strict_cast_from(src: Src) -> Dst
fn strict_cast_from(src: Src) -> Dst
Casts the value.
Source§impl<SS, SP> SupersetOf<SS> for SPwhere
SS: SubsetOf<SP>,
impl<SS, SP> SupersetOf<SS> for SPwhere
SS: SubsetOf<SP>,
Source§fn to_subset(&self) -> Option<SS>
fn to_subset(&self) -> Option<SS>
The inverse inclusion map: attempts to construct
self from the equivalent element of its
superset. Read moreSource§fn is_in_subset(&self) -> bool
fn is_in_subset(&self) -> bool
Checks if
self is actually part of its subset T (and can be converted to it).Source§fn to_subset_unchecked(&self) -> SS
fn to_subset_unchecked(&self) -> SS
Use with care! Same as
self.to_subset but without any property checks. Always succeeds.Source§fn from_subset(element: &SS) -> SP
fn from_subset(element: &SS) -> SP
The inclusion map: converts
self to the equivalent element of its superset.Source§impl<T> UnwrappedAs for T
impl<T> UnwrappedAs for T
Source§fn unwrapped_as<Dst>(self) -> Dstwhere
T: UnwrappedCast<Dst>,
fn unwrapped_as<Dst>(self) -> Dstwhere
T: UnwrappedCast<Dst>,
Casts the value.
Source§impl<Src, Dst> UnwrappedCastFrom<Src> for Dstwhere
Src: UnwrappedCast<Dst>,
impl<Src, Dst> UnwrappedCastFrom<Src> for Dstwhere
Src: UnwrappedCast<Dst>,
Source§fn unwrapped_cast_from(src: Src) -> Dst
fn unwrapped_cast_from(src: Src) -> Dst
Casts the value.
Source§impl<T> WithSubscriber for T
impl<T> WithSubscriber for T
Source§fn with_subscriber<S>(self, subscriber: S) -> WithDispatch<Self>
fn with_subscriber<S>(self, subscriber: S) -> WithDispatch<Self>
Source§fn with_current_subscriber(self) -> WithDispatch<Self>
fn with_current_subscriber(self) -> WithDispatch<Self>
Source§impl<T> WrappingAs for T
impl<T> WrappingAs for T
Source§fn wrapping_as<Dst>(self) -> Dstwhere
T: WrappingCast<Dst>,
fn wrapping_as<Dst>(self) -> Dstwhere
T: WrappingCast<Dst>,
Casts the value.
Source§impl<Src, Dst> WrappingCastFrom<Src> for Dstwhere
Src: WrappingCast<Dst>,
impl<Src, Dst> WrappingCastFrom<Src> for Dstwhere
Src: WrappingCast<Dst>,
Source§fn wrapping_cast_from(src: Src) -> Dst
fn wrapping_cast_from(src: Src) -> Dst
Casts the value.