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OptimalConfig

entrenar_lora::optimizer

Struct OptimalConfig

pub struct OptimalConfig {
    pub method: Method,
    pub rank: u32,
    pub alpha: f32,
    pub target_modules: Vec<String>,
    pub trainable_params: u64,
    pub trainable_percent: f64,
    pub memory_gb: f64,
    pub utilization_percent: f64,
    pub speedup: f64,
}

Expand description

Optimal LoRA configuration result.

Fields§

§method: Method

Recommended fine-tuning method

§rank: u32

Recommended LoRA rank

§alpha: f32

Recommended alpha scaling

§target_modules: Vec<String>

Target modules to apply LoRA

§trainable_params: u64

Estimated trainable parameters

§trainable_percent: f64

Percentage of total parameters that are trainable

§memory_gb: f64

Estimated memory requirement in GB

§utilization_percent: f64

VRAM utilization percentage

§speedup: f64

Training speedup compared to full fine-tuning

Implementations§

impl OptimalConfig

pub fn to_comparison_table(&self) -> String

Format as human-readable comparison table.

Trait Implementations§

impl Clone for OptimalConfig

fn clone(&self) -> OptimalConfig

Returns a duplicate of the value. Read more

1.0.0 · Source§

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

Performs copy-assignment from source. Read more

impl Debug for OptimalConfig

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

Formats the value using the given formatter. Read more

Auto Trait Implementations§

impl Freeze for OptimalConfig

impl RefUnwindSafe for OptimalConfig

impl Send for OptimalConfig

impl Sync for OptimalConfig

impl Unpin for OptimalConfig

impl UnsafeUnpin for OptimalConfig

impl UnwindSafe for OptimalConfig

Blanket Implementations§

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

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more

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

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more

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

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

Mutably borrows from an owned value. Read more

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

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

impl<T> From<T> for T

fn from(t: T) -> T

Returns the argument unchanged.

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

fn into(self) -> U

Calls U::from(self).

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

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

type Owned = T

The resulting type after obtaining ownership.

fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more

fn clone_into(&self, target: &mut T)

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

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

type Error = Infallible

The type returned in the event of a conversion error.

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

Performs the conversion.

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

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

The type returned in the event of a conversion error.

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

Performs the conversion.