HyperParameters

Struct HyperParameters 

Source
pub struct HyperParameters {
    pub learning_rate: f32,
    pub batch_size: usize,
    pub max_epochs: usize,
    pub warmup_steps: usize,
    pub weight_decay: f32,
    pub gradient_clip_norm: f32,
    pub lora_rank: Option<u32>,
    pub lora_alpha: Option<f32>,
    pub lora_dropout: Option<f32>,
    pub target_modules: Vec<String>,
    pub adapter_size: Option<usize>,
    pub adapter_activation: Option<String>,
}
Expand description

Hyperparameters for model training

Fields§

§learning_rate: f32

Learning rate

§batch_size: usize

Batch size

§max_epochs: usize

Maximum number of training epochs

§warmup_steps: usize

Warmup steps for learning rate scheduling

§weight_decay: f32

Weight decay for regularization

§gradient_clip_norm: f32

Gradient clipping norm

§lora_rank: Option<u32>

LoRA rank (for LoRA tuning)

§lora_alpha: Option<f32>

LoRA alpha parameter

§lora_dropout: Option<f32>

LoRA dropout rate

§target_modules: Vec<String>

Target modules for LoRA

§adapter_size: Option<usize>

Adapter size (for adapter tuning)

§adapter_activation: Option<String>

Adapter activation function

Implementations§

Source§

impl HyperParameters

Source

pub fn new() -> Self

Create new hyperparameters

Source

pub fn set_learning_rate(&mut self, lr: f32)

Set learning rate

Source

pub fn set_batch_size(&mut self, size: usize)

Set batch size

Source

pub fn set_epochs(&mut self, epochs: usize)

Set epochs

Trait Implementations§

Source§

impl Clone for HyperParameters

Source§

fn clone(&self) -> HyperParameters

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
Source§

impl Debug for HyperParameters

Source§

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

Formats the value using the given formatter. Read more
Source§

impl<'de> Deserialize<'de> for HyperParameters

Source§

fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>
where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer. Read more
Source§

impl Serialize for HyperParameters

Source§

fn serialize<__S>(&self, __serializer: __S) -> Result<__S::Ok, __S::Error>
where __S: Serializer,

Serialize this value into the given Serde serializer. Read more

Auto Trait Implementations§

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> CloneToUninit for T
where T: Clone,

Source§

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
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> PolicyExt for T
where T: ?Sized,

Source§

fn and<P, B, E>(self, other: P) -> And<T, P>
where T: Policy<B, E>, P: Policy<B, E>,

Create a new Policy that returns Action::Follow only if self and other return Action::Follow. Read more
Source§

fn or<P, B, E>(self, other: P) -> Or<T, P>
where T: Policy<B, E>, P: Policy<B, E>,

Create a new Policy that returns Action::Follow if either self or other returns Action::Follow. Read more
Source§

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

Source§

type Owned = T

The resulting type after obtaining ownership.
Source§

fn to_owned(&self) -> T

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

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

Uses borrowed data to replace owned data, usually by cloning. 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<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> DeserializeOwned for T
where T: for<'de> Deserialize<'de>,