TrainingResult

ruvector_sona::training

Struct TrainingResult

pub struct TrainingResult {
    pub pipeline_name: String,
    pub epochs_completed: usize,
    pub total_examples: usize,
    pub patterns_learned: usize,
    pub final_avg_quality: f32,
    pub total_duration_secs: f64,
    pub epoch_stats: Vec<EpochStats>,
    pub validation_quality: Option<f32>,
}

Expand description

Training result summary

Fields§

§pipeline_name: String

Pipeline name

§epochs_completed: usize

Number of epochs completed

§total_examples: usize

Total examples processed

§patterns_learned: usize

Patterns learned

§final_avg_quality: f32

Final average quality

§total_duration_secs: f64

Total duration in seconds

§epoch_stats: Vec<EpochStats>

Per-epoch statistics

§validation_quality: Option<f32>

Validation quality (if validation was run)

Implementations§

impl TrainingResult

pub fn examples_per_sec(&self) -> f64

Get examples per second

pub fn avg_epoch_duration(&self) -> f64

Get average epoch duration

pub fn quality_improved(&self) -> bool

Check if training improved quality

pub fn quality_improvement(&self) -> f32

Get quality improvement

Trait Implementations§

impl Clone for TrainingResult

fn clone(&self) -> TrainingResult

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 TrainingResult

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

Formats the value using the given formatter. Read more

impl<'de> Deserialize<'de> for TrainingResult

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

Deserialize this value from the given Serde deserializer. Read more

impl Display for TrainingResult

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

Formats the value using the given formatter. Read more

impl Serialize for TrainingResult

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§

impl Freeze for TrainingResult

impl RefUnwindSafe for TrainingResult

impl Send for TrainingResult

impl Sync for TrainingResult

impl Unpin for TrainingResult

impl UnwindSafe for TrainingResult

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> Pointable for T

const ALIGN: usize

The alignment of pointer.

type Init = T

The type for initializers.

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

Initializes a with the given initializer. Read more

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

Dereferences the given pointer. Read more

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

Mutably dereferences the given pointer. Read more

unsafe fn drop(ptr: usize)

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

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> ToString for T
where T: Display + ?Sized,

fn to_string(&self) -> String

Converts the given value to a String. 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.

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

fn vzip(self) -> V

impl<T> DeserializeOwned for T
where T: for<'de> Deserialize<'de>,