trustformers_debug::gradient_debugger::performance_tracking

Struct GradientPerformanceTracker

pub struct GradientPerformanceTracker {
    pub total_gradient_computations: usize,
    pub average_computation_time: Duration,
    pub memory_usage_bytes: usize,
    pub throughput_gradients_per_second: f64,
    pub bottleneck_layers: Vec<String>,
    pub layer_performance_map: HashMap<String, LayerPerformanceMetrics>,
    pub resource_utilization: ResourceUtilization,
    pub performance_history: Vec<PerformanceSnapshot>,
}

Expand description

Performance tracking for gradient computation

Fields§

§total_gradient_computations: usize§average_computation_time: Duration§memory_usage_bytes: usize§throughput_gradients_per_second: f64§bottleneck_layers: Vec<String>§layer_performance_map: HashMap<String, LayerPerformanceMetrics>§resource_utilization: ResourceUtilization§performance_history: Vec<PerformanceSnapshot>

Struct GradientPerformanceTracker Copy item path

Fields§

Implementations§

impl GradientPerformanceTracker

pub fn new() -> Self

pub fn start_timing(&mut self, layer_name: &str) -> PerformanceTimer

pub fn record_layer_performance( &mut self, layer_name: &str, computation_time: Duration, memory_used: usize, )

pub fn get_performance_trends(&self) -> PerformanceTrends

pub fn generate_optimization_recommendations( &self, ) -> Vec<OptimizationRecommendation>

pub fn start_monitoring(&mut self)

pub fn take_performance_snapshot(&self) -> PerformanceSnapshot

Trait Implementations§

impl Clone for GradientPerformanceTracker

fn clone(&self) -> GradientPerformanceTracker

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

impl Debug for GradientPerformanceTracker

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

impl Default for GradientPerformanceTracker

fn default() -> Self

impl<'de> Deserialize<'de> for GradientPerformanceTracker

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

impl Serialize for GradientPerformanceTracker

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

Auto Trait Implementations§

impl Freeze for GradientPerformanceTracker

impl RefUnwindSafe for GradientPerformanceTracker

impl Send for GradientPerformanceTracker

impl Sync for GradientPerformanceTracker

impl Unpin for GradientPerformanceTracker

impl UnsafeUnpin for GradientPerformanceTracker

impl UnwindSafe for GradientPerformanceTracker

Blanket Implementations§

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

fn type_id(&self) -> TypeId

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

fn borrow(&self) -> &T

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

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

impl<T> CloneToUninit for Twhere T: Clone,

unsafe fn clone_to_uninit(&self, dest: *mut u8)

impl<T> ConfigSerializable for Twhere T: Serialize + for<'de> Deserialize<'de>,

fn to_json(&self) -> Result<String, TrustformersError>

fn from_json(json: &str) -> Result<T, TrustformersError>

fn save_to_file(&self, path: &Path) -> Result<(), TrustformersError>

fn load_from_file(path: &Path) -> Result<Self, TrustformersError>where Self: Sized,

impl<T> From<T> for T

fn from(t: T) -> T

impl<T> Instrument for T

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

fn in_current_span(self) -> Instrumented<Self>

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

fn into(self) -> U

impl<T> IntoEither for T

fn into_either(self, into_left: bool) -> Either<Self, Self>

fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>where F: FnOnce(&Self) -> bool,

impl<T> Pointable for T

const ALIGN: usize

type Init = T

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

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

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

unsafe fn drop(ptr: usize)

impl<T> PolicyExt for Twhere T: ?Sized,

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

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

impl<T> Same for T

type Output = T

impl<SS, SP> SupersetOf<SS> for SPwhere SS: SubsetOf<SP>,

fn to_subset(&self) -> Option<SS>

fn is_in_subset(&self) -> bool

fn to_subset_unchecked(&self) -> SS

fn from_subset(element: &SS) -> SP

impl<T> ToOwned for Twhere T: Clone,

type Owned = T

fn to_owned(&self) -> T

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

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

type Error = Infallible

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

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

Struct GradientPerformanceTracker

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

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

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

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

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

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

impl<T> ConfigSerializable for T
where T: Serialize + for<'de> Deserialize<'de>,

fn load_from_file(path: &Path) -> Result<Self, TrustformersError>
where Self: Sized,

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

fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
where F: FnOnce(&Self) -> bool,

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

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

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

impl<SS, SP> SupersetOf<SS> for SP
where SS: SubsetOf<SP>,

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

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

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

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

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

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