trustformers_debug::gradient_debugger::debugger

Struct ComprehensiveGradientReport

pub struct ComprehensiveGradientReport {
    pub timestamp: DateTime<Utc>,
    pub status: GradientDebugStatus,
    pub conflict_analysis: GradientConflictAnalysis,
    pub visualization: GradientFlowVisualization,
    pub enhanced_analysis: EnhancedLayerGradientAnalysis,
    pub flow_analysis: FlowAnalysis,
    pub performance_snapshot: PerformanceSnapshot,
    pub anomaly_summary: AnomalySummary,
    pub recommendations: Vec<GradientRecommendation>,
}

Expand description

Comprehensive gradient debugging report

Fields§

§timestamp: DateTime<Utc>§status: GradientDebugStatus§conflict_analysis: GradientConflictAnalysis§visualization: GradientFlowVisualization§enhanced_analysis: EnhancedLayerGradientAnalysis§flow_analysis: FlowAnalysis§performance_snapshot: PerformanceSnapshot§anomaly_summary: AnomalySummary§recommendations: Vec<GradientRecommendation>

Struct ComprehensiveGradientReport Copy item path

Fields§

Implementations§

impl ComprehensiveGradientReport

pub fn average_gradient_norm(&self) -> f64

pub fn vanishing_gradient_layers(&self) -> Vec<String>

pub fn exploding_gradient_layers(&self) -> Vec<String>

impl ComprehensiveGradientReport

pub fn has_vanishing_gradients(&self) -> bool

pub fn has_exploding_gradients(&self) -> bool

Trait Implementations§

impl Clone for ComprehensiveGradientReport

fn clone(&self) -> ComprehensiveGradientReport

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

impl Debug for ComprehensiveGradientReport

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

impl<'de> Deserialize<'de> for ComprehensiveGradientReport

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

impl Serialize for ComprehensiveGradientReport

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

Auto Trait Implementations§

impl Freeze for ComprehensiveGradientReport

impl RefUnwindSafe for ComprehensiveGradientReport

impl Send for ComprehensiveGradientReport

impl Sync for ComprehensiveGradientReport

impl Unpin for ComprehensiveGradientReport

impl UnsafeUnpin for ComprehensiveGradientReport

impl UnwindSafe for ComprehensiveGradientReport

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>,

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

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

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

Struct ComprehensiveGradientReport

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>,