pub struct AdvancedMLDebugger { /* private fields */ }Expand description
Advanced ML debugger
Implementations§
Source§impl AdvancedMLDebugger
impl AdvancedMLDebugger
Sourcepub fn new(config: AdvancedMLDebuggingConfig) -> Self
pub fn new(config: AdvancedMLDebuggingConfig) -> Self
Create a new advanced ML debugger
Sourcepub async fn analyze_layer_wise_learning_rates(
&mut self,
layer_gradients: &HashMap<String, ArrayD<f32>>,
layer_weights: &HashMap<String, ArrayD<f32>>,
current_lr: f64,
loss_history: &[f64],
) -> Result<LayerWiseLRAnalysisResult>
pub async fn analyze_layer_wise_learning_rates( &mut self, layer_gradients: &HashMap<String, ArrayD<f32>>, layer_weights: &HashMap<String, ArrayD<f32>>, current_lr: f64, loss_history: &[f64], ) -> Result<LayerWiseLRAnalysisResult>
Perform layer-wise learning rate analysis
Sourcepub async fn analyze_model_sensitivity(
&mut self,
model_params: &HashMap<String, f64>,
performance_metrics: &[f64],
architecture_config: &HashMap<String, f64>,
) -> Result<ModelSensitivityAnalysisResult>
pub async fn analyze_model_sensitivity( &mut self, model_params: &HashMap<String, f64>, performance_metrics: &[f64], architecture_config: &HashMap<String, f64>, ) -> Result<ModelSensitivityAnalysisResult>
Perform comprehensive model sensitivity analysis
Sourcepub async fn generate_report(&self) -> Result<AdvancedMLDebuggingReport>
pub async fn generate_report(&self) -> Result<AdvancedMLDebuggingReport>
Generate comprehensive advanced ML debugging report
Trait Implementations§
Auto Trait Implementations§
impl Freeze for AdvancedMLDebugger
impl RefUnwindSafe for AdvancedMLDebugger
impl Send for AdvancedMLDebugger
impl Sync for AdvancedMLDebugger
impl Unpin for AdvancedMLDebugger
impl UnwindSafe for AdvancedMLDebugger
Blanket Implementations§
Source§impl<T> BorrowMut<T> for Twhere
T: ?Sized,
impl<T> BorrowMut<T> for Twhere
T: ?Sized,
Source§fn borrow_mut(&mut self) -> &mut T
fn borrow_mut(&mut self) -> &mut T
Mutably borrows from an owned value. Read more
Source§impl<T> Instrument for T
impl<T> Instrument for T
Source§fn instrument(self, span: Span) -> Instrumented<Self>
fn instrument(self, span: Span) -> Instrumented<Self>
Source§fn in_current_span(self) -> Instrumented<Self>
fn in_current_span(self) -> Instrumented<Self>
Source§impl<T> IntoEither for T
impl<T> IntoEither for T
Source§fn into_either(self, into_left: bool) -> Either<Self, Self>
fn into_either(self, into_left: bool) -> Either<Self, Self>
Converts
self into a Left variant of Either<Self, Self>
if into_left is true.
Converts self into a Right variant of Either<Self, Self>
otherwise. Read moreSource§fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
Converts
self into a Left variant of Either<Self, Self>
if into_left(&self) returns true.
Converts self into a Right variant of Either<Self, Self>
otherwise. Read moreSource§impl<T> Pointable for T
impl<T> Pointable for T
Source§impl<T> PolicyExt for Twhere
T: ?Sized,
impl<T> PolicyExt for Twhere
T: ?Sized,
Source§impl<SS, SP> SupersetOf<SS> for SPwhere
SS: SubsetOf<SP>,
impl<SS, SP> SupersetOf<SS> for SPwhere
SS: SubsetOf<SP>,
Source§fn to_subset(&self) -> Option<SS>
fn to_subset(&self) -> Option<SS>
The inverse inclusion map: attempts to construct
self from the equivalent element of its
superset. Read moreSource§fn is_in_subset(&self) -> bool
fn is_in_subset(&self) -> bool
Checks if
self is actually part of its subset T (and can be converted to it).Source§fn to_subset_unchecked(&self) -> SS
fn to_subset_unchecked(&self) -> SS
Use with care! Same as
self.to_subset but without any property checks. Always succeeds.Source§fn from_subset(element: &SS) -> SP
fn from_subset(element: &SS) -> SP
The inclusion map: converts
self to the equivalent element of its superset.