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DebugSession

trustformers_debug::core::session

Struct DebugSession 

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pub struct DebugSession { /* private fields */ }
Expand description

Main debugging session that coordinates all debugging tools

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impl DebugSession

Integration with main debug session

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pub async fn enable_regression_detection( &mut self, config: RegressionDetectionConfig, ) -> Result<RegressionDetector>

Enable regression detection for this debug session

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impl DebugSession

Integration with main debug session

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pub async fn enable_streaming( &mut self, config: StreamingDebugConfig, ) -> Result<Arc<StreamingDebugger>>

Enable streaming for this debug session

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impl DebugSession

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pub fn new(config: DebugConfig) -> Self

Create a new debugging session

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pub fn id(&self) -> Uuid

Get session ID

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pub fn config(&self) -> &DebugConfig

Get debug configuration

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pub fn tensor_inspector(&self) -> &TensorInspector

Get tensor inspector

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pub fn tensor_inspector_mut(&mut self) -> &mut TensorInspector

Get mutable tensor inspector

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pub fn gradient_debugger(&self) -> &GradientDebugger

Get gradient debugger

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pub fn gradient_debugger_mut(&mut self) -> &mut GradientDebugger

Get mutable gradient debugger

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pub fn model_diagnostics(&self) -> &ModelDiagnostics

Get model diagnostics

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pub fn model_diagnostics_mut(&mut self) -> &mut ModelDiagnostics

Get mutable model diagnostics

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pub fn hooks(&self) -> &HookManager

Get hook manager

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pub fn hooks_mut(&mut self) -> &mut HookManager

Get mutable hook manager

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pub fn profiler(&self) -> &Profiler

Get profiler

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pub fn profiler_mut(&mut self) -> &mut Profiler

Get mutable profiler

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pub fn memory_profiler(&self) -> Option<&MemoryProfiler>

Get memory profiler

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pub fn memory_profiler_mut(&mut self) -> Option<&mut MemoryProfiler>

Get mutable memory profiler

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pub fn interactive_debugger(&self) -> &InteractiveDebugger

Get interactive debugger

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pub fn interactive_debugger_mut(&mut self) -> &mut InteractiveDebugger

Get mutable interactive debugger

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pub fn anomaly_detector(&self) -> &AnomalyDetector

Get anomaly detector

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pub fn anomaly_detector_mut(&mut self) -> &mut AnomalyDetector

Get mutable anomaly detector

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pub fn computation_graph_analyzer(&self) -> &ComputationGraphAnalyzer

Get computation graph analyzer

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pub fn computation_graph_analyzer_mut( &mut self, ) -> &mut ComputationGraphAnalyzer

Get mutable computation graph analyzer

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pub fn architecture_analyzer(&self) -> &ArchitectureAnalyzer

Get architecture analyzer

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pub fn architecture_analyzer_mut(&mut self) -> &mut ArchitectureAnalyzer

Get mutable architecture analyzer

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pub fn behavior_analyzer(&self) -> &BehaviorAnalyzer

Get behavior analyzer

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pub fn behavior_analyzer_mut(&mut self) -> &mut BehaviorAnalyzer

Get mutable behavior analyzer

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pub fn training_dynamics_analyzer(&self) -> &TrainingDynamicsAnalyzer

Get training dynamics analyzer

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pub fn training_dynamics_analyzer_mut( &mut self, ) -> &mut TrainingDynamicsAnalyzer

Get mutable training dynamics analyzer

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pub fn differential_debugger(&self) -> &DifferentialDebugger

Get differential debugger

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pub fn differential_debugger_mut(&mut self) -> &mut DifferentialDebugger

Get mutable differential debugger

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pub fn interpretability_analyzer(&self) -> &InterpretabilityAnalyzer

Get interpretability analyzer

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pub fn interpretability_analyzer_mut(&mut self) -> &mut InterpretabilityAnalyzer

Get mutable interpretability analyzer

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pub fn health_checker(&self) -> &HealthChecker

Get health checker

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pub fn health_checker_mut(&mut self) -> &mut HealthChecker

Get mutable health checker

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pub fn transformer_debugger(&self) -> Option<&TransformerDebugger>

Get transformer debugger

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pub fn transformer_debugger_mut(&mut self) -> Option<&mut TransformerDebugger>

Get mutable transformer debugger

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pub fn advanced_ml_debugger(&self) -> &AdvancedMLDebugger

Get advanced ML debugger

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pub fn advanced_ml_debugger_mut(&mut self) -> &mut AdvancedMLDebugger

Get mutable advanced ML debugger

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pub fn ai_code_analyzer(&self) -> Option<&AICodeAnalyzer>

Get AI code analyzer

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pub fn ai_code_analyzer_mut(&mut self) -> Option<&mut AICodeAnalyzer>

Get mutable AI code analyzer

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pub fn distributed_debugger(&self) -> Option<&DistributedDebugger>

Get distributed debugger

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pub fn distributed_debugger_mut(&mut self) -> Option<&mut DistributedDebugger>

Get mutable distributed debugger

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pub fn environmental_monitor(&self) -> Option<&EnvironmentalMonitor>

Get environmental monitor

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pub fn environmental_monitor_mut(&mut self) -> Option<&mut EnvironmentalMonitor>

Get mutable environmental monitor

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pub async fn start(&mut self) -> Result<()>

Start debugging session

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pub async fn stop(&mut self) -> Result<DebugReport>

Stop debugging session and generate report

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pub async fn export(&self, path: &str) -> Result<()>

Export debug session to file

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pub async fn generate_snapshot(&self) -> Result<DebugReport>

Generate a snapshot of current state

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pub fn debug_tensor<T>( &mut self, tensor: &ArrayD<T>, name: &str, ) -> Result<Uuid>
where T: Clone + Into<f64> + Debug + 'static,

Convenience method for debugging tensors (used by debug_tensor! macro)

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pub fn debug_gradients<T>( &mut self, _layer_name: &str, gradients: &[T], ) -> Result<()>
where T: Clone + Into<f64> + Debug + 'static,

Convenience method for debugging gradients (used by debug_gradient! macro)

Trait Implementations§

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impl Debug for DebugSession

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

Formats the value using the given formatter. Read more

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