Struct TensorInspector 

pub struct TensorInspector { /* private fields */ }

Enhanced tensor inspector for detailed analysis

Implementations

impl TensorInspector

pub fn new(config: &DebugConfig) -> Self

Create a new tensor inspector

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

Start the tensor inspector

pub fn inspect_tensor<T>( &mut self, tensor: &ArrayD<T>, name: &str, layer_name: Option<&str>, operation: Option<&str>, ) -> Result<Uuid>

where T: Clone + Into<f64> + Debug + 'static,

Inspect a tensor and return detailed analysis

pub fn inspect_gradients<T>( &mut self, tensor_id: Uuid, gradients: &ArrayD<T>, ) -> Result<()>

where T: Clone + Into<f64> + Debug + 'static,

Inspect tensor gradients

pub fn compare_tensors( &mut self, id1: Uuid, id2: Uuid, ) -> Result<TensorComparison>

Compare two tensors

pub fn get_tensor_info(&self, id: Uuid) -> Option<&TensorInfo>

Get tensor information by ID

pub fn get_all_tensors(&self) -> Vec<&TensorInfo>

Get all tracked tensors

pub fn get_tensors_by_layer(&self, layer_name: &str) -> Vec<&TensorInfo>

Get tensors by layer name

pub fn get_alerts(&self) -> &[TensorAlert]

Get all alerts

pub fn clear(&mut self)

Clear tracking data

pub async fn generate_report(&self) -> Result<TensorInspectionReport>

Generate inspection report

pub fn enable_monitoring(&mut self, enable: bool)

Enable real-time tensor monitoring

pub fn track_dependency( &mut self, source_id: Uuid, target_id: Uuid, operation: &str, weight: f64, )

Track tensor dependency

pub fn record_lifecycle_event( &mut self, tensor_id: Uuid, event: TensorLifecycleEvent, )

Record tensor lifecycle event

pub fn update_time_series(&mut self, tensor_id: Uuid, stats: TensorStats)

Update tensor time series data

pub fn perform_advanced_analysis<T>( &self, tensor: &ArrayD<T>, ) -> Result<AdvancedTensorAnalysis>

where T: Clone + Into<f64> + Debug + 'static,

Perform advanced tensor analysis

pub fn detect_advanced_anomalies( &self, tensor_id: Uuid, ) -> Result<Vec<TensorAlert>>

Detect tensor anomalies using advanced algorithms

pub fn get_dependencies(&self) -> &[TensorDependency]

Get tensor dependencies

pub fn get_lifecycle(&self, tensor_id: Uuid) -> Option<&TensorLifecycle>

Get tensor lifecycle

pub fn get_time_series(&self, tensor_id: Uuid) -> Option<&TensorTimeSeries>

Get tensor time series

pub fn analyze_tensor_relationships(&self) -> HashMap<Uuid, Vec<Uuid>>

Analyze tensor relationships

pub fn get_frequent_tensors(&self, min_accesses: usize) -> Vec<Uuid>

Get frequently accessed tensors

Trait Implementations

impl Debug for TensorInspector

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

Formats the value using the given formatter.