Struct AMLPatternDetection 

pub struct AMLPatternDetection { /* private fields */ }

Multi-pattern AML detection kernel.

Detects various AML patterns including structuring, layering, funnel accounts, and fan-out patterns.

Implementations

impl AMLPatternDetection

pub fn new() -> Self

Create a new AML pattern detection kernel.

pub fn compute( transactions: &[Transaction], structuring_threshold: f64, structuring_window_hours: f64, ) -> AMLPatternResult

Detect AML patterns in transactions.

Arguments

• transactions - List of transactions
• structuring_threshold - Amount threshold for structuring (e.g., 10000)
• structuring_window_hours - Time window for structuring detection

Trait Implementations

impl BatchKernel<AMLPatternInput, AMLPatternOutput> for AMLPatternDetection

fn execute<'life0, 'async_trait>( &'life0 self, input: AMLPatternInput, ) -> Pin<Box<dyn Future<Output = Result<AMLPatternOutput>> + Send + 'async_trait>>

where Self: 'async_trait, 'life0: 'async_trait,

Execute the kernel with the given input.

fn validate_input(&self, _input: &I) -> Result<(), KernelError>

Validate the input before execution.

impl Clone for AMLPatternDetection

fn clone(&self) -> AMLPatternDetection

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Debug for AMLPatternDetection

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

Formats the value using the given formatter.

impl Default for AMLPatternDetection

fn default() -> Self

Returns the “default value” for a type.

impl GpuKernel for AMLPatternDetection

fn metadata(&self) -> &KernelMetadata

Returns the kernel metadata.

fn validate(&self) -> Result<(), KernelError>

Validate kernel configuration.

fn id(&self) -> &str

Returns the kernel ID.

fn requires_gpu_native(&self) -> bool

Returns true if this kernel requires GPU-native execution.

impl RingKernelHandler<MatchPatternRing, MatchPatternResponse> for AMLPatternDetection

Ring handler for pattern matching on streaming transactions.

fn handle<'life0, 'life1, 'async_trait>( &'life0 self, _ctx: &'life1 mut RingContext<'_>, msg: MatchPatternRing, ) -> Pin<Box<dyn Future<Output = Result<MatchPatternResponse>> + Send + 'async_trait>>

where Self: 'async_trait, 'life0: 'async_trait, 'life1: 'async_trait,

Handle an incoming message.

fn initialize<'life0, 'life1, 'async_trait>( &'life0 self, _ctx: &'life1 mut RingContext<'_>, ) -> Pin<Box<dyn Future<Output = Result<(), KernelError>> + Send + 'async_trait>>

where 'life0: 'async_trait, 'life1: 'async_trait, Self: Sync + 'async_trait,

Initialize the kernel state.

fn shutdown<'life0, 'life1, 'async_trait>( &'life0 self, _ctx: &'life1 mut RingContext<'_>, ) -> Pin<Box<dyn Future<Output = Result<(), KernelError>> + Send + 'async_trait>>

where 'life0: 'async_trait, 'life1: 'async_trait, Self: Sync + 'async_trait,

Called when the kernel is being shut down.