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StandardRAGEngine

symbi_runtime::rag::engine

Struct StandardRAGEngine 

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

Standard implementation of the RAG Engine

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impl StandardRAGEngine

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pub fn new(context_manager: Arc<dyn ContextManager>) -> Self

Create a new StandardRAGEngine instance

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pub fn with_logger( context_manager: Arc<dyn ContextManager>, logger: Arc<ModelLogger>, ) -> Self

Create a new StandardRAGEngine instance with model logging

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pub fn extract_keywords(&self, text: &str) -> Vec<String>

Extract keywords from query text

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pub fn extract_entities(&self, text: &str) -> Vec<Entity>

Extract entities from query text (simplified implementation)

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pub fn calculate_semantic_similarity( &self, query_embeddings: &[f32], doc_embeddings: &[f32], ) -> f32

Calculate semantic similarity between query and document

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pub fn generate_mock_embeddings(&self, text: &str) -> Vec<f32>

Generate mock embeddings for demonstration

Trait Implementations§

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impl RAGEngine for StandardRAGEngine

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fn generate_response<'life0, 'async_trait>( &'life0 self, context: AugmentedContext, ) -> Pin<Box<dyn Future<Output = Result<GeneratedResponse, RAGError>> + Send + 'async_trait>>
where Self: 'async_trait, 'life0: 'async_trait,

Generate response using augmented context

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fn initialize<'life0, 'async_trait>( &'life0 self, config: RAGConfig, ) -> Pin<Box<dyn Future<Output = Result<(), RAGError>> + Send + 'async_trait>>
where Self: 'async_trait, 'life0: 'async_trait,

Initialize the RAG engine with configuration
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fn process_query<'life0, 'async_trait>( &'life0 self, request: RAGRequest, ) -> Pin<Box<dyn Future<Output = Result<RAGResponse, RAGError>> + Send + 'async_trait>>
where Self: 'async_trait, 'life0: 'async_trait,

Process a complete RAG query through the pipeline
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fn analyze_query<'life0, 'life1, 'async_trait>( &'life0 self, query: &'life1 str, _context: Option<AgentContext>, ) -> Pin<Box<dyn Future<Output = Result<AnalyzedQuery, RAGError>> + Send + 'async_trait>>
where Self: 'async_trait, 'life0: 'async_trait, 'life1: 'async_trait,

Analyze and expand the input query
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fn retrieve_documents<'life0, 'life1, 'async_trait>( &'life0 self, query: &'life1 AnalyzedQuery, ) -> Pin<Box<dyn Future<Output = Result<Vec<Document>, RAGError>> + Send + 'async_trait>>
where Self: 'async_trait, 'life0: 'async_trait, 'life1: 'async_trait,

Retrieve relevant documents from the knowledge base
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fn rank_documents<'life0, 'life1, 'async_trait>( &'life0 self, documents: Vec<Document>, query: &'life1 AnalyzedQuery, ) -> Pin<Box<dyn Future<Output = Result<Vec<RankedDocument>, RAGError>> + Send + 'async_trait>>
where Self: 'async_trait, 'life0: 'async_trait, 'life1: 'async_trait,

Rank documents by relevance and other factors
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fn augment_context<'life0, 'life1, 'async_trait>( &'life0 self, query: &'life1 AnalyzedQuery, documents: Vec<RankedDocument>, ) -> Pin<Box<dyn Future<Output = Result<AugmentedContext, RAGError>> + Send + 'async_trait>>
where Self: 'async_trait, 'life0: 'async_trait, 'life1: 'async_trait,

Augment context with retrieved information
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fn validate_response<'life0, 'life1, 'async_trait>( &'life0 self, _response: &'life1 GeneratedResponse, _agent_id: AgentId, ) -> Pin<Box<dyn Future<Output = Result<ValidationResult, RAGError>> + Send + 'async_trait>>
where Self: 'async_trait, 'life0: 'async_trait, 'life1: 'async_trait,

Validate response for policy compliance
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fn ingest_documents<'life0, 'async_trait>( &'life0 self, _documents: Vec<DocumentInput>, ) -> Pin<Box<dyn Future<Output = Result<Vec<DocumentId>, RAGError>> + Send + 'async_trait>>
where Self: 'async_trait, 'life0: 'async_trait,

Add documents to the knowledge base
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fn update_document<'life0, 'async_trait>( &'life0 self, _document_id: DocumentId, _document: DocumentInput, ) -> Pin<Box<dyn Future<Output = Result<(), RAGError>> + Send + 'async_trait>>
where Self: 'async_trait, 'life0: 'async_trait,

Update document in knowledge base
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fn delete_document<'life0, 'async_trait>( &'life0 self, _document_id: DocumentId, ) -> Pin<Box<dyn Future<Output = Result<(), RAGError>> + Send + 'async_trait>>
where Self: 'async_trait, 'life0: 'async_trait,

Delete document from knowledge base
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fn get_stats<'life0, 'async_trait>( &'life0 self, ) -> Pin<Box<dyn Future<Output = Result<RAGStats, RAGError>> + Send + 'async_trait>>
where Self: 'async_trait, 'life0: 'async_trait,

Get RAG engine statistics

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