"""
Memory management for quantitative analysis tasks.
"""

from typing import Dict, Any, List
from experts.shared_memory import SharedMemory
from experts.shared import shared

class QuantAnalystMemoryManager:
    """Memory manager specialized for quantitative analysis."""
    
    def __init__(self):
        self.shared_memory = shared.memory
        
    def store_analysis(self, analysis: Dict[str, Any], metadata: Dict[str, Any]) -> None:
        """Store quantitative analysis results with metadata."""
        self.shared_memory.store(
            content=analysis,
            metadata={
                **metadata,
                "domain": "quantitative_analysis",
                "type": "analysis_result"
            }
        )
    
    def query(self, task: Dict[str, Any]) -> List[Dict[str, Any]]:
        """Query relevant analysis results from memory."""
        return self.shared_memory.query(
            query=task,
            filter={
                "domain": "quantitative_analysis",
                "type": "analysis_result"
            }
        )
    
    def add_context(self, context: Dict[str, Any], tags: List[str]) -> None:
        """Add contextual information with tags."""
        self.shared_memory.store(
            content=context,
            metadata={
                "domain": "quantitative_analysis",
                "type": "context",
                "tags": tags
            }
        )
    
    def get_similar_analyses(self, query: str, top_k: int = 5) -> List[Dict[str, Any]]:
        """Retrieve similar analysis results."""
        return self.shared_memory.get_similar(
            query=query,
            filter={"domain": "quantitative_analysis"},
            top_k=top_k
        )