Merge 9dffc288ac into a438acdbbd

tradingagents/agents/utils/memory.py

@@ -1,22 +1,43 @@
 import chromadb
 from chromadb.config import Settings
 from openai import OpenAI
+import uuid
+import time
 
 
 class FinancialSituationMemory:
-    def __init__(self, name, config):
+    def __init__(self, name, config, session_id=None):
         if config["backend_url"] == "http://localhost:11434/v1":
             self.embedding = "nomic-embed-text"
         else:
             self.embedding = "text-embedding-3-small"
-        self.client = OpenAI(base_url=config["backend_url"])
+        self.openai_client = OpenAI(base_url=config["backend_url"])
-        self.chroma_client = chromadb.Client(Settings(allow_reset=True))
+        
-        self.situation_collection = self.chroma_client.create_collection(name=name)
+        # Generate session ID if not provided 
+        if session_id is None:
+            session_id = str(uuid.uuid4())
+        self.session_id = session_id
+        self.collection_name = f"{name}_{session_id}"
+        
+        # Initialize ChromaDB client
+        chroma_path = config.get("chroma_db_path", "./chroma_db")
+        settings = Settings(allow_reset=True)
+        self.chroma_client = chromadb.PersistentClient(path=chroma_path, settings=settings)
+        
+        # Get or create collection to avoid conflicts
+        self.situation_collection = self._get_or_create_collection()
+
+    def _get_or_create_collection(self):
+        """Get existing collection or create new one to avoid conflicts"""
+        try:
+            return self.chroma_client.get_collection(name=self.collection_name)
+        except Exception:
+            return self.chroma_client.create_collection(name=self.collection_name)
 
     def get_embedding(self, text):
         """Get OpenAI embedding for a text"""
         
-        response = self.client.embeddings.create(
+        response = self.openai_client.embeddings.create(
             model=self.embedding, input=text
         )
         return response.data[0].embedding
@@ -66,6 +87,16 @@ class FinancialSituationMemory:
 
         return matched_results
 
+    def cleanup(self):
+        """
+        Clean up the collection (optional - for resource management).
+        This method can be called to remove the collection when no longer needed.
+        """
+        try:
+            self.chroma_client.delete_collection(self.collection_name)
+        except Exception:
+            pass
+
 
 if __name__ == "__main__":
     # Example usage

tradingagents/graph/trading_graph.py

@@ -3,6 +3,7 @@
 import os
 from pathlib import Path
 import json
+import uuid
 from datetime import date
 from typing import Dict, Any, Tuple, List, Optional
 
@@ -37,6 +38,7 @@ class TradingAgentsGraph:
         selected_analysts=["market", "social", "news", "fundamentals"],
         debug=False,
         config: Dict[str, Any] = None,
+        session_id: Optional[str] = None,
     ):
         """Initialize the trading agents graph and components.
 
@@ -44,9 +46,13 @@ class TradingAgentsGraph:
             selected_analysts: List of analyst types to include
             debug: Whether to run in debug mode
             config: Configuration dictionary. If None, uses default config
+            session_id: Optional unique session ID. If None, generates a new one
         """
         self.debug = debug
         self.config = config or DEFAULT_CONFIG
+        
+        # Generate unique session ID
+        self.session_id = session_id or str(uuid.uuid4())
 
         # Update the interface's config
         set_config(self.config)
@@ -72,12 +78,12 @@ class TradingAgentsGraph:
         
         self.toolkit = Toolkit(config=self.config)
 
-        # Initialize memories
+        # Initialize memories with coordinated session ID
-        self.bull_memory = FinancialSituationMemory("bull_memory", self.config)
+        self.bull_memory = FinancialSituationMemory("bull_memory", self.config, self.session_id)
-        self.bear_memory = FinancialSituationMemory("bear_memory", self.config)
+        self.bear_memory = FinancialSituationMemory("bear_memory", self.config, self.session_id)
-        self.trader_memory = FinancialSituationMemory("trader_memory", self.config)
+        self.trader_memory = FinancialSituationMemory("trader_memory", self.config, self.session_id)
-        self.invest_judge_memory = FinancialSituationMemory("invest_judge_memory", self.config)
+        self.invest_judge_memory = FinancialSituationMemory("invest_judge_memory", self.config, self.session_id)
-        self.risk_manager_memory = FinancialSituationMemory("risk_manager_memory", self.config)
+        self.risk_manager_memory = FinancialSituationMemory("risk_manager_memory", self.config, self.session_id)
 
         # Create tool nodes
         self.tool_nodes = self._create_tool_nodes()
@@ -192,6 +198,7 @@ class TradingAgentsGraph:
     def _log_state(self, trade_date, final_state):
         """Log the final state to a JSON file."""
         self.log_states_dict[str(trade_date)] = {
+            "session_id": self.session_id,
             "company_of_interest": final_state["company_of_interest"],
             "trade_date": final_state["trade_date"],
             "market_report": final_state["market_report"],