diff --git a/backend/app/agents/devrel/agent.py b/backend/app/agents/devrel/agent.py index d13a521e..c94fe211 100644 --- a/backend/app/agents/devrel/agent.py +++ b/backend/app/agents/devrel/agent.py @@ -3,6 +3,7 @@ from functools import partial from langgraph.graph import StateGraph, END from langchain_google_genai import ChatGoogleGenerativeAI +from langgraph.checkpoint.memory import InMemorySaver from ..shared.base_agent import BaseAgent, AgentState from ..shared.classification_router import MessageCategory from .tools.search_tool import TavilySearchTool @@ -14,6 +15,7 @@ from .nodes.handle_technical_support_node import handle_technical_support_node from .nodes.handle_onboarding_node import handle_onboarding_node from .nodes.generate_response_node import generate_response_node +from .nodes.summarization_node import check_summarization_needed, summarize_conversation_node, store_summary_to_database logger = logging.getLogger(__name__) @@ -29,6 +31,7 @@ def __init__(self, config: Dict[str, Any] = None): ) self.search_tool = TavilySearchTool() self.faq_tool = FAQTool() + self.checkpointer = InMemorySaver() super().__init__("DevRelAgent", self.config) def _build_graph(self): @@ -43,6 +46,8 @@ def _build_graph(self): workflow.add_node("handle_technical_support", handle_technical_support_node) workflow.add_node("handle_onboarding", handle_onboarding_node) workflow.add_node("generate_response", partial(generate_response_node, llm=self.llm)) + workflow.add_node("check_summarization", check_summarization_needed) + workflow.add_node("summarize_conversation", partial(summarize_conversation_node, llm=self.llm)) # Add edges workflow.add_conditional_edges( @@ -65,12 +70,26 @@ def _build_graph(self): for node in ["handle_faq", "handle_web_search", "handle_technical_support", "handle_onboarding"]: workflow.add_edge(node, "generate_response") - workflow.add_edge("generate_response", END) + workflow.add_edge("generate_response", "check_summarization") + + # Conditional edge for summarization + workflow.add_conditional_edges( + "check_summarization", + self._should_summarize, + { + "summarize": "summarize_conversation", + "end": END + } + ) + + # End after summarization + workflow.add_edge("summarize_conversation", END) # Set entry point workflow.set_entry_point("gather_context") - self.graph = workflow.compile() + # Compile with InMemorySaver checkpointer + self.graph = workflow.compile(checkpointer=self.checkpointer) def _route_to_handler(self, state: AgentState) -> str: """Route to the appropriate handler based on intent""" @@ -98,3 +117,54 @@ def _route_to_handler(self, state: AgentState) -> str: # Later to be changed to handle anomalies logger.info(f"Unknown intent '{intent}', routing to technical support") return MessageCategory.TECHNICAL_SUPPORT + + def _should_summarize(self, state: AgentState) -> str: + """Determine if conversation should be summarized""" + if state.summarization_needed: + logger.info(f"Summarization needed for session {state.session_id}") + return "summarize" + return "end" + + async def get_thread_state(self, thread_id: str) -> Dict[str, Any]: + """Get the current state of a thread""" + try: + config = {"configurable": {"thread_id": thread_id}} + state = self.graph.get_state(config) + return state.values if state else {} + except Exception as e: + logger.error(f"Error getting thread state: {str(e)}") + return {} + + async def clear_thread_memory(self, thread_id: str, force_clear: bool = False) -> bool: + """Clear memory for a specific thread using memory_timeout_reached flag""" + try: + config = {"configurable": {"thread_id": thread_id}} + state = self.graph.get_state(config) + + if state and state.values: + agent_state = AgentState(**state.values) + + # Check the memory_timeout_reached flag + if agent_state.memory_timeout_reached or force_clear: + if agent_state.memory_timeout_reached: + logger.info(f"Thread {thread_id} timeout flag set, storing final summary and clearing memory") + else: + logger.info(f"Force clearing memory for thread {thread_id}") + + # Store final summary to database before clearing + await store_summary_to_database(agent_state) + + # Delete the thread from InMemorySaver + self.checkpointer.delete_thread(thread_id) + logger.info(f"Successfully cleared memory for thread {thread_id}") + return True + else: + logger.info(f"Thread {thread_id} has not timed out, memory preserved") + return False + else: + logger.info(f"No state found for thread {thread_id}, nothing to clear") + return True + + except Exception as e: + logger.error(f"Error clearing thread memory: {str(e)}") + return False diff --git a/backend/app/agents/devrel/nodes/community.py b/backend/app/agents/devrel/nodes/community.py deleted file mode 100644 index e69de29b..00000000 diff --git a/backend/app/agents/devrel/nodes/gather_context_node.py b/backend/app/agents/devrel/nodes/gather_context_node.py index c54e731e..f7fbc8e3 100644 --- a/backend/app/agents/devrel/nodes/gather_context_node.py +++ b/backend/app/agents/devrel/nodes/gather_context_node.py @@ -1,4 +1,5 @@ import logging +from datetime import datetime from app.agents.shared.state import AgentState from app.agents.shared.classification_router import MessageCategory @@ -11,12 +12,25 @@ async def gather_context_node(state: AgentState) -> AgentState: # TODO: Add context gathering from databases # Currently, context is simple # In production, query databases for user history, etc. + + original_message = state.context.get("original_message", "") + + new_message = { + "role": "user", + "content": original_message, + "timestamp": datetime.now().isoformat() + } + context_data = { "user_profile": {"user_id": state.user_id, "platform": state.platform}, - "conversation_context": len(state.messages), + "conversation_context": len(state.messages) + 1, # +1 for the new message "session_info": {"session_id": state.session_id} } - state.context.update(context_data) - state.current_task = "context_gathered" - return state + updated_context = {**state.context, **context_data} + + return { + "messages": [new_message], + "context": updated_context, + "current_task": "context_gathered" + } diff --git a/backend/app/agents/devrel/nodes/generate_response_node.py b/backend/app/agents/devrel/nodes/generate_response_node.py index 7a974f63..503ebb95 100644 --- a/backend/app/agents/devrel/nodes/generate_response_node.py +++ b/backend/app/agents/devrel/nodes/generate_response_node.py @@ -34,22 +34,46 @@ async def _create_llm_response(state: AgentState, task_result: Dict[str, Any], l elif state.context.get("original_message"): latest_message = state.context["original_message"] + conversation_summary = state.conversation_summary or "This is the beginning of our conversation." + + recent_messages_count = min(10, len(state.messages)) conversation_history_str = "\n".join([ - f"{msg.get('type', 'unknown')}: {msg.get('content', '')}" - for msg in state.conversation_history[-5:] + f"{msg.get('role', 'user')}: {msg.get('content', '')}" + for msg in state.messages[-recent_messages_count:] ]) - current_context_str = str(state.context) - task_type_str = str(task_result.get("type", "N/A")) - task_details_str = str(task_result) + + total_messages = len(state.messages) + if total_messages > recent_messages_count: + conversation_history_str = f"[Showing last {recent_messages_count} of {total_messages} messages]\n" + \ + conversation_history_str + + context_parts = [ + f"Platform: {state.platform}", + f"Total interactions: {state.interaction_count}", + f"Session duration: {(state.last_interaction_time - state.session_start_time).total_seconds() / 60:.1f} minutes" + ] + + if state.key_topics: + context_parts.append(f"Key topics discussed: {', '.join(state.key_topics)}") + + if state.user_profile: + context_parts.append(f"User profile: {state.user_profile}") + + current_context_str = "\n".join(context_parts) try: prompt = GENERAL_LLM_RESPONSE_PROMPT.format( + conversation_summary=conversation_summary, latest_message=latest_message, conversation_history=conversation_history_str, current_context=current_context_str, - task_type=task_type_str, - task_details=task_details_str + task_type=task_result.get("type", "general"), + task_details=str(task_result) ) + + logger.info(f"Prompt includes summary: {len(conversation_summary)} chars, " + f"recent history: {recent_messages_count} messages, " + f"total history: {total_messages} messages") except KeyError as e: logger.error(f"Missing key in GENERAL_LLM_RESPONSE_PROMPT: {e}") return "Error: Response template formatting error." @@ -57,20 +81,19 @@ async def _create_llm_response(state: AgentState, task_result: Dict[str, Any], l response = await llm.ainvoke([HumanMessage(content=prompt)]) return response.content.strip() -async def generate_response_node(state: AgentState, llm) -> AgentState: +async def generate_response_node(state: AgentState, llm) -> dict: """Generate final response to user""" logger.info(f"Generating response for session {state.session_id}") task_result = state.task_result or {} if task_result.get("type") == "faq": - state.final_response = task_result.get("response", "I don't have a specific answer for that question.") + final_response = task_result.get("response", "I don't have a specific answer for that question.") elif task_result.get("type") == "web_search": - response = await _create_search_response(task_result) - state.final_response = response + final_response = await _create_search_response(task_result) else: - # Pass the llm instance to _create_llm_response - response = await _create_llm_response(state, task_result, llm) - state.final_response = response + final_response = await _create_llm_response(state, task_result, llm) - state.current_task = "response_generated" - return state + return { + "final_response": final_response, + "current_task": "response_generated" + } diff --git a/backend/app/agents/devrel/nodes/handle_faq_node.py b/backend/app/agents/devrel/nodes/handle_faq_node.py index 0e50c3b4..e6b2aaec 100644 --- a/backend/app/agents/devrel/nodes/handle_faq_node.py +++ b/backend/app/agents/devrel/nodes/handle_faq_node.py @@ -3,7 +3,7 @@ logger = logging.getLogger(__name__) -async def handle_faq_node(state: AgentState, faq_tool) -> AgentState: +async def handle_faq_node(state: AgentState, faq_tool) -> dict: """Handle FAQ requests""" logger.info(f"Handling FAQ for session {state.session_id}") @@ -16,11 +16,11 @@ async def handle_faq_node(state: AgentState, faq_tool) -> AgentState: # faq_tool will be passed from the agent, similar to llm for classify_intent faq_response = await faq_tool.get_response(latest_message) - state.task_result = { - "type": "faq", - "response": faq_response, - "source": "faq_database" + return { + "task_result": { + "type": "faq", + "response": faq_response, + "source": "faq_database" + }, + "current_task": "faq_handled" } - - state.current_task = "faq_handled" - return state diff --git a/backend/app/agents/devrel/nodes/handle_onboarding_node.py b/backend/app/agents/devrel/nodes/handle_onboarding_node.py index cfe9d309..3f63d65b 100644 --- a/backend/app/agents/devrel/nodes/handle_onboarding_node.py +++ b/backend/app/agents/devrel/nodes/handle_onboarding_node.py @@ -7,11 +7,11 @@ async def handle_onboarding_node(state: AgentState) -> AgentState: """Handle onboarding requests""" logger.info(f"Handling onboarding for session {state.session_id}") - state.task_result = { - "type": "onboarding", - "action": "welcome_and_guide", - "next_steps": ["setup_environment", "first_contribution", "join_community"] + return { + "task_result": { + "type": "onboarding", + "action": "welcome_and_guide", + "next_steps": ["setup_environment", "first_contribution", "join_community"] + }, + "current_task": "onboarding_handled" } - - state.current_task = "onboarding_handled" - return state diff --git a/backend/app/agents/devrel/nodes/handle_technical_support_node.py b/backend/app/agents/devrel/nodes/handle_technical_support_node.py index 7a5ef435..edb672c8 100644 --- a/backend/app/agents/devrel/nodes/handle_technical_support_node.py +++ b/backend/app/agents/devrel/nodes/handle_technical_support_node.py @@ -7,11 +7,11 @@ async def handle_technical_support_node(state: AgentState) -> AgentState: """Handle technical support requests""" logger.info(f"Handling technical support for session {state.session_id}") - state.task_result = { - "type": "technical_support", - "action": "provide_guidance", - "requires_human_review": False + return { + "task_result": { + "type": "technical_support", + "action": "provide_guidance", + "requires_human_review": False + }, + "current_task": "technical_support_handled" } - - state.current_task = "technical_support_handled" - return state diff --git a/backend/app/agents/devrel/nodes/handle_web_search_node.py b/backend/app/agents/devrel/nodes/handle_web_search_node.py index 4bbf3c51..8fbd8c1f 100644 --- a/backend/app/agents/devrel/nodes/handle_web_search_node.py +++ b/backend/app/agents/devrel/nodes/handle_web_search_node.py @@ -18,7 +18,7 @@ async def _extract_search_query(message: str, llm) -> str: logger.info(f"Extracted search query: {search_query}") return search_query -async def handle_web_search_node(state: AgentState, search_tool, llm) -> AgentState: +async def handle_web_search_node(state: AgentState, search_tool, llm) -> dict: """Handle web search requests""" logger.info(f"Handling web search for session {state.session_id}") @@ -31,12 +31,13 @@ async def handle_web_search_node(state: AgentState, search_tool, llm) -> AgentSt search_query = await _extract_search_query(latest_message, llm) search_results = await search_tool.search(search_query) - state.task_result = { - "type": "web_search", - "query": search_query, - "results": search_results, - "source": "tavily_search" + return { + "task_result": { + "type": "web_search", + "query": search_query, + "results": search_results, + "source": "tavily_search" + }, + "tools_used": ["tavily_search"], + "current_task": "web_search_handled" } - state.tools_used.append("tavily_search") - state.current_task = "web_search_handled" - return state diff --git a/backend/app/agents/devrel/nodes/onboarding.py b/backend/app/agents/devrel/nodes/onboarding.py deleted file mode 100644 index e69de29b..00000000 diff --git a/backend/app/agents/devrel/nodes/summarization_node.py b/backend/app/agents/devrel/nodes/summarization_node.py new file mode 100644 index 00000000..0219fc50 --- /dev/null +++ b/backend/app/agents/devrel/nodes/summarization_node.py @@ -0,0 +1,136 @@ +import logging +from datetime import datetime, timedelta +from typing import Dict, Any +from app.agents.shared.state import AgentState +from langchain_core.messages import HumanMessage +from app.agents.devrel.prompts.summarization_prompt import CONVERSATION_SUMMARY_PROMPT + +logger = logging.getLogger(__name__) + +# Configuration constants +SUMMARIZATION_THRESHOLD = 5 +THREAD_TIMEOUT_HOURS = 1 + +async def check_summarization_needed(state: AgentState) -> Dict[str, Any]: + """Check if summarization is needed and update interaction count""" + + current_count = getattr(state, 'interaction_count', 0) + new_count = current_count + 1 + + # Check for timeout + time_since_start = (datetime.now() - state.session_start_time) + + logger.info(f"Session {state.session_id}: " + f"Messages: {len(state.messages)}, " + f"Interaction count: {current_count} → {new_count}, " + f"Threshold: {SUMMARIZATION_THRESHOLD}") + + updates = { + "interaction_count": 1, + "last_interaction_time": datetime.now() + } + + if time_since_start > timedelta(hours=THREAD_TIMEOUT_HOURS): + updates.update({ + "memory_timeout_reached": True, + "summarization_needed": True + }) + logger.info(f"Memory timeout reached for session {state.session_id}") + elif new_count >= SUMMARIZATION_THRESHOLD: + updates["summarization_needed"] = True + logger.info(f"Summarization needed: {new_count} >= {SUMMARIZATION_THRESHOLD}") + else: + updates["summarization_needed"] = False + logger.info(f"Summarization not needed: {new_count} < {SUMMARIZATION_THRESHOLD}") + + return updates + +async def summarize_conversation_node(state: AgentState, llm) -> Dict[str, Any]: + """Summarize the conversation and update the state""" + logger.info(f"Summarizing conversation for session {state.session_id}") + + try: + current_count = state.interaction_count + logger.info(f"Summarizing at interaction count: {current_count}") + + # Get the recent messages + all_messages = state.messages + + if not all_messages: + logger.warning("No messages to summarize") + return {"summarization_needed": False} + + # Prepare conversation text + conversation_text = "\n".join([ + f"{msg.get('role', 'user')}: {msg.get('content', '')}" + for msg in all_messages + ]) + + # Create prompt + existing_summary = state.conversation_summary + if not existing_summary or existing_summary == "This is the beginning of our conversation.": + existing_summary = "No previous summary - this is the start of our conversation tracking." + + user_profile_text = str(state.user_profile) if state.user_profile else "No user profile." + topics_context = f"Previous topics: {', '.join(state.key_topics)}" if state.key_topics else "No previous topics." + + prompt = CONVERSATION_SUMMARY_PROMPT.format( + existing_summary=existing_summary, + recent_conversation=conversation_text, + user_profile=user_profile_text + ) + + prompt = prompt + f"\n\nPrevious topics discussed: {topics_context}" + + logger.info(f"Generating summary with {len(all_messages)} messages, " + f"conversation text length: {len(conversation_text)}") + + # Generate summary + response = await llm.ainvoke([HumanMessage(content=prompt)]) + new_summary = response.content.strip() + + # Extract key topics from summary + new_topics = await _extract_key_topics(new_summary, llm) + + logger.info(f"Conversation summarized successfully for session {state.session_id}") + + return { + "conversation_summary": new_summary, + "interaction_count": -current_count, + "summarization_needed": False, + "key_topics": new_topics + } + + except Exception as e: + logger.error(f"Error during summarization: {str(e)}") + return { + "errors": [f"Summarization error: {str(e)}"], + "summarization_needed": False + } + +async def _extract_key_topics(summary: str, llm) -> list[str]: + """Extract key topics from the conversation summary""" + try: + topic_prompt = f"""Extract the key technical topics from this conversation summary. + Return only topic names separated by commas. + + Summary: {summary} + + Topics:""" + + response = await llm.ainvoke([HumanMessage(content=topic_prompt)]) + topics_text = response.content.strip() + + # Parse topics from response + topics = [topic.strip() for topic in topics_text.split(',') if topic.strip()] + return topics[:5] # Limiting to 5 topics + + except Exception as e: + logger.error(f"Error extracting topics: {str(e)}") + return [] + +async def store_summary_to_database(state: AgentState) -> None: + # TODO: Implement database storage to user_interactions + """Store the summary in PostgreSQL database""" + logger.info(f"[PLACEHOLDER] Storing summary for session {state.session_id}") + pass diff --git a/backend/app/agents/devrel/prompts/base_prompt.py b/backend/app/agents/devrel/prompts/base_prompt.py index fad9169d..bf3dded5 100644 --- a/backend/app/agents/devrel/prompts/base_prompt.py +++ b/backend/app/agents/devrel/prompts/base_prompt.py @@ -1,16 +1,28 @@ GENERAL_LLM_RESPONSE_PROMPT = ( "You are a helpful DevRel assistant. " "Your goal is to assist users with their technical questions, onboarding, and community engagement.\n\n" - "User's message: \"{latest_message}\"\n" - "Conversation history (last 5): \n" + + "CONVERSATION SUMMARY:\n" + "{conversation_summary}\n\n" + + "RECENT CONVERSATION:\n" "{conversation_history}\n\n" - "Current context:\n" + + "USER'S CURRENT MESSAGE:\n" + "\"{latest_message}\"\n\n" + + "CURRENT CONTEXT:\n" "{current_context}\n\n" - "Task that was just handled: {task_type}\n" - "Details of task result: \n" + + "TASK HANDLED: {task_type}\n" + "TASK DETAILS:\n" "{task_details}\n\n" - "Based on all this information, provide a helpful and concise response.\n" - "If the task was 'technical_support' and no specific solution was found, offer to escalate or suggest resources.\n" - "If the task was 'onboarding', provide welcoming and guiding information.\n" + + "Instructions:\n" + "- Use the conversation summary for long-term context\n" + "- Use recent conversation for immediate context\n" + "- Provide helpful and personalized responses\n" + "- Reference previous discussions when relevant\n\n" + "Response: " ) diff --git a/backend/app/agents/devrel/prompts/summarization_prompt.py b/backend/app/agents/devrel/prompts/summarization_prompt.py new file mode 100644 index 00000000..470e7750 --- /dev/null +++ b/backend/app/agents/devrel/prompts/summarization_prompt.py @@ -0,0 +1,18 @@ +CONVERSATION_SUMMARY_PROMPT = """You are a DevRel assistant. Create a concise summary of this conversation. + +EXISTING SUMMARY: +{existing_summary} + +RECENT CONVERSATION: +{recent_conversation} + +USER PROFILE: +{user_profile} + +Instructions: +1. Create a NEW summary combining existing and recent conversation +2. Focus on user's technical interests, problems, and experience level +3. Keep under 300 words +4. Include relevant context for future interactions + +NEW SUMMARY:""" diff --git a/backend/app/agents/shared/base_agent.py b/backend/app/agents/shared/base_agent.py index 4217dcd2..faa5b55e 100644 --- a/backend/app/agents/shared/base_agent.py +++ b/backend/app/agents/shared/base_agent.py @@ -19,11 +19,28 @@ def _build_graph(self): """Build the LangGraph workflow - to be implemented by subclasses""" pass - async def run(self, initial_state: AgentState) -> AgentState: - """Execute the agent workflow""" + async def run(self, initial_state: AgentState, thread_id: str) -> AgentState: + """Execute the agent workflow with memory persistence""" try: - logger.info("Starting %s for session %s", self.agent_name, initial_state.session_id) - result = await self.graph.ainvoke(initial_state.model_dump()) + logger.info(f"Starting {self.agent_name} for session {initial_state.session_id}") + config = {"configurable": {"thread_id": thread_id}} + existing_state = self.graph.get_state(config) + + if existing_state and existing_state.values: + existing_agent_state = AgentState(**existing_state.values) + logger.info(f"RECOVERED existing state for thread {thread_id}:") + logger.info(f" - Messages: {len(existing_agent_state.messages)}") + logger.info(f" - Summary: '{existing_agent_state.conversation_summary or 'None'}'") + logger.info(f" - Summary length: {len(existing_agent_state.conversation_summary or '')} chars") + logger.info(f" - Topics: {existing_agent_state.key_topics}") + logger.info(f" - Interaction count: {existing_agent_state.interaction_count}") + logger.info(f" - Session start: {existing_agent_state.session_start_time}") + else: + logger.info(f"No existing state found for thread {thread_id} - starting fresh") + + logger.info(f"Running {self.agent_name} with memory for thread {thread_id}") + + result = await self.graph.ainvoke(initial_state.model_dump(), config) return AgentState(**result) except AttributeError as e: logger.error("Graph not properly initialized for %s: %s", self.agent_name, str(e)) @@ -36,13 +53,26 @@ async def run(self, initial_state: AgentState) -> AgentState: state_dict['errors'].append(str(e)) return AgentState(**state_dict) - async def stream_run(self, initial_state: AgentState) -> AsyncGenerator[Dict[str, Any], None]: + async def stream_run(self, initial_state: AgentState, thread_id: str) -> AsyncGenerator[Dict[str, Any], None]: """Stream the agent execution for real-time updates""" try: if not self.graph: raise AttributeError("Graph not properly initialized") - async for step in self.graph.astream(initial_state.model_dump()): + config = {"configurable": {"thread_id": thread_id}} + logger.info(f"Streaming with memory for thread {thread_id}") + existing_state = self.graph.get_state(config) + if existing_state and existing_state.values: + existing_agent_state = AgentState(**existing_state.values) + logger.info(f"Streaming with existing state: {len(existing_agent_state.messages)} messages, " + f"interaction count: {existing_agent_state.interaction_count}") + + step_count = 0 + async for step in self.graph.astream(initial_state.model_dump(), config): + step_count += 1 + logger.debug(f"Stream step {step_count}: {list(step.keys())}") yield step + + logger.info(f"Streaming completed after {step_count} steps") except Exception as e: logger.error("Error in %s stream: %s", self.agent_name, str(e)) yield {"error": str(e)} diff --git a/backend/app/agents/shared/state.py b/backend/app/agents/shared/state.py index e3ae055f..8651ca4c 100644 --- a/backend/app/agents/shared/state.py +++ b/backend/app/agents/shared/state.py @@ -1,5 +1,19 @@ -from typing import Dict, Any, List, Optional +from typing import Dict, Any, List, Optional, Annotated from pydantic import BaseModel, Field +from datetime import datetime +from operator import add + +def replace_summary(existing: Optional[str], new: Optional[str]) -> Optional[str]: + """Replace summary""" + if new is not None: + return new + return existing + +def replace_topics(existing: List[str], new: List[str]) -> List[str]: + """Replace topics""" + if new: + return new + return existing class AgentState(BaseModel): """Base state for all LangGraph agents""" @@ -9,10 +23,27 @@ class AgentState(BaseModel): platform: str # discord, slack, github # Conversation context - messages: List[Dict[str, Any]] = Field(default_factory=list) - conversation_history: List[Dict[str, Any]] = Field(default_factory=list) + messages: Annotated[List[Dict[str, Any]], add] = Field(default_factory=list) context: Dict[str, Any] = Field(default_factory=dict) + # TODO: PERSISTENT MEMORY DATA (survives across sessions via summarization) + user_profile: Dict[str, Any] = Field(default_factory=dict) + + # LLM-generated summary of PAST conversations + conversation_summary: Annotated[Optional[str], replace_summary] = None + + # Key topics discussed with the user + key_topics: Annotated[List[str], replace_topics] = Field(default_factory=list) + + # SESSION MANAGEMENT + session_start_time: datetime = Field(default_factory=datetime.now) + last_interaction_time: datetime = Field(default_factory=datetime.now) + interaction_count: Annotated[int, add] = Field(default=0) + summarization_needed: bool = False + + # Memory management flag (for thread timeout) + memory_timeout_reached: bool = False + # Processing state current_task: Optional[str] = None task_result: Optional[Dict[str, Any]] = None diff --git a/backend/app/core/orchestration/agent_coordinator.py b/backend/app/core/orchestration/agent_coordinator.py index 4dbd2b10..3ff3c1f4 100644 --- a/backend/app/core/orchestration/agent_coordinator.py +++ b/backend/app/core/orchestration/agent_coordinator.py @@ -1,11 +1,13 @@ import logging import uuid from typing import Dict, Any +from datetime import datetime from app.agents.devrel.agent import DevRelAgent # TODO: Implement GitHub agent # from app.agents.github.agent import GitHubAgent from app.agents.shared.state import AgentState from app.core.orchestration.queue_manager import AsyncQueueManager +from app.agents.devrel.nodes.summarization_node import store_summary_to_database from langsmith import traceable logger = logging.getLogger(__name__) @@ -25,6 +27,7 @@ def __init__(self, queue_manager: AsyncQueueManager): def _register_handlers(self): """Register message handlers""" self.queue_manager.register_handler("devrel_request", self._handle_devrel_request) + self.queue_manager.register_handler("clear_thread_memory", self._handle_clear_memory_request) # TODO: Register GitHub agent handler after implementation # self.queue_manager.register_handler("github_request", self._handle_github_request) @@ -32,7 +35,8 @@ def _register_handlers(self): async def _handle_devrel_request(self, message_data: Dict[str, Any]): """Handle DevRel agent requests""" try: - # Create agent state + # Extract memory thread ID (user_id for Discord) + memory_thread_id = message_data.get("memory_thread_id") or message_data.get("user_id", "") session_id = str(uuid.uuid4()) initial_state = AgentState( @@ -49,8 +53,12 @@ async def _handle_devrel_request(self, message_data: Dict[str, Any]): ) # Run agent - logger.info(f"Running DevRel agent for session {session_id}") - result_state = await self.devrel_agent.run(initial_state) + logger.info(f"Running DevRel agent for session {session_id} with memory thread {memory_thread_id}") + result_state = await self.devrel_agent.run(initial_state, memory_thread_id) + + # Check if thread timeout was reached during processing + if result_state.memory_timeout_reached: + await self._handle_memory_timeout(memory_thread_id, result_state) # Send response back to platform if result_state.final_response: @@ -60,31 +68,55 @@ async def _handle_devrel_request(self, message_data: Dict[str, Any]): logger.error(f"Error handling DevRel request: {str(e)}") await self._send_error_response(message_data, "I'm having trouble processing your request. Please try again.") - # TODO: Implement GitHub agent - # async def _handle_github_request(self, message_data: Dict[str, Any]): - # """Handle GitHub agent requests""" - # try: - # # Implementation for GitHub agent - # session_id = str(uuid.uuid4()) - - # initial_state = AgentState( - # session_id=session_id, - # user_id=message_data.get("user_id", ""), - # platform="github", - # context={ - # "github_event": message_data.get("github_event", {}), - # "event_type": message_data.get("event_type", "") - # } - # ) - - # # Run GitHub agent - # logger.info(f"Running GitHub agent for session {session_id}") - # result_state = await self.github_agent.run(initial_state) - - # logger.info(f"GitHub agent completed for session {session_id}") - - # except Exception as e: - # logger.error(f"Error handling GitHub request: {str(e)}") + async def _handle_clear_memory_request(self, message_data: Dict[str, Any]): + """Handle requests to clear thread memory""" + try: + memory_thread_id = message_data.get("memory_thread_id") + user_id = message_data.get("user_id") + cleanup_reason = message_data.get("cleanup_reason", "manual") + + if not memory_thread_id: + logger.warning("No memory_thread_id provided for memory clear request") + return + + logger.info(f"Clearing memory for thread {memory_thread_id}, reason: {cleanup_reason}") + + # Get current state before clearing + current_state_data = await self.devrel_agent.get_thread_state(memory_thread_id) + + if current_state_data: + current_state = AgentState(**current_state_data) + + # Store to database before clearing + await store_summary_to_database(current_state) + logger.info(f"Stored final summary to database for user {user_id}") + + # Clear from InMemorySaver + success = await self.devrel_agent.clear_thread_memory(memory_thread_id, force_clear=True) + + if success: + logger.info(f"Successfully cleared memory for thread {memory_thread_id}") + else: + logger.error(f"Failed to clear memory for thread {memory_thread_id}") + + except Exception as e: + logger.error(f"Error clearing memory: {str(e)}") + + async def _handle_memory_timeout(self, memory_thread_id: str, state: AgentState): + """Handle memory timeout - store to database and clear from InMemorySaver""" + try: + logger.info(f"Handling memory timeout for thread {memory_thread_id}") + + # Store final summary to database + await store_summary_to_database(state) + + # Clear from InMemorySaver + await self.devrel_agent.clear_thread_memory(memory_thread_id, force_clear=True) + + logger.info(f"Memory timeout handled successfully for thread {memory_thread_id}") + + except Exception as e: + logger.error(f"Error handling memory timeout: {str(e)}") async def _send_response_to_platform(self, original_message: Dict[str, Any], response: str): """Send agent response back to the originating platform""" @@ -92,7 +124,6 @@ async def _send_response_to_platform(self, original_message: Dict[str, Any], res platform = original_message.get("platform", "discord") if platform == "discord": - # Send response back to Discord queue for bot to handle response_message = { "type": "discord_response", "thread_id": original_message.get("thread_id"), @@ -109,3 +140,6 @@ async def _send_response_to_platform(self, original_message: Dict[str, Any], res async def _send_error_response(self, original_message: Dict[str, Any], error_message: str): """Send error response to platform""" await self._send_response_to_platform(original_message, error_message) + + # TODO: Implement GitHub agent + # async def _handle_github_request(self, message_data: Dict[str, Any]): diff --git a/backend/bots/discord/discord_bot.py b/backend/bots/discord/discord_bot.py index ccb671a7..618ee100 100644 --- a/backend/bots/discord/discord_bot.py +++ b/backend/bots/discord/discord_bot.py @@ -84,6 +84,7 @@ async def _handle_devrel_message(self, message, classification: Dict[str, Any]): "user_id": user_id, "channel_id": str(message.channel.id), "thread_id": thread_id, + "memory_thread_id": user_id, "content": message.content, "classification": classification, "platform": "discord", @@ -186,14 +187,23 @@ async def _handle_agent_response(self, response_data: Dict[str, Any]): @commands.command(name="reset") async def reset_thread(self, ctx): - """Reset user's DevRel thread""" + """Reset user's DevRel thread and memory""" user_id = str(ctx.author.id) + # Send clear memory request to agent coordinator + cleanup_message = { + "type": "clear_thread_memory", + "memory_thread_id": user_id, + "user_id": user_id, + "cleanup_reason": "manual_reset" + } + await self.queue_manager.enqueue(cleanup_message, QueuePriority.HIGH) + + # Clean up Discord thread tracking if user_id in self.active_threads: del self.active_threads[user_id] - await ctx.send("Your DevRel thread has been reset. Next message will create a new thread.") - else: - await ctx.send("No active thread found to reset.") + + await ctx.send("Your DevRel thread and memory have been reset. Next message will create a new thread.") @commands.command(name="help_devrel") async def help_devrel(self, ctx): @@ -229,7 +239,7 @@ async def help_devrel(self, ctx): embed.add_field( name="Commands:", value=""" - • `!reset` - Reset your chat thread + • `!reset` - Reset your chat thread and memory • `!help_devrel` - Show this help message """, inline=False diff --git a/poetry.lock b/poetry.lock index fa478f7b..4e658b08 100644 --- a/poetry.lock +++ b/poetry.lock @@ -14,98 +14,98 @@ files = [ [[package]] name = "aiohttp" -version = "3.12.10" +version = "3.12.12" description = "Async http client/server framework (asyncio)" optional = false python-versions = ">=3.9" groups = ["main"] files = [ - {file = "aiohttp-3.12.10-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:8e702963f298fa471c046b38ea50992328afa1120f1c714be38e5a0e0eaa50b7"}, - {file = "aiohttp-3.12.10-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:6c1fcfcc77fc9a4a9abcb4f01fe658d02e15b0446cef81010ba6945cbcb743f4"}, - 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