diff --git a/api/src/harvester.py b/api/src/harvester.py new file mode 100644 index 0000000..7be78bc --- /dev/null +++ b/api/src/harvester.py @@ -0,0 +1,203 @@ +import asyncio +import os +import uuid +from typing import List + +from dotenv import load_dotenv +from langchain_core.output_parsers import NumberedListOutputParser +from langchain_core.prompts import ( + ChatPromptTemplate, + SystemMessagePromptTemplate, + load_prompt, +) +from langchain_openai import ChatOpenAI +from realtime.connection import Socket +from sqlalchemy import select +from sqlalchemy.orm import selectinload + +from . import crud, models, schemas +from .db import SessionLocal + +load_dotenv() + +SUPABASE_ID = os.getenv("SUPABASE_ID") +SUPABASE_API_KEY = os.getenv("SUPABASE_API_KEY") + +llm = ChatOpenAI(model_name="gpt-4") +output_parser = NumberedListOutputParser() + +SYSTEM_DERIVE_FACTS = load_prompt( + os.path.join(os.path.dirname(__file__), "prompts/derive_facts.yaml") +) +SYSTEM_CHECK_DUPS = load_prompt( + os.path.join(os.path.dirname(__file__), "prompts/check_dup_facts.yaml") +) + +system_check_dups: SystemMessagePromptTemplate = SystemMessagePromptTemplate( + prompt=SYSTEM_CHECK_DUPS +) + +system_derive_facts: SystemMessagePromptTemplate = SystemMessagePromptTemplate( + prompt=SYSTEM_DERIVE_FACTS +) + + +async def callback(payload): + # print(payload["record"]["is_user"]) + # print(type(payload["record"]["is_user"])) + if payload["record"]["is_user"]: # Check if the message is from a user + session_id = payload["record"]["session_id"] + message_id = payload["record"]["id"] + content = payload["record"]["content"] + + # Example of querying for a user_id based on session_id, adjust according to your schema + session: models.Session + user_id: uuid.UUID + app_id: uuid.UUID + async with SessionLocal() as db: + stmt = ( + select(models.Session) + .join(models.Session.messages) + .where(models.Message.id == message_id) + .where(models.Session.id == session_id) + .options(selectinload(models.Session.user)) + ) + result = await db.execute(stmt) + session = result.scalars().one() + user = session.user + user_id = user.id + app_id = user.app_id + collection: models.Collection + async with SessionLocal() as db: + collection = await crud.get_collection_by_name( + db, app_id, user_id, "honcho" + ) + if collection is None: + collection_create = schemas.CollectionCreate(name="honcho", metadata={}) + collection = await crud.create_collection( + db, + collection=collection_create, + app_id=app_id, + user_id=user_id, + ) + collection_id = collection.id + await process_user_message( + content, app_id, user_id, session_id, collection_id, message_id + ) + return + + +async def process_user_message( + content: str, + app_id: uuid.UUID, + user_id: uuid.UUID, + session_id: uuid.UUID, + collection_id: uuid.UUID, + message_id: uuid.UUID, +): + # TODO get messages for the session + async with SessionLocal() as db: + messages_stmt = await crud.get_messages( + db=db, app_id=app_id, user_id=user_id, session_id=session_id, reverse=True + ) + messages_stmt = messages_stmt.limit(10) + response = await db.execute(messages_stmt) + messages = response.scalars().all() + messages = messages[::-1] + contents = [m.content for m in messages] + # print(contents) + + facts = await derive_facts(messages, content) + print("===================") + print(f"DERIVED FACTS: {facts}") + print("===================") + new_facts = await check_dups(app_id, user_id, collection_id, facts) + + print("===================") + print(f"CHECKED FOR DUPLICATES: {new_facts}") + print("===================") + + for fact in new_facts: + create_document = schemas.DocumentCreate(content=fact) + async with SessionLocal() as db: + doc = await crud.create_document( + db, + document=create_document, + app_id=app_id, + user_id=user_id, + collection_id=collection_id, + ) + print(f"Returned Document: {doc}") + # doc = crud.create_document(content=fact) + # for fact in new_facts: + # session.create_metamessage( + # message=user_message, metamessage_type="fact", content=fact + # ) + # print(f"Created fact: {fact}") + + +async def derive_facts(chat_history, input: str) -> List[str]: + """Derive facts from the user input""" + + fact_derivation = ChatPromptTemplate.from_messages([system_derive_facts]) + chain = fact_derivation | llm + response = await chain.ainvoke( + { + "chat_history": [ + ( + "user: " + message.content + if message.is_user + else "ai: " + message.content + ) + for message in chat_history + ], + "user_input": input, + } + ) + facts = output_parser.parse(response.content) + + return facts + + +async def check_dups( + app_id: uuid.UUID, user_id: uuid.UUID, collection_id: uuid.UUID, facts: List[str] +): + """Check that we're not storing duplicate facts""" + + check_duplication = ChatPromptTemplate.from_messages([system_check_dups]) + query = " ".join(facts) + result = None + async with SessionLocal() as db: + result = await crud.query_documents( + db=db, + app_id=app_id, + user_id=user_id, + collection_id=collection_id, + query=query, + top_k=10, + ) + # result = collection.query(query=query, top_k=10) + existing_facts = [document.content for document in result] + print("===================") + print(f"Existing Facts {existing_facts}") + print("===================") + if len(existing_facts) == 0: + return facts + chain = check_duplication | llm + response = await chain.ainvoke({"existing_facts": existing_facts, "facts": facts}) + new_facts = output_parser.parse(response.content) + print("===================") + print(f"New Facts {facts}") + print("===================") + return new_facts + + +if __name__ == "__main__": + URL = f"wss://{SUPABASE_ID}.supabase.co/realtime/v1/websocket?apikey={SUPABASE_API_KEY}&vsn=1.0.0" + # URL = f"ws://127.0.0.1:54321/realtime/v1/websocket?apikey={SUPABASE_API_KEY}" # For local Supabase + s = Socket(URL) + s.connect() + + channel = s.set_channel("realtime:public:messages") + channel.join().on("INSERT", lambda payload: asyncio.create_task(callback(payload))) + s.listen() diff --git a/api/src/main.py b/api/src/main.py index d69d7f2..8d7f9d6 100644 --- a/api/src/main.py +++ b/api/src/main.py @@ -1,7 +1,9 @@ import json import logging import os +import uuid from contextlib import asynccontextmanager +from typing import Optional, Sequence import sentry_sdk from fastapi import ( @@ -174,6 +176,7 @@ def otel_logging_init(): SQLAlchemyInstrumentor().instrument(engine=engine.sync_engine) + # Sentry Setup SENTRY_ENABLED = os.getenv("SENTRY_ENABLED", "False").lower() == "true" diff --git a/example/discord/simple-roast-bot/main.py b/example/discord/simple-roast-bot/main.py index f6e18a0..281f07d 100644 --- a/example/discord/simple-roast-bot/main.py +++ b/example/discord/simple-roast-bot/main.py @@ -12,6 +12,7 @@ from honcho import Honcho from honcho.ext.langchain import _messages_to_langchain +>>>>>>> main load_dotenv() @@ -25,6 +26,7 @@ # honcho = Honcho(app_name=app_name, base_url="http://localhost:8000") # uncomment to use local honcho = Honcho(app_name=app_name) # uses demo server at https://demo.honcho.dev +honcho.initialize() bot = discord.Bot(intents=intents) diff --git a/example/discord/simple-roast-bot/poetry.lock b/example/discord/simple-roast-bot/poetry.lock index e659644..9661e08 100644 --- a/example/discord/simple-roast-bot/poetry.lock +++ b/example/discord/simple-roast-bot/poetry.lock @@ -1,112 +1,99 @@ -# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand. 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""" -import uuid import datetime +import uuid class Message: diff --git a/sdk/honcho/sync_client.py b/sdk/honcho/sync_client.py index f8ab7d0..205df5b 100644 --- a/sdk/honcho/sync_client.py +++ b/sdk/honcho/sync_client.py @@ -361,7 +361,9 @@ def __init__(self, app_name: str, base_url: str = "https://demo.honcho.dev"): def initialize(self): """Run initialization tasks for the Honcho client""" - res = self.client.get(f"{self.server_url}/apps/get_or_create/{self.app_name}") + res = self.client.get( + f"{self.server_url}/apps/get_or_create/{self.app_name}" + ) res.raise_for_status() data = res.json() self.app_id: uuid.UUID = data["id"] @@ -406,7 +408,9 @@ def create_user(self, name: str, metadata: Optional[dict] = None): if metadata is None: metadata = {} url = f"{self.base_url}/users" - response = self.client.post(url, json={"name": name, "metadata": metadata}) + response = self.client.post( + url, json={"name": name, "metadata": metadata} + ) response.raise_for_status() data = response.json() return User( @@ -571,9 +575,7 @@ def base_url(self): def __str__(self): """String representation of User""" - return ( - f"User(id={self.id}, app_id={self.honcho.app_id}, metadata={self.metadata})" - ) + return f"User(id={self.id}, app_id={self.honcho.app_id}, metadata={self.metadata})" def update(self, metadata: dict): """Updates a user's metadata @@ -802,7 +804,6 @@ def get_collections( GetCollectionPage: Page or results for get_collections query """ - # url = f"{self.base_url}/collections?page={page}&size={page_size}&reverse={reverse}" url = f"{self.base_url}/collections" params = { "page": page, @@ -834,7 +835,9 @@ def get_collections_generator( """ page = 1 page_size = 50 - get_collection_response = self.get_collections(filter, page, page_size, reverse) + get_collection_response = self.get_collections( + filter, page, page_size, reverse + ) while True: for collection in get_collection_response.items: yield collection @@ -1279,9 +1282,7 @@ def base_url(self): def __str__(self): """String representation of Collection""" - return ( - f"Collection(id={self.id}, name={self.name}, created_at={self.created_at})" - ) + return f"Collection(id={self.id}, name={self.name}, created_at={self.created_at})" def update(self, name: Optional[str] = None, metadata: Optional[dict] = None): """Update the name of the collection. 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