diff --git a/README.md b/README.md index 0aa1a9a..bfd56d0 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,6 @@ # Honcho -![Static Badge](https://img.shields.io/badge/Version-0.0.2-blue) +![Static Badge](https://img.shields.io/badge/Version-0.0.3-blue) [![Discord](https://img.shields.io/discord/1016845111637839922?style=flat&logo=discord&logoColor=23ffffff&label=Plastic%20Labs&labelColor=235865F2)](https://discord.gg/plasticlabs) ![GitHub License](https://img.shields.io/github/license/plastic-labs/honcho) ![GitHub Repo stars](https://img.shields.io/github/stars/plastic-labs/honcho) @@ -53,14 +53,21 @@ poetry install # install dependencies connection_uri. For testing sqlite is fine. The below example uses an in-memory sqlite database. -> Honcho has been tested with Postgresql and SQLite +> Honcho has been tested with Postgresql and PGVector ```env -DATABASE_TYPE=sqlite -CONNECTION_URI=sqlite:// +DATABASE_TYPE=postgres +CONNECTION_URI=postgresql://testuser:testpwd@localhost:5432/honcho ``` -3. Run the API via uvicorn +3. launch a postgresd with pgvector enabled with docker-compose + +```bash +cd honcho/api/local +docker-compose up -d +``` + +4. Run the API via uvicorn ```bash cd honcho/api # change to the api directory @@ -88,7 +95,7 @@ The API can also be deployed on fly.io. Follow the [Fly.io Docs](https://fly.io/docs/getting-started/) to setup your environment and the `flyctl`. -Once `flyctl` is set up use the the following commands to launch the application: +Once `flyctl` is set up use the following commands to launch the application: ```bash cd honcho/api diff --git a/api/.env.template b/api/.env.template index 3e73476..04ee33b 100644 --- a/api/.env.template +++ b/api/.env.template @@ -1,2 +1,7 @@ DATABASE_TYPE=sqlite CONNECTION_URI=sqlite:// + +DATABASE_TYPE=postgres +CONNECTION_URI=postgresql://testuser:testpwd@localhost:5432/honcho + +OPENAI_API_KEY= diff --git a/api/CHANGELOG.md b/api/CHANGELOG.md index 56d7915..84cd89e 100644 --- a/api/CHANGELOG.md +++ b/api/CHANGELOG.md @@ -4,6 +4,22 @@ All notable changes to this project will be documented in this file. The format is based on [Keep a Changelog](http://keepachangelog.com/) and this project adheres to [Semantic Versioning](http://semver.org/). +## [0.0.3] — 2024-02-15 + +### Added + +* Collections table to reference a collection of embedding documents +* Documents table to hold vector embeddings for RAG workflows +* Local scripts for running a postgres database with pgvector installed +* OpenAI Dependency for embedding models +* PGvector dependency for vector db support + +### Changed + +* session_data is now metadata +* session_data is a JSON field used python `dict` for compatability + + ## [0.0.2] — 2024-02-01 ### Added diff --git a/api/local/docker-compose.yml b/api/local/docker-compose.yml new file mode 100644 index 0000000..ea0f376 --- /dev/null +++ b/api/local/docker-compose.yml @@ -0,0 +1,14 @@ +services: + db: + hostname: db + image: ankane/pgvector + ports: + - 5432:5432 + restart: always + environment: + - POSTGRES_DB=honcho + - POSTGRES_USER=testuser + - 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["slack-sdk"] +telegram = ["requests"] [[package]] name = "typing-extensions" @@ -812,4 +954,4 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p [metadata] lock-version = "2.0" python-versions = "^3.8" -content-hash = "115cde0c7dc1de7906b4f17bbdaced3f98a969c33c3b85976a1dc5b0aeece3e2" +content-hash = "49ec8fef5f21cb5bf2a8bbd007f016bd5bd88f8bdf604f3a820c59c07f984060" diff --git a/api/pyproject.toml b/api/pyproject.toml index 6777d84..2c828a9 100644 --- a/api/pyproject.toml +++ b/api/pyproject.toml @@ -1,19 +1,21 @@ [tool.poetry] name = "honcho" -version = "0.0.2" +version = "0.0.3" description = "Honcho Server" authors = ["Plastic Labs "] readme = "README.md" [tool.poetry.dependencies] python = "^3.8" -fastapi = "^0.105.0" +fastapi = "^0.109.0" uvicorn = "^0.24.0.post1" python-dotenv = "^1.0.0" sqlalchemy = "^2.0.25" psycopg2-binary = "^2.9.9" slowapi = "^0.1.8" fastapi-pagination = "^0.12.14" +pgvector = "^0.2.5" +openai = "^1.12.0" [build-system] diff --git a/api/src/crud.py b/api/src/crud.py index a130892..e18c0ff 100644 --- a/api/src/crud.py +++ b/api/src/crud.py @@ -1,47 +1,65 @@ -import json import uuid -from typing import Optional +import datetime +from typing import Optional, Sequence + +from openai import OpenAI from sqlalchemy import select, Select from sqlalchemy.orm import Session +from sqlalchemy.exc import IntegrityError from . import models, schemas +openai_client = OpenAI() + -def get_session(db: Session, app_id: str, session_id: uuid.UUID, user_id: Optional[str] = None) -> Optional[models.Session]: - stmt = select(models.Session).where(models.Session.app_id == app_id).where(models.Session.id == session_id) +def get_session( + db: Session, app_id: str, session_id: uuid.UUID, user_id: Optional[str] = None +) -> Optional[models.Session]: + stmt = ( + select(models.Session) + .where(models.Session.app_id == app_id) + .where(models.Session.id == session_id) + ) if user_id is not None: stmt = stmt.where(models.Session.user_id == user_id) session = db.scalars(stmt).one_or_none() return session - # return db.query(models.Session).filter(models.Session.id == session_id).first() def get_sessions( - db: Session, app_id: str, user_id: str, location_id: str | None = None + db: Session, + app_id: str, + user_id: str, + location_id: Optional[str] = None, + reverse: Optional[bool] = False, ) -> Select: stmt = ( select(models.Session) .where(models.Session.app_id == app_id) .where(models.Session.user_id == user_id) .where(models.Session.is_active.is_(True)) - .order_by(models.Session.created_at) ) + if reverse: + stmt = stmt.order_by(models.Session.created_at.desc()) + else: + stmt = stmt.order_by(models.Session.created_at) + if location_id is not None: stmt = stmt.where(models.Session.location_id == location_id) return stmt - # return db.scalars(stmt).all() + def create_session( - db: Session, app_id: str, user_id: str, session: schemas.SessionCreate + db: Session, session: schemas.SessionCreate, app_id: str, user_id: str ) -> models.Session: honcho_session = models.Session( app_id=app_id, user_id=user_id, location_id=session.location_id, - session_data=json.dumps(session.session_data), + h_metadata=session.metadata, ) db.add(honcho_session) db.commit() @@ -49,17 +67,30 @@ def create_session( return honcho_session -def update_session(db: Session, app_id: str, user_id: str, session_id: uuid.UUID, session_data: dict) -> bool: - honcho_session = get_session(db, app_id=app_id, session_id=session_id, user_id=user_id) +def update_session( + db: Session, + session: schemas.SessionUpdate, + app_id: str, + user_id: str, + session_id: uuid.UUID, +) -> bool: + honcho_session = get_session( + db, app_id=app_id, session_id=session_id, user_id=user_id + ) if honcho_session is None: raise ValueError("Session not found or does not belong to user") - honcho_session.session_data = json.dumps(session_data) + if ( + session.metadata is not None + ): # Need to explicitly be there won't make it empty by default + honcho_session.h_metadata = session.metadata db.commit() db.refresh(honcho_session) return honcho_session -def delete_session(db: Session, app_id: str, user_id: str, session_id: uuid.UUID) -> bool: +def delete_session( + db: Session, app_id: str, user_id: str, session_id: uuid.UUID +) -> bool: stmt = ( select(models.Session) .where(models.Session.id == session_id) @@ -75,9 +106,15 @@ def delete_session(db: Session, app_id: str, user_id: str, session_id: uuid.UUID def create_message( - db: Session, message: schemas.MessageCreate, app_id: str, user_id: str, session_id: uuid.UUID + db: Session, + message: schemas.MessageCreate, + app_id: str, + user_id: str, + session_id: uuid.UUID, ) -> models.Message: - honcho_session = get_session(db, app_id=app_id, session_id=session_id, user_id=user_id) + honcho_session = get_session( + db, app_id=app_id, session_id=session_id, user_id=user_id + ) if honcho_session is None: raise ValueError("Session not found or does not belong to user") @@ -93,33 +130,31 @@ def create_message( def get_messages( - db: Session, app_id: str, user_id: str, session_id: uuid.UUID + db: Session, + app_id: str, + user_id: str, + session_id: uuid.UUID, + reverse: Optional[bool] = False, ) -> Select: - # session = get_session(db, app_id=app_id, session_id=session_id, user_id=user_id) - # if session is None: - # raise ValueError("Session not found or does not belong to user") stmt = ( select(models.Message) .join(models.Session, models.Session.id == models.Message.session_id) .where(models.Session.app_id == app_id) .where(models.Session.user_id == user_id) .where(models.Message.session_id == session_id) - .order_by(models.Message.created_at) ) + + if reverse: + stmt = stmt.order_by(models.Message.created_at.desc()) + else: + stmt = stmt.order_by(models.Message.created_at) + return stmt - # return db.scalars(stmt).all() - # return ( - # db.query(models.Message) - # .filter(models.Message.session_id == session_id) - # .all() - # ) + def get_message( - db: Session, app_id: str, user_id: str, session_id: uuid.UUID, message_id: uuid.UUID + db: Session, app_id: str, user_id: str, session_id: uuid.UUID, message_id: uuid.UUID ) -> Optional[models.Message]: - # session = get_session(db, app_id=app_id, session_id=session_id, user_id=user_id) - # if session is None: - # raise ValueError("Session not found or does not belong to user") stmt = ( select(models.Message) .join(models.Session, models.Session.id == models.Message.session_id) @@ -127,12 +162,24 @@ def get_message( .where(models.Session.user_id == user_id) .where(models.Message.session_id == session_id) .where(models.Message.id == message_id) - ) return db.scalars(stmt).one_or_none() -def get_metamessages(db: Session, app_id: str, user_id: str, session_id: uuid.UUID, message_id: Optional[uuid.UUID], metamessage_type: Optional[str] = None) -> Select: +######################################################## +# metamessage methods +######################################################## + + +def get_metamessages( + db: Session, + app_id: str, + user_id: str, + session_id: uuid.UUID, + message_id: Optional[uuid.UUID], + metamessage_type: Optional[str] = None, + reverse: Optional[bool] = False, +) -> Select: stmt = ( select(models.Metamessage) .join(models.Message, models.Message.id == models.Metamessage.message_id) @@ -140,19 +187,32 @@ def get_metamessages(db: Session, app_id: str, user_id: str, session_id: uuid.UU .where(models.Session.app_id == app_id) .where(models.Session.user_id == user_id) .where(models.Message.session_id == session_id) - .order_by(models.Metamessage.created_at) ) + if message_id is not None: stmt = stmt.where(models.Metamessage.message_id == message_id) + if metamessage_type is not None: stmt = stmt.where(models.Metamessage.metamessage_type == metamessage_type) + + if reverse: + stmt = stmt.order_by(models.Metamessage.created_at.desc()) + else: + stmt = stmt.order_by(models.Metamessage.created_at) + return stmt + def get_metamessage( - db: Session, app_id: str, user_id: str, session_id: uuid.UUID, message_id: uuid.UUID, metamessage_id: uuid.UUID -) -> Optional[models.Metamessage]: + db: Session, + app_id: str, + user_id: str, + session_id: uuid.UUID, + message_id: uuid.UUID, + metamessage_id: uuid.UUID, +) -> Optional[models.Metamessage]: stmt = ( - select(models.Metamessage) + select(models.Metamessage) .join(models.Message, models.Message.id == models.Metamessage.message_id) .join(models.Session, models.Message.session_id == models.Session.id) .where(models.Session.app_id == app_id) @@ -160,10 +220,10 @@ def get_metamessage( .where(models.Message.session_id == session_id) .where(models.Metamessage.message_id == message_id) .where(models.Metamessage.id == metamessage_id) - ) return db.scalars(stmt).one_or_none() + def create_metamessage( db: Session, metamessage: schemas.MetamessageCreate, @@ -171,7 +231,13 @@ def create_metamessage( user_id: str, session_id: uuid.UUID, ): - message = get_message(db, app_id=app_id, session_id=session_id, user_id=user_id, message_id=metamessage.message_id) + message = get_message( + db, + app_id=app_id, + session_id=session_id, + user_id=user_id, + message_id=metamessage.message_id, + ) if message is None: raise ValueError("Session not found or does not belong to user") @@ -185,3 +251,279 @@ def create_metamessage( db.commit() db.refresh(honcho_metamessage) return honcho_metamessage + + +######################################################## +# collection methods +######################################################## + +# Should be very similar to the session methods + + +def get_collections( + db: Session, app_id: str, user_id: str, reverse: Optional[bool] = False +) -> Select: + """Get a distinct list of the names of collections associated with a user""" + stmt = ( + select(models.Collection) + .where(models.Collection.app_id == app_id) + .where(models.Collection.user_id == user_id) + ) + + if reverse: + stmt = stmt.order_by(models.Collection.created_at.desc()) + else: + stmt = stmt.order_by(models.Collection.created_at) + + return stmt + + +def get_collection_by_id( + db: Session, app_id: str, user_id: str, collection_id: uuid.UUID +) -> Optional[models.Collection]: + stmt = ( + select(models.Collection) + .where(models.Collection.app_id == app_id) + .where(models.Collection.user_id == user_id) + .where(models.Collection.id == collection_id) + ) + collection = db.scalars(stmt).one_or_none() + return collection + + +def get_collection_by_name( + db: Session, app_id: str, user_id: str, name: str +) -> Optional[models.Collection]: + stmt = ( + select(models.Collection) + .where(models.Collection.app_id == app_id) + .where(models.Collection.user_id == user_id) + .where(models.Collection.name == name) + ) + collection = db.scalars(stmt).one_or_none() + return collection + + +def create_collection( + db: Session, collection: schemas.CollectionCreate, app_id: str, user_id: str +) -> models.Collection: + honcho_collection = models.Collection( + app_id=app_id, + user_id=user_id, + name=collection.name, + ) + try: + db.add(honcho_collection) + db.commit() + except IntegrityError: + db.rollback() + raise ValueError("Collection already exists") + db.refresh(honcho_collection) + return honcho_collection + + +def update_collection( + db: Session, + collection: schemas.CollectionUpdate, + app_id: str, + user_id: str, + collection_id: uuid.UUID, +) -> models.Collection: + honcho_collection = get_collection_by_id( + db, app_id=app_id, user_id=user_id, collection_id=collection_id + ) + if honcho_collection is None: + raise ValueError("collection not found or does not belong to user") + try: + honcho_collection.name = collection.name + db.commit() + except IntegrityError: + db.rollback() + raise ValueError("Collection already exists") + db.refresh(honcho_collection) + return honcho_collection + + +def delete_collection( + db: Session, app_id: str, user_id: str, collection_id: uuid.UUID +) -> bool: + """ + Delete a Collection and all documents associated with it. Takes advantage of + the orm cascade feature + """ + stmt = ( + select(models.Collection) + .where(models.Collection.id == collection_id) + .where(models.Collection.app_id == app_id) + .where(models.Collection.user_id == user_id) + ) + honcho_collection = db.scalars(stmt).one_or_none() + if honcho_collection is None: + return False + db.delete(honcho_collection) + db.commit() + return True + + +######################################################## +# document methods +######################################################## + +# Should be similar to the messages methods outside of query + + +def get_documents( + db: Session, + app_id: str, + user_id: str, + collection_id: uuid.UUID, + reverse: Optional[bool] = False, +) -> Select: + stmt = ( + select(models.Document) + .join(models.Collection, models.Collection.id == models.Document.collection_id) + .where(models.Collection.app_id == app_id) + .where(models.Collection.user_id == user_id) + .where(models.Document.collection_id == collection_id) + ) + + if reverse: + stmt = stmt.order_by(models.Document.created_at.desc()) + else: + stmt = stmt.order_by(models.Document.created_at) + + return stmt + + +def get_document( + db: Session, + app_id: str, + user_id: str, + collection_id: uuid.UUID, + document_id: uuid.UUID, +) -> Optional[models.Document]: + stmt = ( + select(models.Document) + .join(models.Collection, models.Collection.id == models.Document.collection_id) + .where(models.Collection.app_id == app_id) + .where(models.Collection.user_id == user_id) + .where(models.Document.collection_id == collection_id) + .where(models.Document.id == document_id) + ) + + document = db.scalars(stmt).one_or_none() + return document + + +def query_documents( + db: Session, + app_id: str, + user_id: str, + collection_id: uuid.UUID, + query: str, + top_k: int = 5, +) -> Sequence[models.Document]: + response = openai_client.embeddings.create( + input=query, model="text-embedding-3-small" + ) + embedding_query = response.data[0].embedding + stmt = ( + select(models.Document) + .join(models.Collection, models.Collection.id == models.Document.collection_id) + .where(models.Collection.app_id == app_id) + .where(models.Collection.user_id == user_id) + .where(models.Document.collection_id == collection_id) + .order_by(models.Document.embedding.cosine_distance(embedding_query)) + .limit(top_k) + ) + # if metadata is not None: + # stmt = stmt.where(models.Document.h_metadata.contains(metadata)) + return db.scalars(stmt).all() + + +def create_document( + db: Session, + document: schemas.DocumentCreate, + app_id: str, + user_id: str, + collection_id: uuid.UUID, +) -> models.Document: + """Embed a message as a vector and create a document""" + collection = get_collection_by_id( + db, app_id=app_id, collection_id=collection_id, user_id=user_id + ) + if collection is None: + raise ValueError("Session not found or does not belong to user") + + response = openai_client.embeddings.create( + input=document.content, model="text-embedding-3-small" + ) + + embedding = response.data[0].embedding + + honcho_document = models.Document( + collection_id=collection_id, + content=document.content, + h_metadata=document.metadata, + embedding=embedding, + ) + db.add(honcho_document) + db.commit() + db.refresh(honcho_document) + return honcho_document + + +def update_document( + db: Session, + document: schemas.DocumentUpdate, + app_id: str, + user_id: str, + collection_id: uuid.UUID, + document_id: uuid.UUID, +) -> bool: + honcho_document = get_document( + db, + app_id=app_id, + collection_id=collection_id, + user_id=user_id, + document_id=document_id, + ) + if honcho_document is None: + raise ValueError("Session not found or does not belong to user") + if document.content is not None: + honcho_document.content = document.content + response = openai_client.embeddings.create( + input=document.content, model="text-embedding-3-small" + ) + embedding = response.data[0].embedding + honcho_document.embedding = embedding + honcho_document.created_at = datetime.datetime.now() + + if document.metadata is not None: + honcho_document.h_metadata = document.metadata + db.commit() + db.refresh(honcho_document) + return honcho_document + + +def delete_document( + db: Session, + app_id: str, + user_id: str, + collection_id: uuid.UUID, + document_id: uuid.UUID, +) -> bool: + stmt = ( + select(models.Document) + .join(models.Collection, models.Collection.id == models.Document.collection_id) + .where(models.Collection.app_id == app_id) + .where(models.Collection.user_id == user_id) + .where(models.Document.collection_id == collection_id) + .where(models.Document.id == document_id) + ) + document = db.scalars(stmt).one_or_none() + if document is None: + return False + db.delete(document) + db.commit() + return True diff --git a/api/src/main.py b/api/src/main.py index c3ef0d8..0c658e9 100644 --- a/api/src/main.py +++ b/api/src/main.py @@ -1,6 +1,6 @@ import uuid from fastapi import Depends, FastAPI, HTTPException, APIRouter, Request -from typing import Optional +from typing import Optional, Sequence from sqlalchemy.orm import Session from slowapi import Limiter, _rate_limit_exceeded_handler from slowapi.middleware import SlowAPIMiddleware @@ -9,12 +9,11 @@ from fastapi_pagination import Page, add_pagination from fastapi_pagination.ext.sqlalchemy import paginate -# import uvicorn from . import crud, models, schemas from .db import SessionLocal, engine -models.Base.metadata.create_all(bind=engine) # Scaffold Database if not already done +models.Base.metadata.create_all(bind=engine) # Scaffold Database if not already done app = FastAPI() @@ -31,6 +30,7 @@ add_pagination(app) + def get_db(): """FastAPI Dependency Generator for Database""" db = SessionLocal() @@ -39,12 +39,21 @@ def get_db(): finally: db.close() + ######################################################## # Session Routes ######################################################## + @router.get("/sessions", response_model=Page[schemas.Session]) -def get_sessions(request: Request, app_id: str, user_id: str, location_id: Optional[str] = None, db: Session = Depends(get_db)): +def get_sessions( + request: Request, + app_id: str, + user_id: str, + location_id: Optional[str] = None, + reverse: Optional[bool] = False, + db: Session = Depends(get_db), +): """Get All Sessions for a User Args: @@ -53,22 +62,27 @@ def get_sessions(request: Request, app_id: str, user_id: str, location_id: Optio location_id (str, optional): Optional Location ID representing the location of a session Returns: - list[schemas.Session]: List of Session objects + list[schemas.Session]: List of Session objects """ - # if location_id is not None: - # return paginate(db, crud.get_sessions(db, app_id=app_id, user_id=user_id, location_id=location_id)) - # return crud.get_sessions(db, app_id=app_id, user_id=user_id, location_id=location_id) - return paginate(db, crud.get_sessions(db, app_id=app_id, user_id=user_id, location_id=location_id)) - # return crud.get_sessions(db, app_id=app_id, user_id=user_id) + return paginate( + db, + crud.get_sessions( + db, app_id=app_id, user_id=user_id, location_id=location_id, reverse=reverse + ), + ) @router.post("/sessions", response_model=schemas.Session) def create_session( - request: Request, app_id: str, user_id: str, session: schemas.SessionCreate, db: Session = Depends(get_db) + request: Request, + app_id: str, + user_id: str, + session: schemas.SessionCreate, + db: Session = Depends(get_db), ): """Create a Session for a User - + Args: app_id (str): The ID of the app representing the client application using honcho user_id (str): The User ID representing the user, managed by the user @@ -76,22 +90,23 @@ def create_session( Returns: schemas.Session: The Session object of the new Session - + """ value = crud.create_session(db, app_id=app_id, user_id=user_id, session=session) return value + @router.put("/sessions/{session_id}", response_model=schemas.Session) def update_session( - request: Request, + request: Request, app_id: str, user_id: str, session_id: uuid.UUID, session: schemas.SessionUpdate, db: Session = Depends(get_db), - ): +): """Update the metadata of a Session - + Args: app_id (str): The ID of the app representing the client application using honcho user_id (str): The User ID representing the user, managed by the user @@ -102,21 +117,26 @@ def update_session( schemas.Session: The Session object of the updated Session """ - if session.session_data is None: - raise HTTPException(status_code=400, detail="Session data cannot be empty") # TODO TEST if I can set the metadata to be blank with this + if session.metadata is None: + raise HTTPException( + status_code=400, detail="Session metadata cannot be empty" + ) # TODO TEST if I can set the metadata to be blank with this try: - return crud.update_session(db, app_id=app_id, user_id=user_id, session_id=session_id, session_data=session.session_data) + return crud.update_session( + db, app_id=app_id, user_id=user_id, session_id=session_id, session=session + ) except ValueError: raise HTTPException(status_code=404, detail="Session not found") + @router.delete("/sessions/{session_id}") def delete_session( - request: Request, + request: Request, app_id: str, user_id: str, session_id: uuid.UUID, db: Session = Depends(get_db), - ): +): """Delete a session by marking it as inactive Args: @@ -131,14 +151,23 @@ def delete_session( HTTPException: If the session is not found """ - response = crud.delete_session(db, app_id=app_id, user_id=user_id, session_id=session_id) + response = crud.delete_session( + db, app_id=app_id, user_id=user_id, session_id=session_id + ) if response: return {"message": "Session deleted successfully"} else: raise HTTPException(status_code=404, detail="Session not found") + @router.get("/sessions/{session_id}", response_model=schemas.Session) -def get_session(request: Request, app_id: str, user_id: str, session_id: uuid.UUID, db: Session = Depends(get_db)): +def get_session( + request: Request, + app_id: str, + user_id: str, + session_id: uuid.UUID, + db: Session = Depends(get_db), +): """Get a specific session for a user by ID Args: @@ -146,27 +175,28 @@ def get_session(request: Request, app_id: str, user_id: str, session_id: uuid.UU user_id (str): The User ID representing the user, managed by the user session_id (int): The ID of the Session to retrieve - Returns: + Returns: schemas.Session: The Session object of the requested Session Raises: HTTPException: If the session is not found """ - honcho_session = crud.get_session(db, app_id=app_id, session_id=session_id, user_id=user_id) + honcho_session = crud.get_session( + db, app_id=app_id, session_id=session_id, user_id=user_id + ) if honcho_session is None: raise HTTPException(status_code=404, detail="Session not found") return honcho_session + ######################################################## # Message Routes ######################################################## -@router.post( - "/sessions/{session_id}/messages", - response_model=schemas.Message -) + +@router.post("/sessions/{session_id}/messages", response_model=schemas.Message) def create_message_for_session( - request: Request, + request: Request, app_id: str, user_id: str, session_id: uuid.UUID, @@ -189,27 +219,29 @@ def create_message_for_session( """ try: - return crud.create_message(db, message=message, app_id=app_id, user_id=user_id, session_id=session_id) + return crud.create_message( + db, message=message, app_id=app_id, user_id=user_id, session_id=session_id + ) except ValueError: raise HTTPException(status_code=404, detail="Session not found") -@router.get( - "/sessions/{session_id}/messages", - response_model=Page[schemas.Message] -) -def get_messages_for_session( - request: Request, + +@router.get("/sessions/{session_id}/messages", response_model=Page[schemas.Message]) +def get_messages( + request: Request, app_id: str, user_id: str, session_id: uuid.UUID, + reverse: Optional[bool] = False, db: Session = Depends(get_db), ): """Get all messages for a session - + Args: app_id (str): The ID of the app representing the client application using honcho user_id (str): The User ID representing the user, managed by the user session_id (int): The ID of the Session to retrieve + reverse (bool): Whether to reverse the order of the messages Returns: list[schemas.Message]: List of Message objects @@ -218,14 +250,23 @@ def get_messages_for_session( HTTPException: If the session is not found """ - try: - return paginate(db, crud.get_messages(db, app_id=app_id, user_id=user_id, session_id=session_id)) + try: + return paginate( + db, + crud.get_messages( + db, + app_id=app_id, + user_id=user_id, + session_id=session_id, + reverse=reverse, + ), + ) except ValueError: raise HTTPException(status_code=404, detail="Session not found") + @router.get( - "sessions/{session_id}/messages/{message_id}", - response_model=schemas.Message + "sessions/{session_id}/messages/{message_id}", response_model=schemas.Message ) def get_message( request: Request, @@ -235,26 +276,23 @@ def get_message( message_id: uuid.UUID, db: Session = Depends(get_db), ): - """ - - """ - honcho_message = crud.get_message(db, app_id=app_id, session_id=session_id, user_id=user_id, message_id=message_id) + """ """ + honcho_message = crud.get_message( + db, app_id=app_id, session_id=session_id, user_id=user_id, message_id=message_id + ) if honcho_message is None: raise HTTPException(status_code=404, detail="Session not found") return honcho_message - ######################################################## -# Metacognition Routes +# metamessage routes ######################################################## -@router.post( - "/sessions/{session_id}/metamessages", - response_model=schemas.Metamessage -) + +@router.post("/sessions/{session_id}/metamessages", response_model=schemas.Metamessage) def create_metamessage( - request: Request, + request: Request, app_id: str, user_id: str, session_id: uuid.UUID, @@ -276,33 +314,38 @@ def create_metamessage( HTTPException: If the session is not found """ - print("=======================") - print(request) - print("=======================") try: - return crud.create_metamessage(db, metamessage=metamessage, app_id=app_id, user_id=user_id, session_id=session_id) + return crud.create_metamessage( + db, + metamessage=metamessage, + app_id=app_id, + user_id=user_id, + session_id=session_id, + ) except ValueError: raise HTTPException(status_code=404, detail="Session not found") + @router.get( - "/sessions/{session_id}/metamessages", - response_model=Page[schemas.Metamessage] + "/sessions/{session_id}/metamessages", response_model=Page[schemas.Metamessage] ) def get_metamessages( - request: Request, + request: Request, app_id: str, user_id: str, session_id: uuid.UUID, - message_id: Optional[uuid.UUID] = None, + message_id: Optional[uuid.UUID] = None, metamessage_type: Optional[str] = None, + reverse: Optional[bool] = False, db: Session = Depends(get_db), ): """Get all messages for a session - + Args: app_id (str): The ID of the app representing the client application using honcho user_id (str): The User ID representing the user, managed by the user session_id (int): The ID of the Session to retrieve + reverse (bool): Whether to reverse the order of the metamessages Returns: list[schemas.Message]: List of Message objects @@ -311,13 +354,36 @@ def get_metamessages( HTTPException: If the session is not found """ - try: - return paginate(db, crud.get_metamessages(db, app_id=app_id, user_id=user_id, session_id=session_id, message_id=message_id, metamessage_type=metamessage_type)) + try: + return paginate( + db, + crud.get_metamessages( + db, + app_id=app_id, + user_id=user_id, + session_id=session_id, + message_id=message_id, + metamessage_type=metamessage_type, + reverse=reverse, + ), + ) except ValueError: raise HTTPException(status_code=404, detail="Session not found") -@router.get("/sessions/{session_id}/metamessages/{metamessage_id}", response_model=schemas.Metamessage) -def get_metamessage(request: Request, app_id: str, user_id: str, session_id: uuid.UUID, message_id: uuid.UUID, metamessage_id: uuid.UUID, db: Session = Depends(get_db)): + +@router.get( + "/sessions/{session_id}/metamessages/{metamessage_id}", + response_model=schemas.Metamessage, +) +def get_metamessage( + request: Request, + app_id: str, + user_id: str, + session_id: uuid.UUID, + message_id: uuid.UUID, + metamessage_id: uuid.UUID, + db: Session = Depends(get_db), +): """Get a specific session for a user by ID Args: @@ -325,16 +391,305 @@ def get_metamessage(request: Request, app_id: str, user_id: str, session_id: uui user_id (str): The User ID representing the user, managed by the user session_id (int): The ID of the Session to retrieve - Returns: + Returns: schemas.Session: The Session object of the requested Session Raises: HTTPException: If the session is not found """ - honcho_metamessage = crud.get_metamessage(db, app_id=app_id, session_id=session_id, user_id=user_id, message_id=message_id, metamessage_id=metamessage_id) + honcho_metamessage = crud.get_metamessage( + db, + app_id=app_id, + session_id=session_id, + user_id=user_id, + message_id=message_id, + metamessage_id=metamessage_id, + ) if honcho_metamessage is None: raise HTTPException(status_code=404, detail="Session not found") return honcho_metamessage +######################################################## +# collection routes +######################################################## + + +@router.get("/collections/all", response_model=Page[schemas.Collection]) +def get_collections( + request: Request, + app_id: str, + user_id: str, + reverse: Optional[bool] = False, + db: Session = Depends(get_db), +): + return paginate( + db, crud.get_collections(db, app_id=app_id, user_id=user_id, reverse=reverse) + ) + + +@router.get("/collections/id/{collection_id}", response_model=schemas.Collection) +def get_collection_by_id( + request: Request, + app_id: str, + user_id: str, + collection_id: uuid.UUID, + db: Session = Depends(get_db), +) -> schemas.Collection: + honcho_collection = crud.get_collection_by_id( + db, app_id=app_id, user_id=user_id, collection_id=collection_id + ) + if honcho_collection is None: + raise HTTPException( + status_code=404, detail="collection not found or does not belong to user" + ) + return honcho_collection + + +@router.get("/collections/name/{name}", response_model=schemas.Collection) +def get_collection_by_name( + request: Request, + app_id: str, + user_id: str, + name: str, + db: Session = Depends(get_db), +) -> schemas.Collection: + honcho_collection = crud.get_collection_by_name( + db, app_id=app_id, user_id=user_id, name=name + ) + if honcho_collection is None: + raise HTTPException( + status_code=404, detail="collection not found or does not belong to user" + ) + return honcho_collection + + +@router.post("/collections", response_model=schemas.Collection) +def create_collection( + request: Request, + app_id: str, + user_id: str, + collection: schemas.CollectionCreate, + db: Session = Depends(get_db), +): + try: + return crud.create_collection( + db, collection=collection, app_id=app_id, user_id=user_id + ) + except ValueError: + raise HTTPException( + status_code=406, + detail="Error invalid collection configuration - name may already exist", + ) + + +@router.put("/collections/{collection_id}", response_model=schemas.Collection) +def update_collection( + request: Request, + app_id: str, + user_id: str, + collection_id: uuid.UUID, + collection: schemas.CollectionUpdate, + db: Session = Depends(get_db), +): + if collection.name is None: + raise HTTPException( + status_code=400, detail="invalid request - name cannot be None" + ) + try: + honcho_collection = crud.update_collection( + db, + collection=collection, + app_id=app_id, + user_id=user_id, + collection_id=collection_id, + ) + except ValueError: + raise HTTPException( + status_code=406, + detail="Error invalid collection configuration - name may already exist", + ) + return honcho_collection + + +@router.delete("/collections/{collection_id}") +def delete_collection( + request: Request, + app_id: str, + user_id: str, + collection_id: uuid.UUID, + db: Session = Depends(get_db), +): + response = crud.delete_collection( + db, app_id=app_id, user_id=user_id, collection_id=collection_id + ) + if response: + return {"message": "Collection deleted successfully"} + else: + raise HTTPException( + status_code=404, detail="collection not found or does not belong to user" + ) + + +######################################################## +# Document routes +######################################################## + + +@router.get( + "/collections/{collection_id}/documents", response_model=Page[schemas.Document] +) +def get_documents( + request: Request, + app_id: str, + user_id: str, + collection_id: uuid.UUID, + reverse: Optional[bool] = False, + db: Session = Depends(get_db), +): + try: + return paginate( + db, + crud.get_documents( + db, + app_id=app_id, + user_id=user_id, + collection_id=collection_id, + reverse=reverse, + ), + ) + except ( + ValueError + ): # TODO can probably remove this exception ok to return empty here + raise HTTPException( + status_code=404, detail="collection not found or does not belong to user" + ) + + +router.get( + "/collections/{collection_id}/documents/{document_id}", + response_model=schemas.Document, +) + + +def get_document( + request: Request, + app_id: str, + user_id: str, + collection_id: uuid.UUID, + document_id: uuid.UUID, + db: Session = Depends(get_db), +): + honcho_document = crud.get_document( + db, + app_id=app_id, + user_id=user_id, + collection_id=collection_id, + document_id=document_id, + ) + if honcho_document is None: + raise HTTPException( + status_code=404, detail="document not found or does not belong to user" + ) + return honcho_document + + +@router.get( + "/collections/{collection_id}/query", response_model=Sequence[schemas.Document] +) +def query_documents( + request: Request, + app_id: str, + user_id: str, + collection_id: uuid.UUID, + query: str, + top_k: int = 5, + db: Session = Depends(get_db), +): + if top_k is not None and top_k > 50: + top_k = 50 # TODO see if we need to paginate this + return crud.query_documents( + db=db, + app_id=app_id, + user_id=user_id, + collection_id=collection_id, + query=query, + top_k=top_k, + ) + + +@router.post("/collections/{collection_id}/documents", response_model=schemas.Document) +def create_document( + request: Request, + app_id: str, + user_id: str, + collection_id: uuid.UUID, + document: schemas.DocumentCreate, + db: Session = Depends(get_db), +): + try: + return crud.create_document( + db, + document=document, + app_id=app_id, + user_id=user_id, + collection_id=collection_id, + ) + except ValueError: + raise HTTPException( + status_code=404, detail="collection not found or does not belong to user" + ) + + +@router.put( + "/collections/{collection_id}/documents/{document_id}", + response_model=schemas.Document, +) +def update_document( + request: Request, + app_id: str, + user_id: str, + collection_id: uuid.UUID, + document_id: uuid.UUID, + document: schemas.DocumentUpdate, + db: Session = Depends(get_db), +): + if document.content is None and document.metadata is None: + raise HTTPException( + status_code=400, detail="content and metadata cannot both be None" + ) + return crud.update_document( + db, + document=document, + app_id=app_id, + user_id=user_id, + collection_id=collection_id, + document_id=document_id, + ) + + +@router.delete("/collections/{collection_id}/documents/{document_id}") +def delete_document( + request: Request, + app_id: str, + user_id: str, + collection_id: uuid.UUID, + document_id: uuid.UUID, + db: Session = Depends(get_db), +): + response = crud.delete_document( + db, + app_id=app_id, + user_id=user_id, + collection_id=collection_id, + document_id=document_id, + ) + if response: + return {"message": "Document deleted successfully"} + else: + raise HTTPException( + status_code=404, detail="document not found or does not belong to user" + ) + + app.include_router(router) diff --git a/api/src/models.py b/api/src/models.py index 4371229..ce20747 100644 --- a/api/src/models.py +++ b/api/src/models.py @@ -1,49 +1,109 @@ -from sqlalchemy import Boolean, Column, ForeignKey, Integer, String, DateTime, Uuid -import uuid import datetime -from sqlalchemy.orm import relationship, Mapped, mapped_column +import os +import uuid + +from dotenv import load_dotenv +from pgvector.sqlalchemy import Vector +from sqlalchemy import JSON, Column, ForeignKey, String, UniqueConstraint, Uuid +from sqlalchemy.dialects.postgresql import JSONB +from sqlalchemy.orm import Mapped, mapped_column, relationship from .db import Base +load_dotenv() + +DATABASE_TYPE = os.getenv("DATABASE_TYPE", "postgres") + +ColumnType = JSONB if DATABASE_TYPE == "postgres" else JSON + class Session(Base): __tablename__ = "sessions" - id: Mapped[uuid.UUID] = mapped_column(primary_key=True, index=True, default=uuid.uuid4) + id: Mapped[uuid.UUID] = mapped_column( + primary_key=True, index=True, default=uuid.uuid4 + ) app_id: Mapped[str] = mapped_column(String(512), index=True) user_id: Mapped[str] = mapped_column(String(512), index=True) - location_id: Mapped[str] = mapped_column(String(512), index=True) + location_id: Mapped[str] = mapped_column(String(512), index=True, default="default") is_active: Mapped[bool] = mapped_column(default=True) - session_data: Mapped[str] - created_at: Mapped[datetime.datetime] = mapped_column(default=datetime.datetime.utcnow) + h_metadata: Mapped[dict] = mapped_column("metadata", ColumnType, default={}) + created_at: Mapped[datetime.datetime] = mapped_column( + default=datetime.datetime.utcnow + ) messages = relationship("Message", back_populates="session") def __repr__(self) -> str: - return f"Session(id={self.id}, app_id={self.app_id}, user_id={self.user_id}, location_id={self.location_id}, is_active={self.is_active}, created_at={self.created_at})" + return f"Session(id={self.id}, app_id={self.app_id}, user_id={self.user_id}, location_id={self.location_id}, is_active={self.is_active}, created_at={self.created_at}, h_metadata={self.h_metadata})" class Message(Base): __tablename__ = "messages" - id: Mapped[uuid.UUID] = mapped_column(primary_key=True, index=True, default=uuid.uuid4) + id: Mapped[uuid.UUID] = mapped_column( + primary_key=True, index=True, default=uuid.uuid4 + ) session_id: Mapped[uuid.UUID] = mapped_column(ForeignKey("sessions.id")) is_user: Mapped[bool] - content: Mapped[str] = mapped_column(String(65535)) + content: Mapped[str] = mapped_column(String(65535)) - created_at: Mapped[datetime.datetime] = mapped_column(default=datetime.datetime.utcnow) + created_at: Mapped[datetime.datetime] = mapped_column( + default=datetime.datetime.utcnow + ) session = relationship("Session", back_populates="messages") metamessages = relationship("Metamessage", back_populates="message") + def __repr__(self) -> str: return f"Message(id={self.id}, session_id={self.session_id}, is_user={self.is_user}, content={self.content[10:]})" class Metamessage(Base): __tablename__ = "metamessages" - id: Mapped[uuid.UUID] = mapped_column(primary_key=True, index=True, default=uuid.uuid4) - metamessage_type: Mapped[str] = mapped_column(String(512), index=True) - content: Mapped[str] = mapped_column(String(65535)) + id: Mapped[uuid.UUID] = mapped_column( + primary_key=True, index=True, default=uuid.uuid4 + ) + metamessage_type: Mapped[str] = mapped_column(String(512), index=True) + content: Mapped[str] = mapped_column(String(65535)) message_id = Column(Uuid, ForeignKey("messages.id")) message = relationship("Message", back_populates="metamessages") - created_at: Mapped[datetime.datetime] = mapped_column(default=datetime.datetime.utcnow) + created_at: Mapped[datetime.datetime] = mapped_column( + default=datetime.datetime.utcnow + ) def __repr__(self) -> str: return f"Metamessages(id={self.id}, message_id={self.message_id}, metamessage_type={self.metamessage_type}, content={self.content[10:]})" + + +class Collection(Base): + __tablename__ = "collections" + id: Mapped[uuid.UUID] = mapped_column( + primary_key=True, index=True, default=uuid.uuid4 + ) + name: Mapped[str] = mapped_column(String(512), index=True) + app_id: Mapped[str] = mapped_column(String(512), index=True) + user_id: Mapped[str] = mapped_column(String(512), index=True) + created_at: Mapped[datetime.datetime] = mapped_column( + default=datetime.datetime.utcnow + ) + documents = relationship( + "Document", back_populates="collection", cascade="all, delete, delete-orphan" + ) + + __table_args__ = ( + UniqueConstraint("name", "app_id", "user_id", name="unique_name_app_user"), + ) + + +class Document(Base): + __tablename__ = "documents" + id: Mapped[uuid.UUID] = mapped_column( + primary_key=True, index=True, default=uuid.uuid4 + ) + h_metadata: Mapped[dict] = mapped_column("metadata", ColumnType, default={}) + content: Mapped[str] = mapped_column(String(65535)) + embedding = mapped_column(Vector(1536)) + created_at: Mapped[datetime.datetime] = mapped_column( + default=datetime.datetime.utcnow + ) + + collection_id = Column(Uuid, ForeignKey("collections.id")) + collection = relationship("Collection", back_populates="documents") diff --git a/api/src/schemas.py b/api/src/schemas.py index b6bff90..fe164aa 100644 --- a/api/src/schemas.py +++ b/api/src/schemas.py @@ -1,4 +1,4 @@ -from pydantic import BaseModel +from pydantic import BaseModel, validator import datetime import uuid @@ -18,8 +18,7 @@ class Message(MessageBase): created_at: datetime.datetime class Config: - orm_mode = True - + from_attributes = True class SessionBase(BaseModel): pass @@ -27,12 +26,10 @@ class SessionBase(BaseModel): class SessionCreate(SessionBase): location_id: str - session_data: dict | None = None - - + metadata: dict | None = {} + class SessionUpdate(SessionBase): - session_data: dict | None = None - + metadata: dict | None = None class Session(SessionBase): id: uuid.UUID @@ -41,11 +38,21 @@ class Session(SessionBase): user_id: str location_id: str app_id: str - session_data: str + h_metadata: dict + metadata: dict created_at: datetime.datetime + @validator('metadata', pre=True, allow_reuse=True) + def fetch_h_metadata(cls, value, values): + if 'h_metadata' in values: + return values['h_metadata'] + return {} + class Config: - orm_mode = True + from_attributes = True + schema_extra = { + "exclude": ["h_metadata"] + } class MetamessageBase(BaseModel): @@ -64,3 +71,53 @@ class Metamessage(MetamessageBase): class Config: orm_mode = True + +class CollectionBase(BaseModel): + pass + +class CollectionCreate(CollectionBase): + name: str + +class CollectionUpdate(CollectionBase): + name: str + +class Collection(CollectionBase): + id: uuid.UUID + name: str + app_id: str + user_id: str + created_at: datetime.datetime + + class Config: + orm_mode = True + +class DocumentBase(BaseModel): + content: str + +class DocumentCreate(DocumentBase): + metadata: dict | None = {} + +class DocumentUpdate(DocumentBase): + metadata: dict | None = None + content: str | None = None + +class Document(DocumentBase): + id: uuid.UUID + content: str + h_metadata: dict + metadata: dict + created_at: datetime.datetime + collection_id: uuid.UUID + + @validator('metadata', pre=True, allow_reuse=True) + def fetch_h_metadata(cls, value, values): + if 'h_metadata' in values: + return values['h_metadata'] + return {} + + class Config: + from_attributes = True + schema_extra = { + "exclude": ["h_metadata"] + } + diff --git a/example/discord/honcho-dspy-personas/.env.template b/example/discord/honcho-dspy-personas/.env.template new file mode 100644 index 0000000..0aafc86 --- /dev/null +++ b/example/discord/honcho-dspy-personas/.env.template @@ -0,0 +1,2 @@ +BOT_TOKEN= +OPENAI_API_KEY= \ No newline at end of file diff --git a/example/discord/honcho-dspy-personas/.gitignore b/example/discord/honcho-dspy-personas/.gitignore new file mode 100644 index 0000000..f133efa --- /dev/null +++ b/example/discord/honcho-dspy-personas/.gitignore @@ -0,0 +1,5 @@ +.env + +.venv + +.DS_Store \ No newline at end of file diff --git a/example/discord/honcho-dspy-personas/bot.py b/example/discord/honcho-dspy-personas/bot.py new file mode 100644 index 0000000..948bdb3 --- /dev/null +++ b/example/discord/honcho-dspy-personas/bot.py @@ -0,0 +1,109 @@ +import os +from uuid import uuid1 +import discord +from honcho import Client as HonchoClient +from graph import chat +from chain import langchain_message_converter + +intents = discord.Intents.default() +intents.messages = True +intents.message_content = True +intents.members = True +intents.reactions = True # Enable reactions intent + +# app_id = str(uuid1()) +app_id = "vince-dspy-personas" + +#honcho = HonchoClient(app_id=app_id, base_url="http://localhost:8000") # uncomment to use local +honcho = HonchoClient(app_id=app_id) # uses demo server at https://demo.honcho.dev + +bot = discord.Bot(intents=intents) + +thumbs_up_messages = [] +thumbs_down_messages = [] + +@bot.event +async def on_ready(): + print(f'We have logged in as {bot.user}') + +@bot.event +async def on_member_join(member): + await member.send( + f"*Hello {member.name}, welcome to the server! This is a demo bot built with Honcho,* " + "*implementing a naive user modeling method.* " + "*To get started, just type a message in this channel and the bot will respond.* " + "*Over time, it will classify the \"state\" you're in and optimize conversations based on that state.* " + "*You can use the /restart command to restart the conversation at any time.* " + "*If you have any questions or feedback, feel free to ask in the #honcho channel.* " + "*Enjoy!*" + ) + + +@bot.event +async def on_message(message): + if message.author == bot.user or message.guild is not None: + return + + user_id = f"discord_{str(message.author.id)}" + location_id=str(message.channel.id) + + sessions = list(honcho.get_sessions_generator(user_id, location_id)) + + if len(sessions) > 0: + session = sessions[0] + else: + session = honcho.create_session(user_id, location_id) + + history = list(session.get_messages_generator())[:5] + chat_history = langchain_message_converter(history) + + inp = message.content + user_message = session.create_message(is_user=True, content=inp) + + async with message.channel.typing(): + response = await chat( + chat_history=chat_history, + user_message=user_message, + session=session, + input=inp + ) + await message.channel.send(response) + + session.create_message(is_user=False, content=response) + +@bot.event +async def on_reaction_add(reaction, user): + # Ensure the bot does not react to its own reactions + if user == bot.user: + return + + user_id = f"discord_{str(reaction.message.author.id)}" + location_id = str(reaction.message.channel.id) + + # Check if the reaction is a thumbs up + if str(reaction.emoji) == '👍': + thumbs_up_messages.append(reaction.message.content) + print(f"Added to thumbs up: {reaction.message.content}") + # Check if the reaction is a thumbs down + elif str(reaction.emoji) == '👎': + thumbs_down_messages.append(reaction.message.content) + print(f"Added to thumbs down: {reaction.message.content}") + + # TODO: we need to append these to the examples list within the user state json object + # append example + # example = Example(chat_input=chat_input, assessment_dimension=user_state, response=response).with_inputs('chat_input') + # examples.append(example) + # user_state_storage[user_state]["examples"] = examples + + +@bot.slash_command(name = "restart", description = "Restart the Conversation") +async def restart(ctx): + user_id=f"discord_{str(ctx.author.id)}" + location_id=str(ctx.channel_id) + sessions = list(honcho.get_sessions_generator(user_id, location_id)) + sessions[0].close() if len(sessions) > 0 else None + + msg = "Great! The conversation has been restarted. What would you like to talk about?" + await ctx.respond(msg) + +bot.run(os.environ["BOT_TOKEN"]) diff --git a/example/discord/honcho-dspy-personas/chain.py b/example/discord/honcho-dspy-personas/chain.py new file mode 100644 index 0000000..aa114e1 --- /dev/null +++ b/example/discord/honcho-dspy-personas/chain.py @@ -0,0 +1,124 @@ +import os +from typing import List, Union +from langchain_openai import ChatOpenAI +from langchain_core.prompts import ChatPromptTemplate, SystemMessagePromptTemplate, load_prompt +from langchain_core.messages import AIMessage, HumanMessage + +from honcho import Message + +# langchain prompts +SYSTEM_STATE_COMMENTARY = load_prompt(os.path.join(os.path.dirname(__file__), 'langchain_prompts/state_commentary.yaml')) +SYSTEM_STATE_LABELING = load_prompt(os.path.join(os.path.dirname(__file__), 'langchain_prompts/state_labeling.yaml')) +SYSTEM_STATE_CHECK = load_prompt(os.path.join(os.path.dirname(__file__), 'langchain_prompts/state_check.yaml')) + +# quick utility function to convert messages from honcho to langchain +def langchain_message_converter(messages: List[Message]) -> List[Union[AIMessage, HumanMessage]]: + new_messages = [] + for message in messages: + if message.is_user: + new_messages.append(HumanMessage(content=message.content)) + else: + new_messages.append(AIMessage(content=message.content)) + return new_messages + + +# convert chat history and user input into a string +def format_chat_history(chat_history: List[Message], user_input=None): + messages = [("user: " + message.content if isinstance(message, HumanMessage) else "ai: " + message.content) for message in chat_history] + if user_input: + messages.append(f"user: {user_input}") + + return "\n".join(messages) + + + +class StateExtractor: + """Wrapper class for all the DSPy and LangChain code for user state labeling and pipeline optimization""" + lc_gpt_4: ChatOpenAI = ChatOpenAI(model_name = "gpt-4") + lc_gpt_turbo: ChatOpenAI = ChatOpenAI(model_name = "gpt-3.5-turbo") + system_state_commentary: SystemMessagePromptTemplate = SystemMessagePromptTemplate(prompt=SYSTEM_STATE_COMMENTARY) + system_state_labeling: SystemMessagePromptTemplate = SystemMessagePromptTemplate(prompt=SYSTEM_STATE_LABELING) + system_state_check: SystemMessagePromptTemplate = SystemMessagePromptTemplate(prompt=SYSTEM_STATE_CHECK) + + def __init__(self) -> None: + pass + + @classmethod + async def generate_state_commentary(cls, existing_states: List[str], chat_history: List[Message], input: str) -> str: + """Generate a commentary on the current state of the user""" + # format existing states + existing_states = "\n".join(existing_states) + # format prompt + state_commentary = ChatPromptTemplate.from_messages([ + cls.system_state_commentary + ]) + # LCEL + chain = state_commentary | cls.lc_gpt_4 + # inference + response = await chain.ainvoke({ + "chat_history": chat_history, + "user_input": input, + "existing_states": existing_states, + }) + # return output + return response.content + + @classmethod + async def generate_state_label(cls, existing_states: List[str], state_commentary: str) -> str: + """Generate a state label from a commetary on the user's state""" + # format existing states + existing_states = "\n".join(existing_states) + # format prompt + state_labeling = ChatPromptTemplate.from_messages([ + cls.system_state_labeling, + ]) + # LCEL + chain = state_labeling | cls.lc_gpt_4 + # inference + response = await chain.ainvoke({ + "state_commentary": state_commentary, + "existing_states": existing_states, + }) + # return output + return response.content + + @classmethod + async def check_state_exists(cls, existing_states: List[str], state: str): + """Check if a user state is new or already is stored""" + + # convert existing_states to a formatted string + existing_states = "\n".join(existing_states) + + # format prompt + state_check = ChatPromptTemplate.from_messages([ + cls.system_state_check + ]) + # LCEL + chain = state_check | cls.lc_gpt_turbo + # inference + response = await chain.ainvoke({ + "existing_states": existing_states, + "state": state, + }) + # return output + return response.content + + @classmethod + async def generate_state(cls, existing_states: List[str], chat_history: List[Message], input: str): + """"Determine the user's state from the current conversation state""" + + # Generate label + state_commentary = await cls.generate_state_commentary(existing_states, chat_history, input) + state_label = await cls.generate_state_label(existing_states, state_commentary) + + # Determine if state is new + # if True, it doesn't exist, state is new + # if False, it does exist, state is not new, existing_state was returned + existing_state = await cls.check_state_exists(existing_states, state_label) + is_state_new = existing_state == "None" + + # return existing state if we found one + if is_state_new: + return is_state_new, state_label + else: + return is_state_new, existing_state diff --git a/example/discord/honcho-dspy-personas/graph.py b/example/discord/honcho-dspy-personas/graph.py new file mode 100644 index 0000000..9295a43 --- /dev/null +++ b/example/discord/honcho-dspy-personas/graph.py @@ -0,0 +1,96 @@ +import os +import dspy +from dspy import Example +from typing import List, Optional +from dspy.teleprompt import BootstrapFewShot +from dotenv import load_dotenv +from chain import StateExtractor, format_chat_history +from response_metric import metric + +from honcho import Message, Session + +load_dotenv() + +# Configure DSPy +dspy_gpt4 = dspy.OpenAI(model="gpt-4", max_tokens=1000) +dspy.settings.configure(lm=dspy_gpt4) + + + +# DSPy Signatures +class Thought(dspy.Signature): + """Generate a thought about the user's needs""" + user_input = dspy.InputField() + thought = dspy.OutputField(desc="a prediction about the user's mental state") + +class Response(dspy.Signature): + """Generate a response for the user based on the thought provided""" + user_input = dspy.InputField() + thought = dspy.InputField() + response = dspy.OutputField(desc="keep the conversation going, be engaging") + +# DSPy Module +class ChatWithThought(dspy.Module): + generate_thought = dspy.Predict(Thought) + generate_response = dspy.Predict(Response) + + def forward(self, chat_input: str, user_message: Optional[Message] = None, session: Optional[Session] = None): + # call the thought predictor + thought = self.generate_thought(user_input=chat_input) + + if session and user_message: + session.create_metamessage(user_message, metamessage_type="thought", content=thought.thought) + + # call the response predictor + response = self.generate_response(user_input=chat_input, thought=thought.thought) + + # remove ai prefix + response = response.response.replace("ai:", "").strip() + + return response + +user_state_storage = {} +async def chat(user_message: Message, session: Session, chat_history: List[Message], input: str, optimization_threshold=3): + # first we need to see if the user has any existing states + existing_states = list(user_state_storage.keys()) + + # then we need to take the user input and determine the user's state/dimension/persona + is_state_new, user_state = await StateExtractor.generate_state(existing_states=existing_states, chat_history=chat_history, input=input) + print(f"USER STATE: {user_state}") + print(f"IS STATE NEW: {is_state_new}") + + user_chat_module = ChatWithThought() + + # TODO: you'd want to initialize user state object from Honcho + # Save the user_state if it's new + if is_state_new: + user_state_storage[user_state] = { + "chat_module": {}, + "examples": [] + } + + user_state_data = user_state_storage[user_state] + + # Optimize the state's chat module if we've reached the optimization threshold + # TODO: read in examples from Honcho User Object + examples = user_state_data["examples"] + print(f"Num examples: {len(examples)}") + + if len(examples) >= optimization_threshold: + # Optimize chat module + optimizer = BootstrapFewShot(metric=metric) + compiled_chat_module = optimizer.compile(user_chat_module, trainset=examples) + + user_state_data["chat_module"] = compiled_chat_module.dump_state() + user_chat_module = compiled_chat_module + + # save to file for debugging purposes + # compiled_chat_module.save("module.json") + + + # use that pipeline to generate a response + chat_input = format_chat_history(chat_history, user_input=input) + response = user_chat_module(user_message=user_message, session=session, chat_input=chat_input) + dspy_gpt4.inspect_history(n=2) + + return response diff --git a/example/discord/honcho-dspy-personas/langchain_prompts/state_check.yaml b/example/discord/honcho-dspy-personas/langchain_prompts/state_check.yaml new file mode 100644 index 0000000..6fe2f0f --- /dev/null +++ b/example/discord/honcho-dspy-personas/langchain_prompts/state_check.yaml @@ -0,0 +1,10 @@ +_type: prompt +input_variables: + ["existing_states", "state"] +template: > + Given the list of existing states, determine whether or not the new state is represented in the list of existing states. + + existing states: ```{existing_states}``` + new state: ```{state}``` + + If the new state is sufficiently similar to a value in the list of existing states, return that existing state value. If the new state is NOT sufficiently similar to anything in existing states, return "None". Output a single value only. \ No newline at end of file diff --git a/example/discord/honcho-dspy-personas/langchain_prompts/state_commentary.yaml b/example/discord/honcho-dspy-personas/langchain_prompts/state_commentary.yaml new file mode 100644 index 0000000..f1e2b90 --- /dev/null +++ b/example/discord/honcho-dspy-personas/langchain_prompts/state_commentary.yaml @@ -0,0 +1,9 @@ +_type: prompt +input_variables: + ["existing_states", "chat_history", "user_input"] +template: > + Your job is to make a prediction about the task the user might be engaging in. Some people might be researching, exploring curiosities, or just asking questions for general inquiry. Provide commentary that would shed light on the "mode" the user might be in. + + existing states: ```{existing_states}``` + chat history: ```{chat_history}``` + user input: ```{user_input}``` \ No newline at end of file diff --git a/example/discord/honcho-dspy-personas/langchain_prompts/state_labeling.yaml b/example/discord/honcho-dspy-personas/langchain_prompts/state_labeling.yaml new file mode 100644 index 0000000..c3dd8fb --- /dev/null +++ b/example/discord/honcho-dspy-personas/langchain_prompts/state_labeling.yaml @@ -0,0 +1,13 @@ +_type: prompt +input_variables: + ["state_commentary", "existing_states"] +template: > + Your job is to label the state the user might be in. Some people might be conducting research, exploring a interest, or just asking questions for general inquiry. + + commentary: ```{state_commentary}``` + Prior states, from oldest to most recent: ``` + {existing_states} + ```` + + Take into account the user's prior states when making your prediction. 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"85bddbf515ca00359d2b25db6dc48e2943a136e3b65a9ed8a9537ad79bfd4eec" diff --git a/example/discord/honcho-dspy-personas/pyproject.toml b/example/discord/honcho-dspy-personas/pyproject.toml new file mode 100644 index 0000000..6f2082b --- /dev/null +++ b/example/discord/honcho-dspy-personas/pyproject.toml @@ -0,0 +1,21 @@ +[tool.poetry] +name = "honcho-dspy-personas" +version = "0.1.0" +description = "" +authors = ["vintro "] +readme = "README.md" + +[tool.poetry.dependencies] +python = "^3.11" +honcho-ai = "^0.0.3" +dspy-ai = "^2.1.10" +python-dotenv = "^1.0.1" +langchain-core = "^0.1.23" +langchain-openai = "^0.0.6" +py-cord = "^2.4.1" +langsmith = "^0.1.3" + + +[build-system] +requires = ["poetry-core"] +build-backend = "poetry.core.masonry.api" diff --git a/example/discord/honcho-dspy-personas/response_metric.py b/example/discord/honcho-dspy-personas/response_metric.py new file mode 100644 index 0000000..1383c11 --- /dev/null +++ b/example/discord/honcho-dspy-personas/response_metric.py @@ -0,0 +1,33 @@ +import dspy + +gpt4T = dspy.OpenAI(model='gpt-4-1106-preview', max_tokens=1000, model_type='chat') + +class MessageResponseAssess(dspy.Signature): + """Assess the quality of a response along the specified dimension.""" + chat_input = dspy.InputField() + ai_response = dspy.InputField() + gold_response = dspy.InputField() + assessment_dimension = dspy.InputField() + assessment_answer = dspy.OutputField(desc="Good or not") + + +def metric(example, ai_response, trace=None): + """Assess the quality of a response along the specified dimension.""" + + assessment_dimension = example.assessment_dimension + chat_input = example.chat_input + gold_response = example.response + + with dspy.context(lm=gpt4T): + assessment_result = dspy.Predict(MessageResponseAssess)( + chat_input=chat_input, + ai_response=ai_response, + gold_response=gold_response, + assessment_dimension=assessment_dimension + ) + + is_positive = assessment_result.assessment_answer.lower() == 'good' + + gpt4T.inspect_history(n=3) + + return is_positive diff --git a/example/discord/honcho-fact-memory/.env.template b/example/discord/honcho-fact-memory/.env.template new file mode 100644 index 0000000..0aafc86 --- /dev/null +++ b/example/discord/honcho-fact-memory/.env.template @@ -0,0 +1,2 @@ +BOT_TOKEN= +OPENAI_API_KEY= \ No newline at end of file diff --git a/example/discord/honcho-fact-memory/.gitignore b/example/discord/honcho-fact-memory/.gitignore new file mode 100644 index 0000000..f133efa --- /dev/null +++ b/example/discord/honcho-fact-memory/.gitignore @@ -0,0 +1,5 @@ +.env + +.venv + +.DS_Store \ No newline at end of file diff --git a/example/discord/honcho-fact-memory/README.md b/example/discord/honcho-fact-memory/README.md new file mode 100644 index 0000000..3f1be85 --- /dev/null +++ b/example/discord/honcho-fact-memory/README.md @@ -0,0 +1,23 @@ +# Honcho Fact Memory + +This example contains code for a simple discord bot built with LangChain that's prompted to derive facts it can store from messages you input. It uses Honcho to organize the data storage on a per-user basis so we can code with user-focused mental model. + +## Initial Setup + +This project uses [Poetry](https://python-poetry.org/) for dependency and virtual environment management. Navigate to this folderand run the following commands: + +``` +poetry shell +poetry install +``` + +## Run the Bot + +By default, the bot will reference the hosted version of Honcho at https://demo.honcho.dev and store data there temorarily for up to 7 days. If you'd like to run Honcho locally, follow the instructions in the README at the root of this repository. + +Copy the `.env.template` file to a `.env` file and fill out the `BOT_TOKEN` and `OPENAI_API_KEY` values. To run the bot, use the following command: +``` +python bot.py +``` + +If you have any further questions, feel free to join our [Discord server](https://discord.gg/plasticlabs) and ask in the #honcho channel! diff --git a/example/discord/honcho-fact-memory/bot.py b/example/discord/honcho-fact-memory/bot.py new file mode 100644 index 0000000..7a20a72 --- /dev/null +++ b/example/discord/honcho-fact-memory/bot.py @@ -0,0 +1,85 @@ +import os +from uuid import uuid1 +import discord +from honcho import Client as HonchoClient +from chain import langchain_message_converter, LMChain + + +intents = discord.Intents.default() +intents.messages = True +intents.message_content = True +intents.members = True + +app_id = str(uuid1()) + +#honcho = HonchoClient(app_id=app_id, base_url="http://localhost:8000") # uncomment to use local +honcho = HonchoClient(app_id=app_id) # uses demo server at https://demo.honcho.dev + +bot = discord.Bot(intents=intents) + + +@bot.event +async def on_ready(): + print(f'We have logged in as {bot.user}') + +@bot.event +async def on_member_join(member): + await member.send( + f"*Hello {member.name}, welcome to the server! This is a demo bot built with Honcho,* " + "*implementing a naive version of the memory feature similar to what ChatGPT recently released.* " + "*To get started, just type a message in this channel and the bot will respond.* " + "*Over time, it will remember facts about you and use them to make the conversation more personal.* " + "*You can use the /restart command to restart the conversation at any time.* " + "*If you have any questions or feedback, feel free to ask in the #honcho channel.* " + "*Enjoy!*" + ) + + +@bot.event +async def on_message(message): + if message.author == bot.user or message.guild is not None: + return + + user_id = f"discord_{str(message.author.id)}" + location_id=str(message.channel.id) + + sessions = list(honcho.get_sessions_generator(user_id, location_id)) + try: + collection = honcho.get_collection(user_id=user_id, name="discord") + except Exception: + collection = honcho.create_collection(user_id=user_id, name="discord") + + if len(sessions) > 0: + session = sessions[0] + else: + session = honcho.create_session(user_id, location_id) + + history = list(session.get_messages_generator()) + chat_history = langchain_message_converter(history) + + inp = message.content + user_message = session.create_message(is_user=True, content=inp) + + async with message.channel.typing(): + response = await LMChain.chat( + chat_history=chat_history, + user_message=user_message, + session=session, + collection=collection, + input=inp + ) + await message.channel.send(response) + + session.create_message(is_user=False, content=response) + +@bot.slash_command(name = "restart", description = "Restart the Conversation") +async def restart(ctx): + user_id=f"discord_{str(ctx.author.id)}" + location_id=str(ctx.channel_id) + sessions = list(honcho.get_sessions_generator(user_id, location_id)) + sessions[0].close() if len(sessions) > 0 else None + + msg = "Great! The conversation has been restarted. What would you like to talk about?" + await ctx.respond(msg) + +bot.run(os.environ["BOT_TOKEN"]) diff --git a/example/discord/honcho-fact-memory/chain.py b/example/discord/honcho-fact-memory/chain.py new file mode 100644 index 0000000..a2b828b --- /dev/null +++ b/example/discord/honcho-fact-memory/chain.py @@ -0,0 +1,175 @@ +import os +from typing import List +from dotenv import load_dotenv +from langchain_openai import ChatOpenAI +from langchain_core.prompts import ChatPromptTemplate, SystemMessagePromptTemplate, load_prompt +from langchain_core.output_parsers import NumberedListOutputParser +from langchain_core.messages import AIMessage, HumanMessage + +from honcho import Collection, Session, Message + +load_dotenv() + +SYSTEM_DERIVE_FACTS = load_prompt(os.path.join(os.path.dirname(__file__), 'prompts/core/derive_facts.yaml')) +SYSTEM_INTROSPECTION = load_prompt(os.path.join(os.path.dirname(__file__), 'prompts/core/introspection.yaml')) +SYSTEM_RESPONSE = load_prompt(os.path.join(os.path.dirname(__file__), 'prompts/core/response.yaml')) +SYSTEM_CHECK_DUPS = load_prompt(os.path.join(os.path.dirname(__file__), 'prompts/utils/check_dup_facts.yaml')) + + +def langchain_message_converter(messages: List): + new_messages = [] + for message in messages: + if message.is_user: + new_messages.append(HumanMessage(content=message.content)) + else: + new_messages.append(AIMessage(content=message.content)) + return new_messages + + +class LMChain: + "Wrapper class for encapsulating the multiple different chains used" + output_parser = NumberedListOutputParser() + llm: ChatOpenAI = ChatOpenAI(model_name = "gpt-3.5-turbo") + system_derive_facts: SystemMessagePromptTemplate = SystemMessagePromptTemplate(prompt=SYSTEM_DERIVE_FACTS) + system_introspection: SystemMessagePromptTemplate = SystemMessagePromptTemplate(prompt=SYSTEM_INTROSPECTION) + system_response: SystemMessagePromptTemplate = SystemMessagePromptTemplate(prompt=SYSTEM_RESPONSE) + system_check_dups: SystemMessagePromptTemplate = SystemMessagePromptTemplate(prompt=SYSTEM_CHECK_DUPS) + + def __init__(self) -> None: + pass + + @classmethod + async def derive_facts(cls, chat_history: List, input: str): + """Derive facts from the user input""" + + # format prompt + fact_derivation = ChatPromptTemplate.from_messages([ + cls.system_derive_facts + ]) + + # LCEL + chain = fact_derivation | cls.llm + + # inference + response = await chain.ainvoke({ + "chat_history": [("user: " + message.content if isinstance(message, HumanMessage) else "ai: " + message.content) for message in chat_history], + "user_input": input + }) + + # parse output + facts = cls.output_parser.parse(response.content) + + print(f"DERIVED FACTS: {facts}") + + return facts + + @classmethod + async def check_dups(cls, user_message: Message, session: Session, collection: Collection, facts: List): + """Check that we're not storing duplicate facts""" + + # format prompt + check_duplication = ChatPromptTemplate.from_messages([ + cls.system_check_dups + ]) + + query = " ".join(facts) + result = collection.query(query=query, top_k=10) + existing_facts = [document.content for document in result] + + # LCEL + chain = check_duplication | cls.llm + + # inference + response = await chain.ainvoke({ + "existing_facts": existing_facts, + "facts": facts + }) + + # parse output + new_facts = cls.output_parser.parse(response.content) + + print(f"FILTERED FACTS: {new_facts}") + + # TODO: write to vector store + for fact in new_facts: + collection.create_document(content=fact) + + # add facts as metamessages + for fact in new_facts: + session.create_metamessage(message=user_message, metamessage_type="fact", content=fact) + + return + + + @classmethod + async def introspect(cls, user_message: Message, session: Session, chat_history: List, input:str): + """Generate questions about the user to use as retrieval over the fact store""" + + # format prompt + introspection_prompt = ChatPromptTemplate.from_messages([ + cls.system_introspection + ]) + + # LCEL + chain = introspection_prompt | cls.llm + + # inference + response = await chain.ainvoke({ + "chat_history": chat_history, + "user_input": input + }) + + # parse output + questions = cls.output_parser.parse(response.content) + + print(f"INTROSPECTED QUESTIONS: {questions}") + + # write questions as metamessages + for question in questions: + session.create_metamessage(message=user_message, metamessage_type="introspect", content=question) + + return questions + + + @classmethod + async def respond(cls, collection: Collection, chat_history: List, questions: List, input: str): + """Take the facts and chat history and generate a personalized response""" + + # format prompt + response_prompt = ChatPromptTemplate.from_messages([ + cls.system_response, + *chat_history, + HumanMessage(content=input) + ]) + + retrieved_facts = collection.query(query=questions, top_k=10) + retrieved_facts_content = [document.content for document in retrieved_facts] + + # LCEL + chain = response_prompt | cls.llm + + # inference + response = await chain.ainvoke({ + "facts": retrieved_facts_content, + }) + + return response.content + + @classmethod + async def chat(cls, chat_history: List, user_message: Message, session: Session, collection: Collection, input: str): + """Chat with the model""" + + facts = await cls.derive_facts(chat_history, input) + await cls.check_dups(user_message, session, collection, facts) if facts is not None else None + + # introspect + questions = await cls.introspect(user_message, session, chat_history, input) + + # respond + response = await cls.respond(collection, chat_history, questions, input) + + return response + + + + diff --git a/example/discord/honcho-fact-memory/poetry.lock b/example/discord/honcho-fact-memory/poetry.lock new file mode 100644 index 0000000..46acc45 --- /dev/null +++ b/example/discord/honcho-fact-memory/poetry.lock @@ -0,0 +1,1545 @@ +# This file is automatically 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b/example/discord/honcho-fact-memory/prompts/core/derive_facts.yaml @@ -0,0 +1,10 @@ +_type: prompt +input_variables: + ["chat_history", "user_input"] +template: > + You are tasked with deriving discrete facts about the user based on their input. The goal is to only extract absolute facts from the message, do not make inferences beyond the text provided. + + chat history: ```{chat_history}``` + user input: ```{user_input}``` + + Output the facts as a numbered list. \ No newline at end of file diff --git a/example/discord/honcho-fact-memory/prompts/core/introspection.yaml b/example/discord/honcho-fact-memory/prompts/core/introspection.yaml new file mode 100644 index 0000000..16c9ece --- /dev/null +++ b/example/discord/honcho-fact-memory/prompts/core/introspection.yaml @@ -0,0 +1,10 @@ +_type: prompt +input_variables: + ["chat_history", "user_input"] +template: > + Given the conversation history and user input, use your theory of mind skills to list out questions you'd like to know about the user in order to best respond to them. + + Chat history: ```{chat_history}``` + User input: ```{user_input}``` + + Output the questions as a numbered list. \ No newline at end of file diff --git a/example/discord/honcho-fact-memory/prompts/core/response.yaml b/example/discord/honcho-fact-memory/prompts/core/response.yaml new file mode 100644 index 0000000..4f8f394 --- /dev/null +++ b/example/discord/honcho-fact-memory/prompts/core/response.yaml @@ -0,0 +1,6 @@ +_type: prompt +input_variables: + ["facts"] +template: > + You are a helpful assistant. Craft a useful response based on the context provided in the conversation history and the facts we know about the user: + ```{facts}``` \ No newline at end of file diff --git a/example/discord/honcho-fact-memory/prompts/utils/check_dup_facts.yaml b/example/discord/honcho-fact-memory/prompts/utils/check_dup_facts.yaml new file mode 100644 index 0000000..ab79530 --- /dev/null +++ b/example/discord/honcho-fact-memory/prompts/utils/check_dup_facts.yaml @@ -0,0 +1,11 @@ +_type: prompt +input_variables: + ["existing_facts", "facts"] +template: > + Your job is to compare the following two lists and keep only unique items: + + Old: ```{existing_facts}``` + + New: ```{facts}``` + + Remove redundant information from the new list and output the remaining facts as a numbered list. If there's nothing to remove (i.e. the statements are sufficiently different), print "None". \ No newline at end of file diff --git a/example/discord/honcho-fact-memory/pyproject.toml b/example/discord/honcho-fact-memory/pyproject.toml new file mode 100644 index 0000000..f4c093e --- /dev/null +++ b/example/discord/honcho-fact-memory/pyproject.toml @@ -0,0 +1,21 @@ +[tool.poetry] +name = "honcho-fact-memory" +version = "0.1.0" +description = "" +authors = ["vintro "] +readme = "README.md" + +[tool.poetry.dependencies] +python = "^3.11" +langchain-core = "^0.1.23" +langchain-community = "^0.0.20" +openai = "^1.12.0" +py-cord = "^2.4.1" +python-dotenv = "^1.0.1" +langchain-openai = "^0.0.6" +honcho-ai = "0.0.3" + + +[build-system] +requires = ["poetry-core"] +build-backend = "poetry.core.masonry.api" diff --git a/example/discord/simple-roast-bot/README.md b/example/discord/simple-roast-bot/README.md index 90f8de2..4c6500b 100644 --- a/example/discord/simple-roast-bot/README.md +++ b/example/discord/simple-roast-bot/README.md @@ -39,4 +39,4 @@ If you're not running Honcho locally, you can run the bot with the following com python main.py ``` -If you are interested in running Honcho locally, follow the setup instructions at the root of this repo. \ No newline at end of file +If you are interested in running Honcho locally, follow the setup instructions at the root of this repo. diff --git a/sdk/CHANGELOG.md b/sdk/CHANGELOG.md index 1d8ecd5..54965e4 100644 --- a/sdk/CHANGELOG.md +++ b/sdk/CHANGELOG.md @@ -6,6 +6,21 @@ The format is based on [Keep a Changelog](http://keepachangelog.com/) and this project adheres to [Semantic Versioning](http://semver.org/). +## [0.0.3] — 2024-02-15 + +### Added + +* Collections table to reference a collection of embedding documents +* Documents table to hold vector embeddings for RAG workflows +* Local scripts for running a postgres database with pgvector installed +* OpenAI Dependency for embedding models +* PGvector dependency for vector db support + +### Changed + +* session_data is now metadata +* session_data is a JSON field used python `dict` for compatability + ## [0.0.2] — 2024-02-08 ### Added diff --git a/sdk/honcho/__init__.py b/sdk/honcho/__init__.py index e87b439..eda9003 100644 --- a/sdk/honcho/__init__.py +++ b/sdk/honcho/__init__.py @@ -1,4 +1,4 @@ -from .client import AsyncClient, AsyncSession, AsyncGetSessionPage, AsyncGetMessagePage, AsyncGetMetamessagePage -from .sync_client import Client, Session, GetSessionPage, GetMessagePage, GetMetamessagePage -from .schemas import Message, Metamessage +from .client import AsyncClient, AsyncSession, AsyncCollection, AsyncGetSessionPage, AsyncGetMessagePage, AsyncGetMetamessagePage, AsyncGetDocumentPage, AsyncGetCollectionPage +from .sync_client import Client, Session, Collection, GetSessionPage, GetMessagePage, GetMetamessagePage, GetDocumentPage, GetCollectionPage +from .schemas import Message, Metamessage, Document from .cache import LRUCache diff --git a/sdk/honcho/client.py b/sdk/honcho/client.py index c5a1373..6c8b17d 100644 --- a/sdk/honcho/client.py +++ b/sdk/honcho/client.py @@ -1,11 +1,13 @@ -import json import uuid -from typing import Dict, Optional +import datetime +from typing import Dict, Optional, List import httpx -from .schemas import Message, Metamessage +from .schemas import Message, Metamessage, Document + class AsyncGetPage: """Base class for receiving Paginated API results""" + def __init__(self, response: Dict) -> None: """Constructor for Page with relevant information about the results and pages @@ -16,18 +18,19 @@ def __init__(self, response: Dict) -> None: self.page = response["page"] self.page_size = response["size"] self.pages = response["pages"] - self.items =[] + self.items = [] async def next(self): """Shortcut method to Get the next page of results""" pass + class AsyncGetSessionPage(AsyncGetPage): """Paginated Results for Get Session Requests""" def __init__(self, client, options: Dict, response: Dict): """Constructor for Page Result from Session Get Request - + Args: client (AsyncClient): Honcho Client options (Dict): Options for the request used mainly for next() to filter queries. The two parameters available are user_id which is required and location_id which is optional @@ -37,6 +40,7 @@ def __init__(self, client, options: Dict, response: Dict): self.client = client self.user_id = options["user_id"] self.location_id = options["location_id"] + self.reverse = options["reverse"] self.items = [ AsyncSession( client=client, @@ -44,11 +48,12 @@ def __init__(self, client, options: Dict, response: Dict): user_id=session["user_id"], location_id=session["location_id"], is_active=session["is_active"], - session_data=session["session_data"], + metadata=session["metadata"], + created_at=session["created_at"], ) for session in response["items"] ] - + async def next(self): """Get the next page of results Returns: @@ -56,22 +61,30 @@ async def next(self): """ if self.page >= self.pages: return None - return await self.client.get_sessions(self.user_id, self.location_id, self.page + 1, self.page_size) + return await self.client.get_sessions( + user_id=self.user_id, + location_id=self.location_id, + page=(self.page + 1), + page_size=self.page_size, + reverse=self.reverse, + ) + class AsyncGetMessagePage(AsyncGetPage): """Paginated Results for Get Session Requests""" - def __init__(self, session, response: Dict): + def __init__(self, session, options, response: Dict): """Constructor for Page Result from Session Get Request - + Args: session (AsyncSession): Session the returned messages are associated with response (Dict): Response from API with pagination information """ super().__init__(response) self.session = session + self.reverse = options["reverse"] self.items = [ - Message( + Message( session_id=session.id, id=message["id"], is_user=message["is_user"], @@ -88,31 +101,36 @@ async def next(self): """ if self.page >= self.pages: return None - return await self.session.get_messages((self.page + 1), self.page_size) + return await self.session.get_messages( + (self.page + 1), self.page_size, self.reverse + ) + class AsyncGetMetamessagePage(AsyncGetPage): - def __init__(self, session, options: Dict, response: Dict) -> None: """Constructor for Page Result from Metamessage Get Request - + Args: session (AsyncSession): Session the returned messages are associated with - options (Dict): Options for the request used mainly for next() to filter queries. The two parameters available are message_id and metamessage_type which are both required + options (Dict): Options for the request used mainly for next() to filter queries. The two parameters available are message_id and metamessage_type which are both optional response (Dict): Response from API with pagination information """ super().__init__(response) self.session = session - self.message_id = options["message_id"] - self.metamessage_type = options["metamessage_type"] + self.message_id = options["message_id"] if "message_id" in options else None + self.metamessage_type = ( + options["metamessage_type"] if "metamessage_type" in options else None + ) + self.reverse = options["reverse"] self.items = [ - Metamessage( - id=metamessage["id"], - message_id=metamessage["message_id"], - metamessage_type=metamessage["metamessage_type"], - content=metamessage["content"], - created_at=metamessage["created_at"], - ) - for metamessage in response["items"] + Metamessage( + id=metamessage["id"], + message_id=metamessage["message_id"], + metamessage_type=metamessage["metamessage_type"], + content=metamessage["content"], + created_at=metamessage["created_at"], + ) + for metamessage in response["items"] ] async def next(self): @@ -122,8 +140,90 @@ async def next(self): """ if self.page >= self.pages: return None - return await self.session.get_metamessages(metamessage_type=self.metamessage_type, message=self.message_id, page=(self.page + 1), page_size=self.page_size) + return await self.session.get_metamessages( + metamessage_type=self.metamessage_type, + message=self.message_id, + page=(self.page + 1), + page_size=self.page_size, + reverse=self.reverse, + ) + + +class AsyncGetDocumentPage(AsyncGetPage): + """Paginated results for Get Document requests""" + + def __init__(self, collection, options, response: Dict) -> None: + """Constructor for Page Result from Document Get Request + + Args: + collection (AsyncCollection): Collection the returned documents are associated with + response (Dict): Response from API with pagination information + """ + super().__init__(response) + self.collection = collection + self.reverse = options["reverse"] + self.items = [ + Document( + id=document["id"], + collection_id=collection.id, + content=document["content"], + metadata=document["metadata"], + created_at=document["created_at"], + ) + for document in response["items"] + ] + + async def next(self): + """Get the next page of results + Returns: + AsyncGetDocumentPage | None: Next Page of Results or None if there are no more sessions to retreive from a query + """ + if self.page >= self.pages: + return None + return await self.collection.get_documents( + page=self.page + 1, page_size=self.page_size, reverse=self.reverse + ) + + +class AsyncGetCollectionPage(AsyncGetPage): + """Paginated results for Get Collection requests""" + + def __init__(self, client, options: Dict, response: Dict): + """Constructor for page result from Get Collection Request + + Args: + client (Async Client): Honcho Client + options (Dict): Options for the request used mainly for next() to filter queries. The only parameter available is user_id which is required + response (Dict): Response from API with pagination information + """ + super().__init__(response) + self.client = client + self.user_id = options["user_id"] + self.reverse = options["reverse"] + self.items = [ + AsyncCollection( + client=client, + id=collection["id"], + user_id=collection["user_id"], + name=collection["name"], + created_at=collection["created_at"], + ) + for collection in response["items"] + ] + async def next(self): + """Get the next page of results + Returns: + AsyncGetCollectionPage | None: Next Page of Results or None if there are no more sessions to retreive from a query + """ + if self.page >= self.pages: + return None + return await self.client.get_collections( + user_id=self.user_id, + page=self.page + 1, + page_size=self.page_size, + reverse=self.reverse, + ) class AsyncClient: @@ -132,7 +232,7 @@ class AsyncClient: def __init__(self, app_id: str, base_url: str = "https://demo.honcho.dev"): """Constructor for Client""" self.base_url = base_url # Base URL for the instance of the Honcho API - self.app_id = app_id # Representing ID of the client application + self.app_id = app_id # Representing ID of the client application self.client = httpx.AsyncClient() @property @@ -161,10 +261,18 @@ async def get_session(self, user_id: str, session_id: uuid.UUID): user_id=data["user_id"], location_id=data["location_id"], is_active=data["is_active"], - session_data=data["session_data"], + metadata=data["metadata"], + created_at=data["created_at"], ) - async def get_sessions(self, user_id: str, location_id: Optional[str] = None, page: int = 1, page_size: int = 50): + async def get_sessions( + self, + user_id: str, + location_id: Optional[str] = None, + page: int = 1, + page_size: int = 50, + reverse: bool = False, + ): """Return sessions associated with a user paginated Args: @@ -177,19 +285,22 @@ async def get_sessions(self, user_id: str, location_id: Optional[str] = None, pa AsyncGetSessionPage: Page or results for get_sessions query """ - url = f"{self.common_prefix}/users/{user_id}/sessions?page={page}&size={page_size}" + ( - f"&location_id={location_id}" if location_id else "" + url = ( + f"{self.common_prefix}/users/{user_id}/sessions?page={page}&size={page_size}&reverse={reverse}" + + (f"&location_id={location_id}" if location_id else "") ) response = await self.client.get(url) response.raise_for_status() data = response.json() - options = { - "location_id": location_id, - "user_id": user_id - } + options = {"location_id": location_id, "user_id": user_id, "reverse": reverse} return AsyncGetSessionPage(self, options, data) - async def get_sessions_generator(self, user_id: str, location_id: Optional[str] = None): + async def get_sessions_generator( + self, + user_id: str, + location_id: Optional[str] = None, + reverse: bool = False, + ): """Shortcut Generator for get_sessions. Generator to iterate through all sessions for a user in an app Args: @@ -202,7 +313,9 @@ async def get_sessions_generator(self, user_id: str, location_id: Optional[str] """ page = 1 page_size = 50 - get_session_response = await self.get_sessions(user_id, location_id, page, page_size) + get_session_response = await self.get_sessions( + user_id, location_id, page, page_size, reverse + ) while True: # get_session_response = self.get_sessions(user_id, location_id, page, page_size) for session in get_session_response.items: @@ -211,24 +324,24 @@ async def get_sessions_generator(self, user_id: str, location_id: Optional[str] new_sessions = await get_session_response.next() if not new_sessions: break - + get_session_response = new_sessions async def create_session( - self, user_id: str, location_id: str = "default", session_data: Dict = {} + self, user_id: str, location_id: str = "default", metadata: Dict = {} ): """Create a session for a user Args: user_id (str): The User ID representing the user, managed by the user location_id (str, optional): Optional Location ID representing the location of a session - session_data (Dict, optional): Optional session metadata + metadata (Dict, optional): Optional session metadata Returns: AsyncSession: The Session object of the new Session """ - data = {"location_id": location_id, "session_data": session_data} + data = {"location_id": location_id, "metadata": metadata} url = f"{self.common_prefix}/users/{user_id}/sessions" response = await self.client.post(url, json=data) response.raise_for_status() @@ -238,10 +351,110 @@ async def create_session( id=data["id"], user_id=user_id, location_id=location_id, - session_data=session_data, + metadata=metadata, is_active=data["is_active"], + created_at=data["created_at"], ) + async def create_collection( + self, + user_id: str, + name: str, + ): + """Create a collection for a user + + Args: + user_id (str): The User ID representing the user, managed by the user + name (str): unique name for the collection for the user + + Returns: + AsyncCollection: The Collection object of the new Collection + + """ + data = {"name": name} + url = f"{self.common_prefix}/users/{user_id}/collections" + response = await self.client.post(url, json=data) + response.raise_for_status() + data = response.json() + return AsyncCollection( + self, + id=data["id"], + user_id=user_id, + name=name, + created_at=data["created_at"], + ) + + async def get_collection(self, user_id: str, name: str): + """Get a specific collection for a user by name + + Args: + user_id (str): The User ID representing the user, managed by the user + name (str): The name of the collection to get + + Returns: + AsyncCollection: The Session object of the requested Session + + """ + url = f"{self.common_prefix}/users/{user_id}/collections/name/{name}" + response = await self.client.get(url) + response.raise_for_status() + data = response.json() + return AsyncCollection( + client=self, + id=data["id"], + user_id=data["user_id"], + name=data["name"], + created_at=data["created_at"], + ) + + async def get_collections( + self, user_id: str, page: int = 1, page_size: int = 50, reverse: bool = False + ): + """Return collections associated with a user paginated + + Args: + user_id (str): The User ID representing the user to get the collection for + page (int, optional): The page of results to return + page_size (int, optional): The number of results to return + reverse (bool): Whether to reverse the order of the results + + Returns: + AsyncGetCollectionPage: Page or results for get_collections query + + """ + url = f"{self.common_prefix}/users/{user_id}/collections/all?page={page}&size={page_size}&reverse={reverse}" + response = await self.client.get(url) + response.raise_for_status() + data = response.json() + options = {"user_id": user_id, "reverse": reverse} + return AsyncGetCollectionPage(self, options, data) + + async def get_collections_generator(self, user_id: str, reverse: bool = False): + """Shortcut Generator for get_sessions. Generator to iterate through all sessions for a user in an app + + Args: + user_id (str): The User ID representing the user, managed by the user + + Yields: + AsyncCollection: The Session object of the requested Session + + """ + page = 1 + page_size = 50 + get_collection_response = await self.get_collections( + user_id, page, page_size, reverse + ) + while True: + # get_collection_response = self.get_collections(user_id, location_id, page, page_size) + for collection in get_collection_response.items: + yield collection + + new_collections = await get_collection_response.next() + if not new_collections: + break + + get_collection_response = new_collections + class AsyncSession: """Represents a single session for a user in an app""" @@ -252,20 +465,20 @@ def __init__( id: uuid.UUID, user_id: str, location_id: str, - session_data: dict | str, + metadata: dict, is_active: bool, + created_at: datetime.datetime, ): """Constructor for Session""" - self.base_url = client.base_url - self.client = client.client - self.app_id = client.app_id - self.id = id - self.user_id = user_id - self.location_id = location_id - self.session_data = ( - session_data if isinstance(session_data, dict) else json.loads(session_data) - ) - self._is_active = is_active + self.base_url: str = client.base_url + self.client: httpx.AsyncClient = client.client + self.app_id: str = client.app_id + self.id: uuid.UUID = id + self.user_id: str = user_id + self.location_id: str = location_id + self.metadata: dict = metadata + self._is_active: bool = is_active + self.created_at: datetime.datetime = created_at @property def common_prefix(self): @@ -274,7 +487,7 @@ def common_prefix(self): def __str__(self): """String representation of Session""" - return f"AsyncSession(id={self.id}, app_id={self.app_id}, user_id={self.user_id}, location_id={self.location_id}, session_data={self.session_data}, is_active={self.is_active})" + return f"AsyncSession(id={self.id}, app_id={self.app_id}, user_id={self.user_id}, location_id={self.location_id}, metadata={self.metadata}, is_active={self.is_active})" @property def is_active(self): @@ -299,7 +512,13 @@ async def create_message(self, is_user: bool, content: str): response = await self.client.post(url, json=data) response.raise_for_status() data = response.json() - return Message(session_id=self.id, id=data["id"], is_user=is_user, content=content, created_at=data["created_at"]) + return Message( + session_id=self.id, + id=data["id"], + is_user=is_user, + content=content, + created_at=data["created_at"], + ) async def get_message(self, message_id: uuid.UUID) -> Message: """Get a specific message for a session based on ID @@ -315,26 +534,36 @@ async def get_message(self, message_id: uuid.UUID) -> Message: response = await self.client.get(url) response.raise_for_status() data = response.json() - return Message(session_id=self.id, id=data["id"], is_user=data["is_user"], content=data["content"], created_at=data["created_at"]) + return Message( + session_id=self.id, + id=data["id"], + is_user=data["is_user"], + content=data["content"], + created_at=data["created_at"], + ) - async def get_messages(self, page: int = 1, page_size: int = 50) -> AsyncGetMessagePage: + async def get_messages( + self, page: int = 1, page_size: int = 50, reverse: bool = False + ) -> AsyncGetMessagePage: """Get all messages for a session Args: page (int, optional): The page of results to return page_size (int, optional): The number of results to return per page + reverse (bool): Whether to reverse the order of the results Returns: AsyncGetMessagePage: Page of Message objects """ - url = f"{self.common_prefix}/users/{self.user_id}/sessions/{self.id}/messages?page={page}&size={page_size}" + url = f"{self.common_prefix}/users/{self.user_id}/sessions/{self.id}/messages?page={page}&size={page_size}&reverse={reverse}" response = await self.client.get(url) response.raise_for_status() data = response.json() - return AsyncGetMessagePage(self, data) - - async def get_messages_generator(self): + options = {"reverse": reverse} + return AsyncGetMessagePage(self, options, data) + + async def get_messages_generator(self, reverse: bool = False): """Shortcut Generator for get_messages. Generator to iterate through all messages for a session in an app Yields: @@ -343,7 +572,7 @@ async def get_messages_generator(self): """ page = 1 page_size = 50 - get_messages_page= await self.get_messages(page, page_size) + get_messages_page = await self.get_messages(page, page_size, reverse) while True: # get_session_response = self.get_sessions(user_id, location_id, page, page_size) for message in get_messages_page.items: @@ -352,15 +581,17 @@ async def get_messages_generator(self): new_messages = await get_messages_page.next() if not new_messages: break - + get_messages_page = new_messages - async def create_metamessage(self, message: Message, metamessage_type: str, content: str): + async def create_metamessage( + self, message: Message, metamessage_type: str, content: str + ): """Adds a metamessage to a session and links it to a specific message Args: message (Message): A message to associate the metamessage with - metamessage_type (str): The type of the metamessage arbitrary itentifier + metamessage_type (str): The type of the metamessage arbitrary identifier content (str): The content of the metamessage Returns: @@ -369,13 +600,24 @@ async def create_metamessage(self, message: Message, metamessage_type: str, cont """ if not self.is_active: raise Exception("Session is inactive") - data = {"metamessage_type": metamessage_type, "content": content, "message_id": message.id} - url = f"{self.common_prefix}/users/{self.user_id}/sessions/{self.id}/metamessages" + data = { + "metamessage_type": metamessage_type, + "content": content, + "message_id": message.id, + } + url = ( + f"{self.common_prefix}/users/{self.user_id}/sessions/{self.id}/metamessages" + ) response = await self.client.post(url, json=data) response.raise_for_status() data = response.json() - return Metamessage(id=data["id"], message_id=message.id, metamessage_type=metamessage_type, content=content, created_at=data["created_at"]) - + return Metamessage( + id=data["id"], + message_id=message.id, + metamessage_type=metamessage_type, + content=content, + created_at=data["created_at"], + ) async def get_metamessage(self, metamessage_id: uuid.UUID) -> Metamessage: """Get a specific metamessage @@ -391,9 +633,22 @@ async def get_metamessage(self, metamessage_id: uuid.UUID) -> Metamessage: response = await self.client.get(url) response.raise_for_status() data = response.json() - return Metamessage(id=data["id"], message_id=data["message_id"], metamessage_type=data["metamessage_type"], content=data["content"], created_at=data["created_at"]) + return Metamessage( + id=data["id"], + message_id=data["message_id"], + metamessage_type=data["metamessage_type"], + content=data["content"], + created_at=data["created_at"], + ) - async def get_metamessages(self, metamessage_type: Optional[str] = None, message: Optional[Message] = None, page: int = 1, page_size: int = 50) -> AsyncGetMetamessagePage: + async def get_metamessages( + self, + metamessage_type: Optional[str] = None, + message: Optional[Message] = None, + page: int = 1, + page_size: int = 50, + reverse: bool = False, + ) -> AsyncGetMetamessagePage: """Get all messages for a session Args: @@ -404,7 +659,7 @@ async def get_metamessages(self, metamessage_type: Optional[str] = None, message list[Dict]: List of Message objects """ - url = f"{self.common_prefix}/users/{self.user_id}/sessions/{self.id}/metamessages?page={page}&size={page_size}" + url = f"{self.common_prefix}/users/{self.user_id}/sessions/{self.id}/metamessages?page={page}&size={page_size}&reverse={reverse}" if metamessage_type: url += f"&metamessage_type={metamessage_type}" if message: @@ -413,12 +668,18 @@ async def get_metamessages(self, metamessage_type: Optional[str] = None, message response.raise_for_status() data = response.json() options = { - "metamessage_type": metamessage_type, - "message_id": message.id if message else None - } + "metamessage_type": metamessage_type, + "message_id": message.id if message else None, + "reverse": reverse, + } return AsyncGetMetamessagePage(self, options, data) - - async def get_metamessages_generator(self, metamessage_type: Optional[str] = None, message: Optional[Message] = None): + + async def get_metamessages_generator( + self, + metamessage_type: Optional[str] = None, + message: Optional[Message] = None, + reverse: bool = False, + ): """Shortcut Generator for get_metamessages. Generator to iterate through all metamessages for a session in an app Args: @@ -431,34 +692,37 @@ async def get_metamessages_generator(self, metamessage_type: Optional[str] = Non """ page = 1 page_size = 50 - get_metamessages_page = await self.get_metamessages(metamessage_type=metamessage_type, message=message, page=page, page_size=page_size) + get_metamessages_page = await self.get_metamessages( + metamessage_type=metamessage_type, + message=message, + page=page, + page_size=page_size, + reverse=reverse, + ) while True: - # get_session_response = self.get_sessions(user_id, location_id, page, page_size) for metamessage in get_metamessages_page.items: yield metamessage new_messages = await get_metamessages_page.next() if not new_messages: break - + get_metamessages_page = new_messages - - async def update(self, session_data: Dict): - """Update the session_data of a session + async def update(self, metadata: Dict): + """Update the metadata of a session Args: - session_data (Dict): The Session object containing any new session_data - + metadata (Dict): The Session object containing any new metadata Returns: boolean: Whether the session was successfully updated """ - info = {"session_data": session_data} + info = {"metadata": metadata} url = f"{self.common_prefix}/users/{self.user_id}/sessions/{self.id}" response = await self.client.put(url, json=info) success = response.status_code < 400 - self.session_data = session_data + self.metadata = metadata return success async def close(self): @@ -468,3 +732,210 @@ async def close(self): response.raise_for_status() self._is_active = False + +class AsyncCollection: + """Represents a single collection for a user in an app""" + + def __init__( + self, + client: AsyncClient, + id: uuid.UUID, + user_id: str, + name: str, + created_at: datetime.datetime, + ): + """Constructor for Collection""" + self.base_url: str = client.base_url + self.client: httpx.AsyncClient = client.client + self.app_id: str = client.app_id + self.id: uuid.UUID = id + self.user_id: str = user_id + self.name: str = name + self.created_at: datetime.datetime = created_at + + @property + def common_prefix(self): + """Shortcut for common API prefix. made a property to prevent tampering""" + return f"{self.base_url}/apps/{self.app_id}" + + def __str__(self): + """String representation of Collection""" + return f"AsyncCollection(id={self.id}, app_id={self.app_id}, user_id={self.user_id}, name={self.name}, created_at={self.created_at})" + + async def update(self, name: str): + """Update the name of the collection + + Args: + name (str): The new name of the document + + Returns: + boolean: Whether the session was successfully updated + """ + info = {"name": name} + url = f"{self.common_prefix}/users/{self.user_id}/collections/{self.id}" + response = await self.client.put(url, json=info) + response.raise_for_status() + success = response.status_code < 400 + self.name = name + return success + + async def delete(self): + """Delete a collection and all associated documents""" + url = f"{self.common_prefix}/users/{self.user_id}/collections/{self.id}" + response = await self.client.delete(url) + response.raise_for_status() + + async def create_document(self, content: str, metadata: Dict = {}): + """Adds a document to the collection + + Args: + content (str): The content of the document + metadata (Dict): The metadata of the document + + Returns: + Document: The Document object of the added document + + """ + data = {"metadata": metadata, "content": content} + url = ( + f"{self.common_prefix}/users/{self.user_id}/collections/{self.id}/documents" + ) + response = await self.client.post(url, json=data) + response.raise_for_status() + data = response.json() + return Document( + collection_id=self.id, + id=data["id"], + metadata=metadata, + content=content, + created_at=data["created_at"], + ) + + async def get_document(self, document_id: uuid.UUID) -> Document: + """Get a specific document for a collection based on ID + + Args: + document_id (uuid.UUID): The ID of the Document to retrieve + + Returns: + Document: The Document object + + """ + url = f"{self.common_prefix}/users/{self.user_id}/collections/{self.id}/documents/{document_id}" + response = await self.client.get(url) + response.raise_for_status() + data = response.json() + return Document( + collection_id=self.id, + id=data["id"], + metadata=data["metadata"], + content=data["content"], + created_at=data["created_at"], + ) + + async def get_documents( + self, page: int = 1, page_size: int = 50, reverse: bool = False + ) -> AsyncGetDocumentPage: + """Get all documents for a collection + + Args: + page (int, optional): The page of results to return + page_size (int, optional): The number of results to return per page + + Returns: + AsyncGetDocumentPage: Page of Document objects + + """ + url = f"{self.common_prefix}/users/{self.user_id}/collections/{self.id}/documents?page={page}&size={page_size}&reverse={reverse}" + response = await self.client.get(url) + response.raise_for_status() + data = response.json() + options = {"reverse": reverse} + return AsyncGetDocumentPage(self, options, data) + + async def get_documents_generator(self, reverse: bool = False): + """Shortcut Generator for get_documents. Generator to iterate through all documents for a collection in an app + + Yields: + Document: The Document object of the next Document + + """ + page = 1 + page_size = 50 + get_documents_page = await self.get_documents(page, page_size, reverse) + while True: + for document in get_documents_page.items: + yield document + + new_documents = await get_documents_page.next() + if not new_documents: + break + + get_documents_page = new_documents + + async def query(self, query: str, top_k: int = 5) -> List[Document]: + """query the documents by cosine distance + Args: + query (str): The query string to compare other embeddings too + top_k (int, optional): The number of results to return. Defaults to 5 max 50 + + Returns: + List[Document]: The response from the query with matching documents + """ + url = f"{self.common_prefix}/users/{self.user_id}/collections/{self.id}/query?query={query}&top_k={top_k}" + response = await self.client.get(url) + response.raise_for_status() + data = [ + Document( + collection_id=self.id, + content=document["content"], + id=document["id"], + created_at=document["created_at"], + metadata=document["metadata"], + ) + for document in response.json() + ] + return data + + async def update_document( + self, document: Document, content: Optional[str], metadata: Optional[Dict] + ) -> Document: + """Update a document in the collection + + Args: + document (Document): The Document to update + metadata (Dict): The metadata of the document + content (str): The content of the document + + Returns: + Document: The newly updated Document + """ + if metadata is None and content is None: + raise ValueError("metadata and content cannot both be None") + data = {"metadata": metadata, "content": content} + url = f"{self.common_prefix}/users/{self.user_id}/collections/{self.id}/documents/{document.id}" + response = await self.client.put(url, json=data) + response.raise_for_status() + data = response.json() + return Document( + data["id"], + metadata=data["metadata"], + content=data["content"], + created_at=data["created_at"], + collection_id=data["collection_id"], + ) + + async def delete_document(self, document: Document) -> bool: + """Delete a document from the collection + + Args: + document (Document): The Document to delete + + Returns: + boolean: Whether the document was successfully deleted + """ + url = f"{self.common_prefix}/users/{self.user_id}/collections/{self.id}/documents/{document.id}" + response = await self.client.delete(url) + response.raise_for_status() + success = response.status_code < 400 + return success diff --git a/sdk/honcho/schemas.py b/sdk/honcho/schemas.py index d2970c9..b5f74d2 100644 --- a/sdk/honcho/schemas.py +++ b/sdk/honcho/schemas.py @@ -24,3 +24,16 @@ def __init__(self, id: uuid.UUID, message_id: uuid.UUID, metamessage_type: str, def __str__(self): return f"Metamessage(id={self.id}, message_id={self.message_id}, metamessage_type={self.metamessage_type}, content={self.content})" + +class Document: + def __init__(self, id: uuid.UUID, collection_id: uuid.UUID, content: str, metadata: dict, created_at: datetime.datetime): + """Constructor for Document""" + self.collection_id = collection_id + self.id = id + self.content = content + self.metadata = metadata + self.created_at = created_at + + def __str__(self) -> str: + return f"Document(id={self.id}, metadata={self.metadata}, content={self.content}, created_at={self.created_at})" + diff --git a/sdk/honcho/sync_client.py b/sdk/honcho/sync_client.py index 2adc4e4..5606bb6 100644 --- a/sdk/honcho/sync_client.py +++ b/sdk/honcho/sync_client.py @@ -1,11 +1,13 @@ -import json import uuid -from typing import Dict, Optional +import datetime +from typing import Dict, Optional, List import httpx -from .schemas import Message, Metamessage +from .schemas import Message, Metamessage, Document + class GetPage: """Base class for receiving Paginated API results""" + def __init__(self, response: Dict) -> None: """Constructor for Page with relevant information about the results and pages @@ -16,18 +18,19 @@ def __init__(self, response: Dict) -> None: self.page = response["page"] self.page_size = response["size"] self.pages = response["pages"] - self.items =[] + self.items = [] def next(self): """Shortcut method to Get the next page of results""" pass + class GetSessionPage(GetPage): """Paginated Results for Get Session Requests""" def __init__(self, client, options: Dict, response: Dict): """Constructor for Page Result from Session Get Request - + Args: client (Client): Honcho Client options (Dict): Options for the request used mainly for next() to filter queries. The two parameters available are user_id which is required and location_id which is optional @@ -37,6 +40,7 @@ def __init__(self, client, options: Dict, response: Dict): self.client = client self.user_id = options["user_id"] self.location_id = options["location_id"] + self.reverse = options["reverse"] self.items = [ Session( client=client, @@ -44,11 +48,12 @@ def __init__(self, client, options: Dict, response: Dict): user_id=session["user_id"], location_id=session["location_id"], is_active=session["is_active"], - session_data=session["session_data"], + metadata=session["metadata"], + created_at=session["created_at"], ) for session in response["items"] ] - + def next(self): """Get the next page of results Returns: @@ -56,22 +61,30 @@ def next(self): """ if self.page >= self.pages: return None - return self.client.get_sessions(self.user_id, self.location_id, self.page + 1, self.page_size) + return self.client.get_sessions( + user_id=self.user_id, + location_id=self.location_id, + page=(self.page + 1), + page_size=self.page_size, + reverse=self.reverse, + ) + class GetMessagePage(GetPage): """Paginated Results for Get Session Requests""" - def __init__(self, session, response: Dict): + def __init__(self, session, options, response: Dict): """Constructor for Page Result from Session Get Request - + Args: session (Session): Session the returned messages are associated with response (Dict): Response from API with pagination information """ super().__init__(response) self.session = session + self.reverse = options["reverse"] self.items = [ - Message( + Message( session_id=session.id, id=message["id"], is_user=message["is_user"], @@ -88,31 +101,36 @@ def next(self): """ if self.page >= self.pages: return None - return self.session.get_messages((self.page + 1), self.page_size) + return self.session.get_messages( + (self.page + 1), self.page_size, self.reverse + ) + class GetMetamessagePage(GetPage): - def __init__(self, session, options: Dict, response: Dict) -> None: """Constructor for Page Result from Metamessage Get Request - + Args: session (Session): Session the returned messages are associated with - options (Dict): Options for the request used mainly for next() to filter queries. The two parameters available are message_id and metamessage_type which are both required + options (Dict): Options for the request used mainly for next() to filter queries. The two parameters available are message_id and metamessage_type which are both optional response (Dict): Response from API with pagination information """ super().__init__(response) self.session = session - self.message_id = options["message_id"] - self.metamessage_type = options["metamessage_type"] + self.message_id = options["message_id"] if "message_id" in options else None + self.metamessage_type = ( + options["metamessage_type"] if "metamessage_type" in options else None + ) + self.reverse = options["reverse"] self.items = [ - Metamessage( - id=metamessage["id"], - message_id=metamessage["message_id"], - metamessage_type=metamessage["metamessage_type"], - content=metamessage["content"], - created_at=metamessage["created_at"], - ) - for metamessage in response["items"] + Metamessage( + id=metamessage["id"], + message_id=metamessage["message_id"], + metamessage_type=metamessage["metamessage_type"], + content=metamessage["content"], + created_at=metamessage["created_at"], + ) + for metamessage in response["items"] ] def next(self): @@ -122,8 +140,90 @@ def next(self): """ if self.page >= self.pages: return None - return self.session.get_metamessages(metamessage_type=self.metamessage_type, message=self.message_id, page=(self.page + 1), page_size=self.page_size) + return self.session.get_metamessages( + metamessage_type=self.metamessage_type, + message=self.message_id, + page=(self.page + 1), + page_size=self.page_size, + reverse=self.reverse, + ) + + +class GetDocumentPage(GetPage): + """Paginated results for Get Document requests""" + + def __init__(self, collection, options, response: Dict) -> None: + """Constructor for Page Result from Document Get Request + + Args: + collection (Collection): Collection the returned documents are associated with + response (Dict): Response from API with pagination information + """ + super().__init__(response) + self.collection = collection + self.reverse = options["reverse"] + self.items = [ + Document( + id=document["id"], + collection_id=collection.id, + content=document["content"], + metadata=document["metadata"], + created_at=document["created_at"], + ) + for document in response["items"] + ] + + def next(self): + """Get the next page of results + Returns: + GetDocumentPage | None: Next Page of Results or None if there are no more sessions to retreive from a query + """ + if self.page >= self.pages: + return None + return self.collection.get_documents( + page=self.page + 1, page_size=self.page_size, reverse=self.reverse + ) + + +class GetCollectionPage(GetPage): + """Paginated results for Get Collection requests""" + + def __init__(self, client, options: Dict, response: Dict): + """Constructor for page result from Get Collection Request + + Args: + client ( Client): Honcho Client + options (Dict): Options for the request used mainly for next() to filter queries. The only parameter available is user_id which is required + response (Dict): Response from API with pagination information + """ + super().__init__(response) + self.client = client + self.user_id = options["user_id"] + self.reverse = options["reverse"] + self.items = [ + Collection( + client=client, + id=collection["id"], + user_id=collection["user_id"], + name=collection["name"], + created_at=collection["created_at"], + ) + for collection in response["items"] + ] + def next(self): + """Get the next page of results + Returns: + GetCollectionPage | None: Next Page of Results or None if there are no more sessions to retreive from a query + """ + if self.page >= self.pages: + return None + return self.client.get_collections( + user_id=self.user_id, + page=self.page + 1, + page_size=self.page_size, + reverse=self.reverse, + ) class Client: @@ -132,7 +232,7 @@ class Client: def __init__(self, app_id: str, base_url: str = "https://demo.honcho.dev"): """Constructor for Client""" self.base_url = base_url # Base URL for the instance of the Honcho API - self.app_id = app_id # Representing ID of the client application + self.app_id = app_id # Representing ID of the client application self.client = httpx.Client() @property @@ -161,10 +261,18 @@ def get_session(self, user_id: str, session_id: uuid.UUID): user_id=data["user_id"], location_id=data["location_id"], is_active=data["is_active"], - session_data=data["session_data"], + metadata=data["metadata"], + created_at=data["created_at"], ) - def get_sessions(self, user_id: str, location_id: Optional[str] = None, page: int = 1, page_size: int = 50): + def get_sessions( + self, + user_id: str, + location_id: Optional[str] = None, + page: int = 1, + page_size: int = 50, + reverse: bool = False, + ): """Return sessions associated with a user paginated Args: @@ -177,19 +285,22 @@ def get_sessions(self, user_id: str, location_id: Optional[str] = None, page: in GetSessionPage: Page or results for get_sessions query """ - url = f"{self.common_prefix}/users/{user_id}/sessions?page={page}&size={page_size}" + ( - f"&location_id={location_id}" if location_id else "" + url = ( + f"{self.common_prefix}/users/{user_id}/sessions?page={page}&size={page_size}&reverse={reverse}" + + (f"&location_id={location_id}" if location_id else "") ) response = self.client.get(url) response.raise_for_status() data = response.json() - options = { - "location_id": location_id, - "user_id": user_id - } + options = {"location_id": location_id, "user_id": user_id, "reverse": reverse} return GetSessionPage(self, options, data) - def get_sessions_generator(self, user_id: str, location_id: Optional[str] = None): + def get_sessions_generator( + self, + user_id: str, + location_id: Optional[str] = None, + reverse: bool = False, + ): """Shortcut Generator for get_sessions. Generator to iterate through all sessions for a user in an app Args: @@ -202,7 +313,9 @@ def get_sessions_generator(self, user_id: str, location_id: Optional[str] = None """ page = 1 page_size = 50 - get_session_response = self.get_sessions(user_id, location_id, page, page_size) + get_session_response = self.get_sessions( + user_id, location_id, page, page_size, reverse + ) while True: # get_session_response = self.get_sessions(user_id, location_id, page, page_size) for session in get_session_response.items: @@ -211,24 +324,24 @@ def get_sessions_generator(self, user_id: str, location_id: Optional[str] = None new_sessions = get_session_response.next() if not new_sessions: break - + get_session_response = new_sessions def create_session( - self, user_id: str, location_id: str = "default", session_data: Dict = {} + self, user_id: str, location_id: str = "default", metadata: Dict = {} ): """Create a session for a user Args: user_id (str): The User ID representing the user, managed by the user location_id (str, optional): Optional Location ID representing the location of a session - session_data (Dict, optional): Optional session metadata + metadata (Dict, optional): Optional session metadata Returns: Session: The Session object of the new Session """ - data = {"location_id": location_id, "session_data": session_data} + data = {"location_id": location_id, "metadata": metadata} url = f"{self.common_prefix}/users/{user_id}/sessions" response = self.client.post(url, json=data) response.raise_for_status() @@ -238,10 +351,110 @@ def create_session( id=data["id"], user_id=user_id, location_id=location_id, - session_data=session_data, + metadata=metadata, is_active=data["is_active"], + created_at=data["created_at"], ) + def create_collection( + self, + user_id: str, + name: str, + ): + """Create a collection for a user + + Args: + user_id (str): The User ID representing the user, managed by the user + name (str): unique name for the collection for the user + + Returns: + Collection: The Collection object of the new Collection + + """ + data = {"name": name} + url = f"{self.common_prefix}/users/{user_id}/collections" + response = self.client.post(url, json=data) + response.raise_for_status() + data = response.json() + return Collection( + self, + id=data["id"], + user_id=user_id, + name=name, + created_at=data["created_at"], + ) + + def get_collection(self, user_id: str, name: str): + """Get a specific collection for a user by name + + Args: + user_id (str): The User ID representing the user, managed by the user + name (str): The name of the collection to get + + Returns: + Collection: The Session object of the requested Session + + """ + url = f"{self.common_prefix}/users/{user_id}/collections/name/{name}" + response = self.client.get(url) + response.raise_for_status() + data = response.json() + return Collection( + client=self, + id=data["id"], + user_id=data["user_id"], + name=data["name"], + created_at=data["created_at"], + ) + + def get_collections( + self, user_id: str, page: int = 1, page_size: int = 50, reverse: bool = False + ): + """Return collections associated with a user paginated + + Args: + user_id (str): The User ID representing the user to get the collection for + page (int, optional): The page of results to return + page_size (int, optional): The number of results to return + reverse (bool): Whether to reverse the order of the results + + Returns: + GetCollectionPage: Page or results for get_collections query + + """ + url = f"{self.common_prefix}/users/{user_id}/collections/all?page={page}&size={page_size}&reverse={reverse}" + response = self.client.get(url) + response.raise_for_status() + data = response.json() + options = {"user_id": user_id, "reverse": reverse} + return GetCollectionPage(self, options, data) + + def get_collections_generator(self, user_id: str, reverse: bool = False): + """Shortcut Generator for get_sessions. Generator to iterate through all sessions for a user in an app + + Args: + user_id (str): The User ID representing the user, managed by the user + + Yields: + Collection: The Session object of the requested Session + + """ + page = 1 + page_size = 50 + get_collection_response = self.get_collections( + user_id, page, page_size, reverse + ) + while True: + # get_collection_response = self.get_collections(user_id, location_id, page, page_size) + for collection in get_collection_response.items: + yield collection + + new_collections = get_collection_response.next() + if not new_collections: + break + + get_collection_response = new_collections + class Session: """Represents a single session for a user in an app""" @@ -252,20 +465,20 @@ def __init__( id: uuid.UUID, user_id: str, location_id: str, - session_data: dict | str, + metadata: dict, is_active: bool, + created_at: datetime.datetime, ): """Constructor for Session""" - self.base_url = client.base_url - self.client = client.client - self.app_id = client.app_id - self.id = id - self.user_id = user_id - self.location_id = location_id - self.session_data = ( - session_data if isinstance(session_data, dict) else json.loads(session_data) - ) - self._is_active = is_active + self.base_url: str = client.base_url + self.client: httpx.Client = client.client + self.app_id: str = client.app_id + self.id: uuid.UUID = id + self.user_id: str = user_id + self.location_id: str = location_id + self.metadata: dict = metadata + self._is_active: bool = is_active + self.created_at: datetime.datetime = created_at @property def common_prefix(self): @@ -274,7 +487,7 @@ def common_prefix(self): def __str__(self): """String representation of Session""" - return f"Session(id={self.id}, app_id={self.app_id}, user_id={self.user_id}, location_id={self.location_id}, session_data={self.session_data}, is_active={self.is_active})" + return f"Session(id={self.id}, app_id={self.app_id}, user_id={self.user_id}, location_id={self.location_id}, metadata={self.metadata}, is_active={self.is_active})" @property def is_active(self): @@ -299,7 +512,13 @@ def create_message(self, is_user: bool, content: str): response = self.client.post(url, json=data) response.raise_for_status() data = response.json() - return Message(session_id=self.id, id=data["id"], is_user=is_user, content=content, created_at=data["created_at"]) + return Message( + session_id=self.id, + id=data["id"], + is_user=is_user, + content=content, + created_at=data["created_at"], + ) def get_message(self, message_id: uuid.UUID) -> Message: """Get a specific message for a session based on ID @@ -315,26 +534,36 @@ def get_message(self, message_id: uuid.UUID) -> Message: response = self.client.get(url) response.raise_for_status() data = response.json() - return Message(session_id=self.id, id=data["id"], is_user=data["is_user"], content=data["content"], created_at=data["created_at"]) + return Message( + session_id=self.id, + id=data["id"], + is_user=data["is_user"], + content=data["content"], + created_at=data["created_at"], + ) - def get_messages(self, page: int = 1, page_size: int = 50) -> GetMessagePage: + def get_messages( + self, page: int = 1, page_size: int = 50, reverse: bool = False + ) -> GetMessagePage: """Get all messages for a session Args: page (int, optional): The page of results to return page_size (int, optional): The number of results to return per page + reverse (bool): Whether to reverse the order of the results Returns: GetMessagePage: Page of Message objects """ - url = f"{self.common_prefix}/users/{self.user_id}/sessions/{self.id}/messages?page={page}&size={page_size}" + url = f"{self.common_prefix}/users/{self.user_id}/sessions/{self.id}/messages?page={page}&size={page_size}&reverse={reverse}" response = self.client.get(url) response.raise_for_status() data = response.json() - return GetMessagePage(self, data) - - def get_messages_generator(self): + options = {"reverse": reverse} + return GetMessagePage(self, options, data) + + def get_messages_generator(self, reverse: bool = False): """Shortcut Generator for get_messages. Generator to iterate through all messages for a session in an app Yields: @@ -343,7 +572,7 @@ def get_messages_generator(self): """ page = 1 page_size = 50 - get_messages_page= self.get_messages(page, page_size) + get_messages_page = self.get_messages(page, page_size, reverse) while True: # get_session_response = self.get_sessions(user_id, location_id, page, page_size) for message in get_messages_page.items: @@ -352,15 +581,17 @@ def get_messages_generator(self): new_messages = get_messages_page.next() if not new_messages: break - + get_messages_page = new_messages - def create_metamessage(self, message: Message, metamessage_type: str, content: str): + def create_metamessage( + self, message: Message, metamessage_type: str, content: str + ): """Adds a metamessage to a session and links it to a specific message Args: message (Message): A message to associate the metamessage with - metamessage_type (str): The type of the metamessage arbitrary itentifier + metamessage_type (str): The type of the metamessage arbitrary identifier content (str): The content of the metamessage Returns: @@ -369,13 +600,24 @@ def create_metamessage(self, message: Message, metamessage_type: str, content: s """ if not self.is_active: raise Exception("Session is inactive") - data = {"metamessage_type": metamessage_type, "content": content, "message_id": message.id} - url = f"{self.common_prefix}/users/{self.user_id}/sessions/{self.id}/metamessages" + data = { + "metamessage_type": metamessage_type, + "content": content, + "message_id": message.id, + } + url = ( + f"{self.common_prefix}/users/{self.user_id}/sessions/{self.id}/metamessages" + ) response = self.client.post(url, json=data) response.raise_for_status() data = response.json() - return Metamessage(id=data["id"], message_id=message.id, metamessage_type=metamessage_type, content=content, created_at=data["created_at"]) - + return Metamessage( + id=data["id"], + message_id=message.id, + metamessage_type=metamessage_type, + content=content, + created_at=data["created_at"], + ) def get_metamessage(self, metamessage_id: uuid.UUID) -> Metamessage: """Get a specific metamessage @@ -391,9 +633,22 @@ def get_metamessage(self, metamessage_id: uuid.UUID) -> Metamessage: response = self.client.get(url) response.raise_for_status() data = response.json() - return Metamessage(id=data["id"], message_id=data["message_id"], metamessage_type=data["metamessage_type"], content=data["content"], created_at=data["created_at"]) + return Metamessage( + id=data["id"], + message_id=data["message_id"], + metamessage_type=data["metamessage_type"], + content=data["content"], + created_at=data["created_at"], + ) - def get_metamessages(self, metamessage_type: Optional[str] = None, message: Optional[Message] = None, page: int = 1, page_size: int = 50) -> GetMetamessagePage: + def get_metamessages( + self, + metamessage_type: Optional[str] = None, + message: Optional[Message] = None, + page: int = 1, + page_size: int = 50, + reverse: bool = False, + ) -> GetMetamessagePage: """Get all messages for a session Args: @@ -404,7 +659,7 @@ def get_metamessages(self, metamessage_type: Optional[str] = None, message: Opti list[Dict]: List of Message objects """ - url = f"{self.common_prefix}/users/{self.user_id}/sessions/{self.id}/metamessages?page={page}&size={page_size}" + url = f"{self.common_prefix}/users/{self.user_id}/sessions/{self.id}/metamessages?page={page}&size={page_size}&reverse={reverse}" if metamessage_type: url += f"&metamessage_type={metamessage_type}" if message: @@ -413,12 +668,18 @@ def get_metamessages(self, metamessage_type: Optional[str] = None, message: Opti response.raise_for_status() data = response.json() options = { - "metamessage_type": metamessage_type, - "message_id": message.id if message else None - } + "metamessage_type": metamessage_type, + "message_id": message.id if message else None, + "reverse": reverse, + } return GetMetamessagePage(self, options, data) - - def get_metamessages_generator(self, metamessage_type: Optional[str] = None, message: Optional[Message] = None): + + def get_metamessages_generator( + self, + metamessage_type: Optional[str] = None, + message: Optional[Message] = None, + reverse: bool = False, + ): """Shortcut Generator for get_metamessages. Generator to iterate through all metamessages for a session in an app Args: @@ -431,34 +692,37 @@ def get_metamessages_generator(self, metamessage_type: Optional[str] = None, mes """ page = 1 page_size = 50 - get_metamessages_page = self.get_metamessages(metamessage_type=metamessage_type, message=message, page=page, page_size=page_size) + get_metamessages_page = self.get_metamessages( + metamessage_type=metamessage_type, + message=message, + page=page, + page_size=page_size, + reverse=reverse, + ) while True: - # get_session_response = self.get_sessions(user_id, location_id, page, page_size) for metamessage in get_metamessages_page.items: yield metamessage new_messages = get_metamessages_page.next() if not new_messages: break - + get_metamessages_page = new_messages - - def update(self, session_data: Dict): - """Update the session_data of a session + def update(self, metadata: Dict): + """Update the metadata of a session Args: - session_data (Dict): The Session object containing any new session_data - + metadata (Dict): The Session object containing any new metadata Returns: boolean: Whether the session was successfully updated """ - info = {"session_data": session_data} + info = {"metadata": metadata} url = f"{self.common_prefix}/users/{self.user_id}/sessions/{self.id}" response = self.client.put(url, json=info) success = response.status_code < 400 - self.session_data = session_data + self.metadata = metadata return success def close(self): @@ -468,3 +732,210 @@ def close(self): response.raise_for_status() self._is_active = False + +class Collection: + """Represents a single collection for a user in an app""" + + def __init__( + self, + client: Client, + id: uuid.UUID, + user_id: str, + name: str, + created_at: datetime.datetime, + ): + """Constructor for Collection""" + self.base_url: str = client.base_url + self.client: httpx.Client = client.client + self.app_id: str = client.app_id + self.id: uuid.UUID = id + self.user_id: str = user_id + self.name: str = name + self.created_at: datetime.datetime = created_at + + @property + def common_prefix(self): + """Shortcut for common API prefix. made a property to prevent tampering""" + return f"{self.base_url}/apps/{self.app_id}" + + def __str__(self): + """String representation of Collection""" + return f"Collection(id={self.id}, app_id={self.app_id}, user_id={self.user_id}, name={self.name}, created_at={self.created_at})" + + def update(self, name: str): + """Update the name of the collection + + Args: + name (str): The new name of the document + + Returns: + boolean: Whether the session was successfully updated + """ + info = {"name": name} + url = f"{self.common_prefix}/users/{self.user_id}/collections/{self.id}" + response = self.client.put(url, json=info) + response.raise_for_status() + success = response.status_code < 400 + self.name = name + return success + + def delete(self): + """Delete a collection and all associated documents""" + url = f"{self.common_prefix}/users/{self.user_id}/collections/{self.id}" + response = self.client.delete(url) + response.raise_for_status() + + def create_document(self, content: str, metadata: Dict = {}): + """Adds a document to the collection + + Args: + content (str): The content of the document + metadata (Dict): The metadata of the document + + Returns: + Document: The Document object of the added document + + """ + data = {"metadata": metadata, "content": content} + url = ( + f"{self.common_prefix}/users/{self.user_id}/collections/{self.id}/documents" + ) + response = self.client.post(url, json=data) + response.raise_for_status() + data = response.json() + return Document( + collection_id=self.id, + id=data["id"], + metadata=metadata, + content=content, + created_at=data["created_at"], + ) + + def get_document(self, document_id: uuid.UUID) -> Document: + """Get a specific document for a collection based on ID + + Args: + document_id (uuid.UUID): The ID of the Document to retrieve + + Returns: + Document: The Document object + + """ + url = f"{self.common_prefix}/users/{self.user_id}/collections/{self.id}/documents/{document_id}" + response = self.client.get(url) + response.raise_for_status() + data = response.json() + return Document( + collection_id=self.id, + id=data["id"], + metadata=data["metadata"], + content=data["content"], + created_at=data["created_at"], + ) + + def get_documents( + self, page: int = 1, page_size: int = 50, reverse: bool = False + ) -> GetDocumentPage: + """Get all documents for a collection + + Args: + page (int, optional): The page of results to return + page_size (int, optional): The number of results to return per page + + Returns: + GetDocumentPage: Page of Document objects + + """ + url = f"{self.common_prefix}/users/{self.user_id}/collections/{self.id}/documents?page={page}&size={page_size}&reverse={reverse}" + response = self.client.get(url) + response.raise_for_status() + data = response.json() + options = {"reverse": reverse} + return GetDocumentPage(self, options, data) + + def get_documents_generator(self, reverse: bool = False): + """Shortcut Generator for get_documents. Generator to iterate through all documents for a collection in an app + + Yields: + Document: The Document object of the next Document + + """ + page = 1 + page_size = 50 + get_documents_page = self.get_documents(page, page_size, reverse) + while True: + for document in get_documents_page.items: + yield document + + new_documents = get_documents_page.next() + if not new_documents: + break + + get_documents_page = new_documents + + def query(self, query: str, top_k: int = 5) -> List[Document]: + """query the documents by cosine distance + Args: + query (str): The query string to compare other embeddings too + top_k (int, optional): The number of results to return. Defaults to 5 max 50 + + Returns: + List[Document]: The response from the query with matching documents + """ + url = f"{self.common_prefix}/users/{self.user_id}/collections/{self.id}/query?query={query}&top_k={top_k}" + response = self.client.get(url) + response.raise_for_status() + data = [ + Document( + collection_id=self.id, + content=document["content"], + id=document["id"], + created_at=document["created_at"], + metadata=document["metadata"], + ) + for document in response.json() + ] + return data + + def update_document( + self, document: Document, content: Optional[str], metadata: Optional[Dict] + ) -> Document: + """Update a document in the collection + + Args: + document (Document): The Document to update + metadata (Dict): The metadata of the document + content (str): The content of the document + + Returns: + Document: The newly updated Document + """ + if metadata is None and content is None: + raise ValueError("metadata and content cannot both be None") + data = {"metadata": metadata, "content": content} + url = f"{self.common_prefix}/users/{self.user_id}/collections/{self.id}/documents/{document.id}" + response = self.client.put(url, json=data) + response.raise_for_status() + data = response.json() + return Document( + data["id"], + metadata=data["metadata"], + content=data["content"], + created_at=data["created_at"], + collection_id=data["collection_id"], + ) + + def delete_document(self, document: Document) -> bool: + """Delete a document from the collection + + Args: + document (Document): The Document to delete + + Returns: + boolean: Whether the document was successfully deleted + """ + url = f"{self.common_prefix}/users/{self.user_id}/collections/{self.id}/documents/{document.id}" + response = self.client.delete(url) + response.raise_for_status() + success = response.status_code < 400 + return success diff --git a/sdk/pyproject.toml b/sdk/pyproject.toml index ac25ab2..eadc19e 100644 --- a/sdk/pyproject.toml +++ b/sdk/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "honcho-ai" -version = "0.0.2" +version = "0.0.3" description = "Python Client SDK for Honcho" authors = ["Plastic Labs "] license = "AGPL-3.0" diff --git a/sdk/tests/test_async.py b/sdk/tests/test_async.py index 8e5904d..f47942b 100644 --- a/sdk/tests/test_async.py +++ b/sdk/tests/test_async.py @@ -1,5 +1,5 @@ import pytest -from honcho import AsyncGetSessionPage, AsyncGetMessagePage, AsyncGetMetamessagePage, AsyncSession, Message, Metamessage +from honcho import AsyncGetSessionPage, AsyncGetMessagePage, AsyncGetMetamessagePage, AsyncGetDocumentPage, AsyncSession, Message, Metamessage, Document from honcho import AsyncClient as Honcho from uuid import uuid1 @@ -14,7 +14,7 @@ async def test_session_creation_retrieval(): assert retrieved_session.id == created_session.id assert retrieved_session.is_active is True assert retrieved_session.location_id == "default" - assert retrieved_session.session_data == {} + assert retrieved_session.metadata == {} @pytest.mark.asyncio @@ -40,7 +40,7 @@ async def test_session_update(): created_session = await client.create_session(user_id) assert await created_session.update({"foo": "bar"}) retrieved_session = await client.get_session(user_id, created_session.id) - assert retrieved_session.session_data == {"foo": "bar"} + assert retrieved_session.metadata == {"foo": "bar"} @pytest.mark.asyncio @@ -271,4 +271,98 @@ async def test_paginated_metamessages_generator(): await gen.__anext__() +@pytest.mark.asyncio +async def test_collections(): + col_name = str(uuid1()) + app_id = str(uuid1()) + user_id = str(uuid1()) + client = Honcho(app_id, "http://localhost:8000") + # Make a collection + collection = await client.create_collection(user_id, col_name) + + # Add documents + doc1 = await collection.create_document(content="This is a test of documents - 1", metadata={"foo": "bar"}) + doc2 = await collection.create_document(content="This is a test of documents - 2", metadata={}) + doc3 = await collection.create_document(content="This is a test of documents - 3", metadata={}) + + # Get all documents + page = await collection.get_documents(page=1, page_size=3) + # Verify size + assert page is not None + assert isinstance(page, AsyncGetDocumentPage) + assert len(page.items) == 3 + # delete a doc + result = await collection.delete_document(doc1) + assert result is True + # Get all documents with a generator this time + gen = collection.get_documents_generator() + # Verfy size + item = await gen.__anext__() + item2 = await gen.__anext__() + with pytest.raises(StopAsyncIteration): + await gen.__anext__() + # delete the collection + result = await collection.delete() + # confirm documents are gone + with pytest.raises(Exception): + new_col = await client.get_collection(user_id, "test") + +@pytest.mark.asyncio +async def test_collection_name_collision(): + col_name = str(uuid1()) + new_col_name = str(uuid1()) + app_id = str(uuid1()) + user_id = str(uuid1()) + client = Honcho(app_id, "http://localhost:8000") + # Make a collection + collection = await client.create_collection(user_id, col_name) + # Make another collection + with pytest.raises(Exception): + await client.create_collection(user_id, col_name) + + # Change the name of original collection + result = await collection.update(new_col_name) + assert result is True + + # Try again to add another collection + collection2 = await client.create_collection(user_id, col_name) + assert collection2 is not None + assert collection2.name == col_name + assert collection.name == new_col_name + + # Get all collections + page = await client.get_collections(user_id) + assert page is not None + assert len(page.items) == 2 + +@pytest.mark.asyncio +async def test_collection_query(): + col_name = str(uuid1()) + app_id = str(uuid1()) + user_id = str(uuid1()) + client = Honcho(app_id, "http://localhost:8000") + # Make a collection + collection = await client.create_collection(user_id, col_name) + + # Add documents + doc1 = await collection.create_document(content="The user loves puppies", metadata={}) + doc2 = await collection.create_document(content="The user owns a dog", metadata={}) + doc3 = await collection.create_document(content="The user is a doctor", metadata={}) + + result = await collection.query(query="does the user own pets", top_k=2) + + assert result is not None + assert len(result) == 2 + assert isinstance(result[0], Document) + + doc3 = await collection.update_document(doc3, metadata={"test": "test"}, content="the user has owned pets in the past") + assert doc3 is not None + assert doc3.metadata == {"test": "test"} + assert doc3.content == "the user has owned pets in the past" + + result = await collection.query(query="does the user own pets", top_k=2) + + assert result is not None + assert len(result) == 2 + assert isinstance(result[0], Document) diff --git a/sdk/tests/test_sync.py b/sdk/tests/test_sync.py index aba875f..28ad2b9 100644 --- a/sdk/tests/test_sync.py +++ b/sdk/tests/test_sync.py @@ -1,5 +1,6 @@ import pytest -from honcho import GetSessionPage, GetMessagePage, GetMetamessagePage, Session, Message, Metamessage +from honcho import GetSessionPage, GetMessagePage, GetMetamessagePage, GetDocumentPage, Session, Message, Metamessage, Document + from honcho import Client as Honcho from uuid import uuid1 @@ -13,7 +14,7 @@ def test_session_creation_retrieval(): assert retrieved_session.id == created_session.id assert retrieved_session.is_active is True assert retrieved_session.location_id == "default" - assert retrieved_session.session_data == {} + assert retrieved_session.metadata == {} def test_session_multiple_retrieval(): @@ -37,7 +38,7 @@ def test_session_update(): created_session = client.create_session(user_id) assert created_session.update({"foo": "bar"}) retrieved_session = client.get_session(user_id, created_session.id) - assert retrieved_session.session_data == {"foo": "bar"} + assert retrieved_session.metadata == {"foo": "bar"} def test_session_deletion(): @@ -257,4 +258,96 @@ def test_paginated_metamessages_generator(): gen.__next__() +def test_collections(): + col_name = str(uuid1()) + app_id = str(uuid1()) + user_id = str(uuid1()) + client = Honcho(app_id, "http://localhost:8000") + # Make a collection + collection = client.create_collection(user_id, col_name) + + # Add documents + doc1 = collection.create_document(content="This is a test of documents - 1", metadata={"foo": "bar"}) + doc2 = collection.create_document(content="This is a test of documents - 2", metadata={}) + doc3 = collection.create_document(content="This is a test of documents - 3", metadata={}) + + # Get all documents + page = collection.get_documents(page=1, page_size=3) + # Verify size + assert page is not None + assert isinstance(page, GetDocumentPage) + assert len(page.items) == 3 + # delete a doc + result = collection.delete_document(doc1) + assert result is True + # Get all documents with a generator this time + gen = collection.get_documents_generator() + # Verfy size + item = gen.__next__() + item2 = gen.__next__() + with pytest.raises(StopIteration): + gen.__next__() + # delete the collection + result = collection.delete() + # confirm documents are gone + with pytest.raises(Exception): + new_col = client.get_collection(user_id, "test") + +def test_collection_name_collision(): + col_name = str(uuid1()) + new_col_name = str(uuid1()) + app_id = str(uuid1()) + user_id = str(uuid1()) + client = Honcho(app_id, "http://localhost:8000") + # Make a collection + collection = client.create_collection(user_id, col_name) + # Make another collection + with pytest.raises(Exception): + client.create_collection(user_id, col_name) + + # Change the name of original collection + result = collection.update(new_col_name) + assert result is True + + # Try again to add another collection + collection2 = client.create_collection(user_id, col_name) + assert collection2 is not None + assert collection2.name == col_name + assert collection.name == new_col_name + + # Get all collections + page = client.get_collections(user_id) + assert page is not None + assert len(page.items) == 2 + +def test_collection_query(): + col_name = str(uuid1()) + app_id = str(uuid1()) + user_id = str(uuid1()) + client = Honcho(app_id, "http://localhost:8000") + # Make a collection + collection = client.create_collection(user_id, col_name) + + # Add documents + doc1 = collection.create_document(content="The user loves puppies", metadata={}) + doc2 = collection.create_document(content="The user owns a dog", metadata={}) + doc3 = collection.create_document(content="The user is a doctor", metadata={}) + + result = collection.query(query="does the user own pets", top_k=2) + + assert result is not None + assert len(result) == 2 + assert isinstance(result[0], Document) + + doc3 = collection.update_document(doc3, metadata={"test": "test"}, content="the user has owned pets in the past") + assert doc3 is not None + assert doc3.metadata == {"test": "test"} + assert doc3.content == "the user has owned pets in the past" + + + result = collection.query(query="does the user own pets", top_k=2) + + assert result is not None + assert len(result) == 2 + assert isinstance(result[0], Document)