""" project: lollms_webui file: lollms_discussion.py author: ParisNeo description: This module contains a set of FastAPI routes that provide information about the Lord of Large Language and Multimodal Systems (LoLLMs) Web UI application. These routes allow users to manipulate the discussion elements. """ from fastapi import APIRouter, Request from lollms_webui import LOLLMSWebUI from pydantic import BaseModel from starlette.responses import StreamingResponse from lollms.types import MSG_TYPE from lollms.utilities import detect_antiprompt, remove_text_from_string, trace_exception from ascii_colors import ASCIIColors from api.db import DiscussionsDB, Discussion from safe_store.text_vectorizer import TextVectorizer, VectorizationMethod, VisualizationMethod import tqdm class GenerateRequest(BaseModel): text: str class DatabaseSelectionParameters(BaseModel): name: str class EditTitleParameters(BaseModel): client_id: str title: str id: int class MakeTitleParameters(BaseModel): id: int class DeleteDiscussionParameters(BaseModel): client_id: str id: int # ----------------------- Defining router and main class ------------------------------ router = APIRouter() lollmsElfServer:LOLLMSWebUI = LOLLMSWebUI.get_instance() @router.get("/list_discussions") def list_discussions(): discussions = lollmsElfServer.db.get_discussions() return discussions @router.get("/list_databases") async def list_databases(): """List all the personal databases in the LoLLMs server.""" # Retrieve the list of database names databases = [f.name for f in lollmsElfServer.lollms_paths.personal_databases_path.iterdir() if f.suffix == ".db"] # Return the list of database names return databases @router.post("/select_database") def select_database(data:DatabaseSelectionParameters): if not data.name.endswith(".db"): data.name += ".db" print(f'Selecting database {data.name}') # Create database object lollmsElfServer.db = DiscussionsDB(lollmsElfServer.lollms_paths.personal_databases_path/data.name) ASCIIColors.info("Checking discussions database... ",end="") lollmsElfServer.db.create_tables() lollmsElfServer.db.add_missing_columns() lollmsElfServer.config.db_path = data.name ASCIIColors.success("ok") if lollmsElfServer.config.auto_save: lollmsElfServer.config.save_config() if lollmsElfServer.config.data_vectorization_activate and lollmsElfServer.config.use_discussions_history: try: ASCIIColors.yellow("0- Detected discussion vectorization request") folder = lollmsElfServer.lollms_paths.personal_databases_path/"vectorized_dbs" folder.mkdir(parents=True, exist_ok=True) lollmsElfServer.long_term_memory = TextVectorizer( vectorization_method=VectorizationMethod.TFIDF_VECTORIZER,#=VectorizationMethod.BM25_VECTORIZER, database_path=folder/lollmsElfServer.config.db_path, data_visualization_method=VisualizationMethod.PCA,#VisualizationMethod.PCA, save_db=True ) ASCIIColors.yellow("1- Exporting discussions") lollmsElfServer.info("Exporting discussions") discussions = lollmsElfServer.db.export_all_as_markdown_list_for_vectorization() ASCIIColors.yellow("2- Adding discussions to vectorizer") lollmsElfServer.info("Adding discussions to vectorizer") index = 0 nb_discussions = len(discussions) for (title,discussion) in tqdm(discussions): lollmsElfServer.socketio.emit('update_progress',{'value':int(100*(index/nb_discussions))}) index += 1 if discussion!='': skill = lollmsElfServer.learn_from_discussion(title, discussion) lollmsElfServer.long_term_memory.add_document(title, skill, chunk_size=lollmsElfServer.config.data_vectorization_chunk_size, overlap_size=lollmsElfServer.config.data_vectorization_overlap_size, force_vectorize=False, add_as_a_bloc=False) ASCIIColors.yellow("3- Indexing database") lollmsElfServer.info("Indexing database",True, None) lollmsElfServer.long_term_memory.index() ASCIIColors.yellow("Ready") except Exception as ex: lollmsElfServer.error(f"Couldn't vectorize the database:{ex}") return {"status":False} return {"status":True} @router.post("/export_discussion") def export_discussion(): return {"discussion_text":lollmsElfServer.get_discussion_to()} @router.post("/edit_title") async def edit_title(request: Request): """ Executes Python code and returns the output. :param request: The HTTP request object. :return: A JSON response with the status of the operation. """ try: data = (await request.json()) client_id = data.get("client_id") title = data.get("title") discussion_id = data.get("id") lollmsElfServer.connections[client_id]["current_discussion"] = Discussion(discussion_id, lollmsElfServer.db) lollmsElfServer.connections[client_id]["current_discussion"].rename(title) return {'status':True} except Exception as ex: trace_exception(ex) lollmsElfServer.error(ex) return {"status":False,"error":str(ex)} @router.post("/make_title") async def make_title(request: Request): """ Executes Python code and returns the output. :param request: The HTTP request object. :return: A JSON response with the status of the operation. """ try: data = (await request.json()) ASCIIColors.info("Making title") discussion_id = data.get("id") discussion = Discussion(discussion_id, lollmsElfServer.db) title = lollmsElfServer.make_discussion_title(discussion) discussion.rename(title) return {'status':True, 'title':title} except Exception as ex: trace_exception(ex) lollmsElfServer.error(ex) return {"status":False,"error":str(ex)} @router.get("/export") def export(): return lollmsElfServer.db.export_to_json() @router.post("/delete_discussion") async def delete_discussion(request: Request): """ Executes Python code and returns the output. :param request: The HTTP request object. :return: A JSON response with the status of the operation. """ try: data = (await request.json()) client_id = data.client_id discussion_id = data.id lollmsElfServer.connections[client_id]["current_discussion"] = Discussion(discussion_id, lollmsElfServer.db) lollmsElfServer.connections[client_id]["current_discussion"].delete_discussion() lollmsElfServer.connections[client_id]["current_discussion"] = None return {'status':True} except Exception as ex: trace_exception(ex) lollmsElfServer.error(ex) return {"status":False,"error":str(ex)} # ----------------------------- import/export -------------------- @router.post("/export_multiple_discussions") async def export_multiple_discussions(request: Request): """ Opens code in vs code. :param request: The HTTP request object. :return: A JSON response with the status of the operation. """ try: data = (await request.json()) discussion_ids = data["discussion_ids"] export_format = data["export_format"] if export_format=="json": discussions = lollmsElfServer.db.export_discussions_to_json(discussion_ids) elif export_format=="markdown": discussions = lollmsElfServer.db.export_discussions_to_markdown(discussion_ids) else: discussions = lollmsElfServer.db.export_discussions_to_markdown(discussion_ids) return discussions except Exception as ex: trace_exception(ex) lollmsElfServer.error(ex) return {"status":False,"error":str(ex)} @router.post("/import_multiple_discussions") async def import_multiple_discussions(request: Request): """ Opens code in vs code. :param request: The HTTP request object. :return: A JSON response with the status of the operation. """ try: discussions = (await request.json())["jArray"] lollmsElfServer.db.import_from_json(discussions) return discussions except Exception as ex: trace_exception(ex) lollmsElfServer.error(ex) return {"status":False,"error":str(ex)}