###### # Project : GPT4ALL-UI # Author : ParisNeo with the help of the community # Supported by Nomic-AI # Licence : Apache 2.0 # Description : # A front end Flask application for llamacpp models. # The official GPT4All Web ui # Made by the community for the community ###### __author__ = "parisneo" __github__ = "https://github.com/nomic-ai/gpt4all-ui" __copyright__ = "Copyright 2023, " __license__ = "Apache 2.0" import os import logging import argparse import json import re import traceback import threading import sys from tqdm import tqdm from pyaipersonality import AIPersonality from pyGpt4All.db import DiscussionsDB, Discussion from flask import ( Flask, Response, jsonify, render_template, request, stream_with_context, send_from_directory ) from flask_socketio import SocketIO, emit from pathlib import Path import gc from geventwebsocket.handler import WebSocketHandler from gevent.pywsgi import WSGIServer import requests from concurrent.futures import ThreadPoolExecutor, as_completed app = Flask("GPT4All-WebUI", static_url_path="/static", static_folder="static") socketio = SocketIO(app, cors_allowed_origins="*", async_mode='gevent', ping_timeout=30, ping_interval=15) app.config['SECRET_KEY'] = 'secret!' # Set the logging level to WARNING or higher logging.getLogger('socketio').setLevel(logging.WARNING) logging.getLogger('engineio').setLevel(logging.WARNING) # Suppress Flask's default console output log = logging.getLogger('werkzeug') log.setLevel(logging.ERROR) import time from pyGpt4All.config import load_config, save_config from pyGpt4All.api import GPT4AllAPI import shutil import markdown class Gpt4AllWebUI(GPT4AllAPI): def __init__(self, _app, _socketio, config:dict, personality:dict, config_file_path) -> None: super().__init__(config, personality, config_file_path) self.app = _app self.cancel_gen = False self.socketio = _socketio if "use_new_ui" in self.config: if self.config["use_new_ui"]: app.template_folder = "web/dist" # ========================================================================================= # Endpoints # ========================================================================================= self.add_endpoint( "/list_backends", "list_backends", self.list_backends, methods=["GET"] ) self.add_endpoint( "/list_models", "list_models", self.list_models, methods=["GET"] ) self.add_endpoint( "/list_personalities_languages", "list_personalities_languages", self.list_personalities_languages, methods=["GET"] ) self.add_endpoint( "/list_personalities_categories", "list_personalities_categories", self.list_personalities_categories, methods=["GET"] ) self.add_endpoint( "/list_personalities", "list_personalities", self.list_personalities, methods=["GET"] ) self.add_endpoint( "/list_languages", "list_languages", self.list_languages, methods=["GET"] ) self.add_endpoint( "/list_discussions", "list_discussions", self.list_discussions, methods=["GET"] ) self.add_endpoint("/set_personality_language", "set_personality_language", self.set_personality_language, methods=["GET"]) self.add_endpoint("/set_personality_category", "set_personality_category", self.set_personality_category, methods=["GET"]) self.add_endpoint("/", "", self.index, methods=["GET"]) self.add_endpoint("/", "serve_static", self.serve_static, methods=["GET"]) self.add_endpoint("/personalities/", "serve_personalities", self.serve_personalities, methods=["GET"]) self.add_endpoint("/export_discussion", "export_discussion", self.export_discussion, methods=["GET"]) self.add_endpoint("/export", "export", self.export, methods=["GET"]) self.add_endpoint( "/new_discussion", "new_discussion", self.new_discussion, methods=["GET"] ) self.add_endpoint("/stop_gen", "stop_gen", self.stop_gen, methods=["GET"]) self.add_endpoint("/rename", "rename", self.rename, methods=["POST"]) self.add_endpoint("/edit_title", "edit_title", self.edit_title, methods=["POST"]) self.add_endpoint( "/load_discussion", "load_discussion", self.load_discussion, methods=["POST"] ) self.add_endpoint( "/delete_discussion", "delete_discussion", self.delete_discussion, methods=["POST"], ) self.add_endpoint( "/update_message", "update_message", self.update_message, methods=["GET"] ) self.add_endpoint( "/message_rank_up", "message_rank_up", self.message_rank_up, methods=["GET"] ) self.add_endpoint( "/message_rank_down", "message_rank_down", self.message_rank_down, methods=["GET"] ) self.add_endpoint( "/delete_message", "delete_message", self.delete_message, methods=["GET"] ) self.add_endpoint( "/set_backend", "set_backend", self.set_backend, methods=["POST"] ) self.add_endpoint( "/set_model", "set_model", self.set_model, methods=["POST"] ) self.add_endpoint( "/update_model_params", "update_model_params", self.update_model_params, methods=["POST"] ) self.add_endpoint( "/get_config", "get_config", self.get_config, methods=["GET"] ) self.add_endpoint( "/get_available_models", "get_available_models", self.get_available_models, methods=["GET"] ) self.add_endpoint( "/extensions", "extensions", self.extensions, methods=["GET"] ) self.add_endpoint( "/training", "training", self.training, methods=["GET"] ) self.add_endpoint( "/main", "main", self.main, methods=["GET"] ) self.add_endpoint( "/settings", "settings", self.settings, methods=["GET"] ) self.add_endpoint( "/help", "help", self.help, methods=["GET"] ) self.add_endpoint( "/get_generation_status", "get_generation_status", self.get_generation_status, methods=["GET"] ) self.add_endpoint( "/update_setting", "update_setting", self.update_setting, methods=["POST"] ) self.add_endpoint( "/save_settings", "save_settings", self.save_settings, methods=["POST"] ) self.add_endpoint( "/get_current_personality", "get_current_personality", self.get_current_personality, methods=["GET"] ) # ========================================================================================= # Socket IO stuff # ========================================================================================= @socketio.on('connect') def connect(): print('Client connected') @socketio.on('disconnect') def disconnect(): print('Client disconnected') @socketio.on('install_model') def install_model(data): model_path = data["path"] progress = 0 installation_dir = Path(f'./models/{self.config["backend"]}/') filename = Path(model_path).name installation_path = installation_dir / filename print("Model install requested") print(f"Model path : {model_path}") if installation_path.exists(): print("Error: Model already exists") data.installing = False socketio.emit('install_progress',{'status': 'failed', 'error': 'model already exists'}) socketio.emit('install_progress',{'status': 'progress', 'progress': progress}) response = requests.get(model_path, stream=True) file_size = int(response.headers.get('Content-Length')) downloaded_size = 0 CHUNK_SIZE = 8192 def download_chunk(url, start_byte, end_byte, fileobj): headers = {'Range': f'bytes={start_byte}-{end_byte}'} response = requests.get(url, headers=headers, stream=True) downloaded_bytes = 0 for chunk in response.iter_content(chunk_size=CHUNK_SIZE): if chunk: fileobj.seek(start_byte) fileobj.write(chunk) downloaded_bytes += len(chunk) start_byte += len(chunk) return downloaded_bytes def download_file(url, file_path, num_threads=4): response = requests.head(url) file_size = int(response.headers.get('Content-Length')) chunk_size = file_size // num_threads progress = 0 with open(file_path, 'wb') as fileobj: with tqdm(total=file_size, unit='B', unit_scale=True, unit_divisor=1024) as pbar: with ThreadPoolExecutor(max_workers=num_threads) as executor: futures = [] for i in range(num_threads): start_byte = i * chunk_size end_byte = start_byte + chunk_size - 1 if i < num_threads - 1 else file_size - 1 futures.append(executor.submit(download_chunk, url, start_byte, end_byte, fileobj)) for future in tqdm(as_completed(futures), total=num_threads): downloaded_bytes = future.result() progress += downloaded_bytes pbar.update(downloaded_bytes) socketio.emit('install_progress', {'status': 'progress', 'progress': progress}) # Usage example download_file(model_path, installation_path, num_threads=4) socketio.emit('install_progress',{'status': 'succeeded', 'error': ''}) @socketio.on('uninstall_model') def uninstall_model(data): model_path = data['path'] installation_dir = Path(f'./models/{self.config["backend"]}/') filename = Path(model_path).name installation_path = installation_dir / filename if not installation_path.exists(): socketio.emit('install_progress',{'status': 'failed', 'error': ''}) installation_path.unlink() socketio.emit('install_progress',{'status': 'succeeded', 'error': ''}) @socketio.on('generate_msg') def generate_msg(data): if self.current_discussion is None: if self.db.does_last_discussion_have_messages(): self.current_discussion = self.db.create_discussion() else: self.current_discussion = self.db.load_last_discussion() message = data["prompt"] message_id = self.current_discussion.add_message( "user", message, parent=self.message_id ) self.current_user_message_id = message_id tpe = threading.Thread(target=self.start_message_generation, args=(message, message_id)) tpe.start() @socketio.on('generate_msg_from') def handle_connection(data): message_id = int(data['id']) message = data["prompt"] self.current_user_message_id = message_id tpe = threading.Thread(target=self.start_message_generation, args=(message, message_id)) tpe.start() def save_settings(self): save_config(self.config, self.config_file_path) if self.config["debug"]: print("Configuration saved") # Tell that the setting was changed self.socketio.emit('save_settings', {"status":True}) return jsonify({"status":True}) def get_current_personality(self): return jsonify({"personality":self.personality.as_dict()}) # Settings (data: {"setting_name":,"setting_value":}) def update_setting(self): data = request.get_json() setting_name = data['setting_name'] if setting_name== "temperature": self.config["temperature"]=float(data['setting_value']) elif setting_name== "n_predict": self.config["n_predict"]=int(data['setting_value']) elif setting_name== "top_k": self.config["top_k"]=int(data['setting_value']) elif setting_name== "top_p": self.config["top_p"]=float(data['setting_value']) elif setting_name== "repeat_penalty": self.config["repeat_penalty"]=float(data['setting_value']) elif setting_name== "repeat_last_n": self.config["repeat_last_n"]=int(data['setting_value']) elif setting_name== "n_threads": self.config["n_threads"]=int(data['setting_value']) elif setting_name== "ctx_size": self.config["ctx_size"]=int(data['setting_value']) elif setting_name== "language": self.config["language"]=data['setting_value'] elif setting_name== "personality_language": back_language = self.config["personality_language"] if self.config["personality_language"]!=data['setting_value']: self.config["personality_language"]=data['setting_value'] cats = self.list_personalities_categories() if len(cats)>0: back_category = self.config["personality_category"] self.config["personality_category"]=cats[0] pers = json.loads(self.list_personalities().data.decode("utf8")) if len(pers)>0: self.config["personality"]=pers[0] personality_fn = f"personalities/{self.config['personality_language']}/{self.config['personality_category']}/{self.config['personality']}" self.personality.load_personality(personality_fn) else: self.config["personality_language"]=back_language self.config["personality_category"]=back_category return jsonify({'setting_name': data['setting_name'], "status":False}) else: self.config["personality_language"]=back_language return jsonify({'setting_name': data['setting_name'], "status":False}) elif setting_name== "personality_category": back_category = self.config["personality_category"] if self.config["personality_category"]!=data['setting_value']: self.config["personality_category"]=data['setting_value'] pers = json.loads(self.list_personalities().data.decode("utf8")) if len(pers)>0: self.config["personality"]=pers[0] personality_fn = f"personalities/{self.config['personality_language']}/{self.config['personality_category']}/{self.config['personality']}" self.personality.load_personality(personality_fn) if self.config["debug"]: print(self.personality) else: self.config["personality_category"]=back_category return jsonify({'setting_name': data['setting_name'], "status":False}) elif setting_name== "personality": self.config["personality"]=data['setting_value'] personality_fn = f"personalities/{self.config['personality_language']}/{self.config['personality_category']}/{self.config['personality']}" self.personality.load_personality(personality_fn) elif setting_name== "override_personality_model_parameters": self.config["override_personality_model_parameters"]=bool(data['setting_value']) elif setting_name== "model": self.config["model"]=data['setting_value'] print("New model selected") # Build chatbot self.chatbot_bindings = self.create_chatbot() elif setting_name== "backend": print("New backend selected") if self.config['backend']!= data['setting_value']: print("New backend selected") self.config["backend"]=data['setting_value'] backend_ =self.load_backend(self.BACKENDS_LIST[self.config["backend"]]) models = backend_.list_models(self.config) if len(models)>0: self.backend = backend_ self.config['model'] = models[0] # Build chatbot self.chatbot_bindings = self.create_chatbot() if self.config["debug"]: print(f"Configuration {data['setting_name']} set to {data['setting_value']}") return jsonify({'setting_name': data['setting_name'], "status":True}) else: if self.config["debug"]: print(f"Configuration {data['setting_name']} couldn't be set to {data['setting_value']}") return jsonify({'setting_name': data['setting_name'], "status":False}) else: if self.config["debug"]: print(f"Configuration {data['setting_name']} set to {data['setting_value']}") return jsonify({'setting_name': data['setting_name'], "status":True}) else: if self.config["debug"]: print(f"Configuration {data['setting_name']} couldn't be set to {data['setting_value']}") return jsonify({'setting_name': data['setting_name'], "status":False}) if self.config["debug"]: print(f"Configuration {data['setting_name']} set to {data['setting_value']}") # Tell that the setting was changed return jsonify({'setting_name': data['setting_name'], "status":True}) def list_backends(self): backends_dir = Path('./backends') # replace with the actual path to the models folder backends = [f.stem for f in backends_dir.iterdir() if f.is_dir() and f.stem!="__pycache__"] return jsonify(backends) def list_models(self): if self.backend is not None: models = self.backend.list_models(self.config) return jsonify(models) else: return jsonify([]) def list_personalities_languages(self): personalities_languages_dir = Path(f'./personalities') # replace with the actual path to the models folder personalities_languages = [f.stem for f in personalities_languages_dir.iterdir() if f.is_dir()] return jsonify(personalities_languages) def list_personalities_categories(self): personalities_categories_dir = Path(f'./personalities/{self.config["personality_language"]}') # replace with the actual path to the models folder personalities_categories = [f.stem for f in personalities_categories_dir.iterdir() if f.is_dir()] return jsonify(personalities_categories) def list_personalities(self): try: personalities_dir = Path(f'./personalities/{self.config["personality_language"]}/{self.config["personality_category"]}') # replace with the actual path to the models folder personalities = [f.stem for f in personalities_dir.iterdir() if f.is_dir()] except Exception as ex: personalities=[] if self.config["debug"]: print(f"No personalities found. Using default one {ex}") return jsonify(personalities) def list_languages(self): lanuguages= [ { "value": "en-US", "label": "English" }, { "value": "fr-FR", "label": "Français" }, { "value": "ar-AR", "label": "العربية" }, { "value": "it-IT", "label": "Italiano" }, { "value": "de-DE", "label": "Deutsch" }, { "value": "nl-XX", "label": "Dutch" }, { "value": "zh-CN", "label": "中國人" } ] return jsonify(lanuguages) def list_discussions(self): discussions = self.db.get_discussions() return jsonify(discussions) def set_personality_language(self): lang = request.args.get('language') self.config['personality_language'] = lang return jsonify({'success':True}) def set_personality_category(self): category = request.args.get('category') self.config['personality_category'] = category return jsonify({'success':True}) def add_endpoint( self, endpoint=None, endpoint_name=None, handler=None, methods=["GET"], *args, **kwargs, ): self.app.add_url_rule( endpoint, endpoint_name, handler, methods=methods, *args, **kwargs ) def index(self): return render_template("index.html") def serve_static(self, filename): root_dir = os.getcwd() if "use_new_ui" in self.config: if self.config["use_new_ui"]: path = os.path.join(root_dir, 'web/dist/')+"/".join(filename.split("/")[:-1]) else: path = os.path.join(root_dir, 'static/')+"/".join(filename.split("/")[:-1]) else: path = os.path.join(root_dir, 'static/')+"/".join(filename.split("/")[:-1]) fn = filename.split("/")[-1] return send_from_directory(path, fn) def serve_personalities(self, filename): root_dir = os.getcwd() path = os.path.join(root_dir, 'personalities/')+"/".join(filename.split("/")[:-1]) fn = filename.split("/")[-1] return send_from_directory(path, fn) def export(self): return jsonify(self.db.export_to_json()) def export_discussion(self): return jsonify({"discussion_text":self.get_discussion_to()}) def start_message_generation(self, message, message_id): bot_says = "" # send the message to the bot print(f"Received message : {message}") if self.current_discussion: # First we need to send the new message ID to the client self.current_ai_message_id = self.current_discussion.add_message( self.personality.name, "", parent = self.current_user_message_id ) # first the content is empty, but we'll fill it at the end socketio.emit('infos', { "type": "input_message_infos", "bot": self.personality.name, "user": self.personality.user_name, "message":message,#markdown.markdown(message), "user_message_id": self.current_user_message_id, "ai_message_id": self.current_ai_message_id, } ) # prepare query and reception self.discussion_messages = self.prepare_query(message_id) self.prepare_reception() self.generating = True # app.config['executor'] = ThreadPoolExecutor(max_workers=1) # app.config['executor'].submit(self.generate_message) print("## Generating message ##") self.generate_message() print() print("## Done ##") print() # Send final message self.socketio.emit('final', { 'data': self.bot_says, 'ai_message_id':self.current_ai_message_id, 'parent':self.current_user_message_id, 'discussion_id':self.current_discussion.discussion_id } ) self.current_discussion.update_message(self.current_ai_message_id, self.bot_says) self.full_message_list.append(self.bot_says) self.cancel_gen = False return bot_says else: #No discussion available print("No discussion selected!!!") print("## Done ##") print() self.cancel_gen = False return "" def get_generation_status(self): return jsonify({"status":self.generating}) def stop_gen(self): self.cancel_gen = True print("Stop generation received") return jsonify({"status": "ok"}) def rename(self): data = request.get_json() title = data["title"] self.current_discussion.rename(title) return "renamed successfully" def edit_title(self): data = request.get_json() title = data["title"] discussion_id = data["id"] self.current_discussion = Discussion(discussion_id, self.db) self.current_discussion.rename(title) return "title renamed successfully" def load_discussion(self): data = request.get_json() if "id" in data: discussion_id = data["id"] self.current_discussion = Discussion(discussion_id, self.db) else: if self.current_discussion is not None: discussion_id = self.current_discussion.discussion_id self.current_discussion = Discussion(discussion_id, self.db) else: self.current_discussion = self.db.create_discussion() messages = self.current_discussion.get_messages() #for message in messages: # message["content"] = markdown.markdown(message["content"]) return jsonify(messages), {'Content-Type': 'application/json; charset=utf-8'} def delete_discussion(self): data = request.get_json() discussion_id = data["id"] self.current_discussion = Discussion(discussion_id, self.db) self.current_discussion.delete_discussion() self.current_discussion = None return jsonify({}) def update_message(self): discussion_id = request.args.get("id") new_message = request.args.get("message") self.current_discussion.update_message(discussion_id, new_message) return jsonify({"status": "ok"}) def message_rank_up(self): discussion_id = request.args.get("id") new_rank = self.current_discussion.message_rank_up(discussion_id) return jsonify({"new_rank": new_rank}) def message_rank_down(self): discussion_id = request.args.get("id") new_rank = self.current_discussion.message_rank_down(discussion_id) return jsonify({"new_rank": new_rank}) def delete_message(self): discussion_id = request.args.get("id") if self.current_discussion is None: return jsonify({"status": False,"message":"No discussion is selected"}) else: new_rank = self.current_discussion.delete_message(discussion_id) return jsonify({"status":True,"new_rank": new_rank}) def new_discussion(self): title = request.args.get("title") timestamp = self.create_new_discussion(title) # app.config['executor'] = ThreadPoolExecutor(max_workers=1) # app.config['executor'].submit(self.create_chatbot) # target=self.create_chatbot() # Return a success response return json.dumps({"id": self.current_discussion.discussion_id, "time": timestamp, "welcome_message":self.personality.welcome_message, "sender":self.personality.name}) def set_backend(self): data = request.get_json() backend = str(data["backend"]) if self.config['backend']!= backend: print("New backend selected") self.config['backend'] = backend backend_ =self.load_backend(self.BACKENDS_LIST[self.config["backend"]]) models = backend_.list_models(self.config) if len(models)>0: self.backend = backend_ self.config['model'] = models[0] # Build chatbot self.chatbot_bindings = self.create_chatbot() return jsonify({"status": "ok"}) else: return jsonify({"status": "no_models_found"}) return jsonify({"status": "error"}) def set_model(self): data = request.get_json() model = str(data["model"]) if self.config['model']!= model: print("New model selected") self.config['model'] = model # Build chatbot self.chatbot_bindings = self.create_chatbot() return jsonify({"status": "ok"}) return jsonify({"status": "error"}) def update_model_params(self): data = request.get_json() backend = str(data["backend"]) model = str(data["model"]) personality_language = str(data["personality_language"]) personality_category = str(data["personality_category"]) personality = str(data["personality"]) if self.config['backend']!=backend or self.config['model'] != model: print("New model selected") self.config['backend'] = backend self.config['model'] = model self.create_chatbot() self.config['personality_language'] = personality_language self.config['personality_category'] = personality_category self.config['personality'] = personality personality_fn = f"personalities/{self.config['personality_language']}/{self.config['personality_category']}/{self.config['personality']}" print(f"Loading personality : {personality_fn}") self.personality = AIPersonality(personality_fn) self.config['n_predict'] = int(data["nPredict"]) self.config['seed'] = int(data["seed"]) self.config['model'] = str(data["model"]) self.config['voice'] = str(data["voice"]) self.config['language'] = str(data["language"]) self.config['temperature'] = float(data["temperature"]) self.config['top_k'] = int(data["topK"]) self.config['top_p'] = float(data["topP"]) self.config['repeat_penalty'] = float(data["repeatPenalty"]) self.config['repeat_last_n'] = int(data["repeatLastN"]) save_config(self.config, self.config_file_path) print("==============================================") print("Parameters changed to:") print(f"\tBackend:{self.config['backend']}") print(f"\tModel:{self.config['model']}") print(f"\tPersonality language:{self.config['personality_language']}") print(f"\tPersonality category:{self.config['personality_category']}") print(f"\tPersonality:{self.config['personality']}") print(f"\tLanguage:{self.config['language']}") print(f"\tVoice:{self.config['voice']}") print(f"\tTemperature:{self.config['temperature']}") print(f"\tNPredict:{self.config['n_predict']}") print(f"\tSeed:{self.config['seed']}") print(f"\top_k:{self.config['top_k']}") print(f"\top_p:{self.config['top_p']}") print(f"\trepeat_penalty:{self.config['repeat_penalty']}") print(f"\trepeat_last_n:{self.config['repeat_last_n']}") print("==============================================") return jsonify({"status":"ok"}) def get_available_models(self): """Get the available models Returns: _type_: _description_ """ model_list = self.backend.get_available_models() models = [] for model in model_list: filename = model['filename'] filesize = model['filesize'] path = f'https://gpt4all.io/models/{filename}' local_path = Path(f'./models/{self.config["backend"]}/{filename}') is_installed = local_path.exists() models.append({ 'title': model['filename'], 'icon': '/icons/default.png', # Replace with the path to the model icon 'description': model['description'], 'isInstalled': is_installed, 'path': path, 'filesize': filesize, }) return jsonify(models) def get_config(self): return jsonify(self.config) def main(self): return render_template("main.html") def settings(self): return render_template("settings.html") def help(self): return render_template("help.html") def training(self): return render_template("training.html") def extensions(self): return render_template("extensions.html") if __name__ == "__main__": parser = argparse.ArgumentParser(description="Start the chatbot Flask app.") parser.add_argument( "-c", "--config", type=str, default="default", help="Sets the configuration file to be used." ) parser.add_argument( "-p", "--personality", type=str, default=None, help="Selects the personality to be using." ) parser.add_argument( "-s", "--seed", type=int, default=None, help="Force using a specific seed value." ) parser.add_argument( "-m", "--model", type=str, default=None, help="Force using a specific model." ) parser.add_argument( "--temp", type=float, default=None, help="Temperature parameter for the model." ) parser.add_argument( "--n_predict", type=int, default=None, help="Number of tokens to predict at each step.", ) parser.add_argument( "--n_threads", type=int, default=None, help="Number of threads to use.", ) parser.add_argument( "--top_k", type=int, default=None, help="Value for the top-k sampling." ) parser.add_argument( "--top_p", type=float, default=None, help="Value for the top-p sampling." ) parser.add_argument( "--repeat_penalty", type=float, default=None, help="Penalty for repeated tokens." ) parser.add_argument( "--repeat_last_n", type=int, default=None, help="Number of previous tokens to consider for the repeat penalty.", ) parser.add_argument( "--ctx_size", type=int, default=None,#2048, help="Size of the context window for the model.", ) parser.add_argument( "--debug", dest="debug", action="store_true", default=None, help="launch Flask server in debug mode", ) parser.add_argument( "--host", type=str, default=None, help="the hostname to listen on" ) parser.add_argument("--port", type=int, default=None, help="the port to listen on") parser.add_argument( "--db_path", type=str, default=None, help="Database path" ) args = parser.parse_args() # The default configuration must be kept unchanged as it is committed to the repository, # so we have to make a copy that is not comitted default_config = load_config(f"configs/default.yaml") if args.config=="default": args.config = "local_default" if not Path(f"configs/local_default.yaml").exists(): print("No local configuration file found. Building from scratch") shutil.copy(f"configs/default.yaml", f"configs/local_default.yaml") config_file_path = f"configs/{args.config}.yaml" config = load_config(config_file_path) if "version" not in config or int(config["version"])