###### # Project : lollms-webui # Author : ParisNeo with the help of the community # Supported by Nomic-AI # license : 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/ParisNeo/lollms-webui" __copyright__ = "Copyright 2023, " __license__ = "Apache 2.0" import os import logging import argparse import json import re import traceback import sys from tqdm import tqdm import subprocess import signal from lollms.config import InstallOption from lollms.binding import LOLLMSConfig, BindingBuilder, LLMBinding from lollms.personality import AIPersonality, MSG_TYPE from lollms.config import BaseConfig from lollms.helpers import ASCIIColors from lollms.paths import LollmsPaths from api.db import DiscussionsDB, Discussion from api.helpers import compare_lists 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 yaml from geventwebsocket.handler import WebSocketHandler import logging import psutil from lollms.main_config import LOLLMSConfig from typing import Optional log = logging.getLogger('werkzeug') log.setLevel(logging.ERROR) app = Flask("GPT4All-WebUI", static_url_path="/static", static_folder="static") socketio = SocketIO(app, cors_allowed_origins="*", async_mode='gevent', ping_timeout=200, 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) logging.getLogger('werkzeug').setLevel(logging.ERROR) logging.basicConfig(level=logging.WARNING) import time from api.config import load_config, save_config from api import LoLLMsAPPI import shutil import markdown class LoLLMsWebUI(LoLLMsAPPI): def __init__(self, _app, _socketio, config:LOLLMSConfig, config_file_path:Path|str, lollms_paths:LollmsPaths) -> None: super().__init__(config, _socketio, config_file_path, lollms_paths) self.app = _app self.cancel_gen = False self.binding_changed = False self.model_changed = False app.template_folder = "web/dist" if config["active_personality_id"]>=len(config["personalities"]): config["active_personality_id"] = 0 self.personality_language= config["personalities"][config["active_personality_id"]].split("/")[0] self.personality_category= config["personalities"][config["active_personality_id"]].split("/")[1] self.personality_name= config["personalities"][config["active_personality_id"]].split("/")[2] # ========================================================================================= # Endpoints # ========================================================================================= self.add_endpoint("/reinstall_binding", "reinstall_binding", self.reinstall_binding, methods=["POST"]) self.add_endpoint("/switch_personal_path", "switch_personal_path", self.switch_personal_path, methods=["POST"]) self.add_endpoint("/add_reference_to_local_model", "add_reference_to_local_model", self.add_reference_to_local_model, methods=["POST"]) self.add_endpoint("/send_file", "send_file", self.send_file, methods=["POST"]) self.add_endpoint("/list_mounted_personalities", "list_mounted_personalities", self.list_mounted_personalities, methods=["POST"]) self.add_endpoint("/mount_personality", "mount_personality", self.mount_personality, methods=["POST"]) self.add_endpoint("/unmount_personality", "unmount_personality", self.unmount_personality, methods=["POST"]) self.add_endpoint("/select_personality", "select_personality", self.select_personality, methods=["POST"]) self.add_endpoint("/get_personality_settings", "get_personality_settings", self.get_personality_settings, methods=["POST"]) self.add_endpoint("/get_active_personality_settings", "get_active_personality_settings", self.get_active_personality_settings, methods=["GET"]) self.add_endpoint("/get_active_binding_settings", "get_active_binding_settings", self.get_active_binding_settings, methods=["GET"]) self.add_endpoint("/set_active_personality_settings", "set_active_personality_settings", self.set_active_personality_settings, methods=["POST"]) self.add_endpoint("/set_active_binding_settings", "set_active_binding_settings", self.set_active_binding_settings, methods=["POST"]) self.add_endpoint( "/disk_usage", "disk_usage", self.disk_usage, methods=["GET"] ) self.add_endpoint( "/ram_usage", "ram_usage", self.ram_usage, methods=["GET"] ) self.add_endpoint( "/vram_usage", "vram_usage", self.vram_usage, methods=["GET"] ) self.add_endpoint( "/list_bindings", "list_bindings", self.list_bindings, 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("/delete_personality", "delete_personality", self.delete_personality, methods=["GET"]) self.add_endpoint("/", "", self.index, methods=["GET"]) self.add_endpoint("/<path:filename>", "serve_static", self.serve_static, methods=["GET"]) self.add_endpoint("/images/<path:filename>", "serve_images", self.serve_images, methods=["GET"]) self.add_endpoint("/bindings/<path:filename>", "serve_bindings", self.serve_bindings, methods=["GET"]) self.add_endpoint("/personalities/<path:filename>", "serve_personalities", self.serve_personalities, methods=["GET"]) self.add_endpoint("/outputs/<path:filename>", "serve_outputs", self.serve_outputs, methods=["GET"]) self.add_endpoint("/data/<path:filename>", "serve_data", self.serve_data, methods=["GET"]) self.add_endpoint("/help/<path:filename>", "serve_help", self.serve_help, methods=["GET"]) self.add_endpoint("/uploads/<path:filename>", "serve_uploads", self.serve_uploads, 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_binding", "set_binding", self.set_binding, 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_current_personality_path_infos", "get_current_personality_path_infos", self.get_current_personality_path_infos, 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( "/apply_settings", "apply_settings", self.apply_settings, 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"] ) self.add_endpoint( "/get_all_personalities", "get_all_personalities", self.get_all_personalities, methods=["GET"] ) self.add_endpoint( "/get_personality", "get_personality", self.get_personality, methods=["GET"] ) self.add_endpoint( "/reset", "reset", self.reset, methods=["GET"] ) self.add_endpoint( "/export_multiple_discussions", "export_multiple_discussions", self.export_multiple_discussions, methods=["POST"] ) self.add_endpoint( "/import_multiple_discussions", "import_multiple_discussions", self.import_multiple_discussions, methods=["POST"] ) def export_multiple_discussions(self): data = request.get_json() discussion_ids = data["discussion_ids"] discussions = self.db.export_discussions_to_json(discussion_ids) return jsonify(discussions) def import_multiple_discussions(self): discussions = request.get_json()["jArray"] self.db.import_from_json(discussions) return jsonify(discussions) def reset(self): os.kill(os.getpid(), signal.SIGINT) # Send the interrupt signal to the current process subprocess.Popen(['python', 'app.py']) # Restart the app using subprocess return 'App is resetting...' def save_settings(self): self.config.save_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()}) def get_all_personalities(self): personalities_folder = self.lollms_paths.personalities_zoo_path personalities = {} for language_folder in personalities_folder.iterdir(): lang = language_folder.stem if language_folder.is_dir(): personalities[language_folder.name] = {} for category_folder in language_folder.iterdir(): cat = category_folder.stem if category_folder.is_dir(): personalities[language_folder.name][category_folder.name] = [] for personality_folder in category_folder.iterdir(): pers = personality_folder.stem if personality_folder.is_dir(): personality_info = {"folder":personality_folder.stem} config_path = personality_folder / 'config.yaml' if not config_path.exists(): try: shutil.rmtree(str(config_path.parent)) ASCIIColors.warning(f"Deleted useless personality: {config_path.parent}") except Exception as ex: ASCIIColors.warning(f"Couldn't delete personality ({ex})") continue try: with open(config_path) as config_file: config_data = yaml.load(config_file, Loader=yaml.FullLoader) personality_info['name'] = config_data.get('name',"No Name") personality_info['description'] = config_data.get('personality_description',"") personality_info['author'] = config_data.get('author', 'ParisNeo') personality_info['version'] = config_data.get('version', '1.0.0') personality_info['installed'] = (self.personality.lollms_paths.personal_configuration_path/f"personality_{personality_folder.stem}.yaml").exists() scripts_path = personality_folder / 'scripts' personality_info['has_scripts'] = scripts_path.is_dir() real_assets_path = personality_folder/ 'assets' assets_path = Path("personalities") / lang / cat / pers / 'assets' gif_logo_path = assets_path / 'logo.gif' webp_logo_path = assets_path / 'logo.webp' png_logo_path = assets_path / 'logo.png' jpg_logo_path = assets_path / 'logo.jpg' jpeg_logo_path = assets_path / 'logo.jpeg' bmp_logo_path = assets_path / 'logo.bmp' gif_logo_path_ = real_assets_path / 'logo.gif' webp_logo_path_ = real_assets_path / 'logo.webp' png_logo_path_ = real_assets_path / 'logo.png' jpg_logo_path_ = real_assets_path / 'logo.jpg' jpeg_logo_path_ = real_assets_path / 'logo.jpeg' bmp_logo_path_ = real_assets_path / 'logo.bmp' personality_info['has_logo'] = png_logo_path.is_file() or gif_logo_path.is_file() if gif_logo_path_.exists(): personality_info['avatar'] = str(gif_logo_path).replace("\\","/") elif webp_logo_path_.exists(): personality_info['avatar'] = str(webp_logo_path).replace("\\","/") elif png_logo_path_.exists(): personality_info['avatar'] = str(png_logo_path).replace("\\","/") elif jpg_logo_path_.exists(): personality_info['avatar'] = str(jpg_logo_path).replace("\\","/") elif jpeg_logo_path_.exists(): personality_info['avatar'] = str(jpeg_logo_path).replace("\\","/") elif bmp_logo_path_.exists(): personality_info['avatar'] = str(bmp_logo_path).replace("\\","/") else: personality_info['avatar'] = "" personalities[language_folder.name][category_folder.name].append(personality_info) except Exception as ex: print(f"Couldn't load personality from {personality_folder} [{ex}]") return json.dumps(personalities) def get_personality(self): lang = request.args.get('language') category = request.args.get('category') name = request.args.get('name') if category!="personal": personality_folder = self.lollms_paths.personalities_zoo_path/f"{lang}"/f"{category}"/f"{name}" else: personality_folder = self.lollms_paths.personal_personalities_path/f"{lang}"/f"{category}"/f"{name}" personality_path = personality_folder/f"config.yaml" personality_info = {} with open(personality_path) as config_file: config_data = yaml.load(config_file, Loader=yaml.FullLoader) personality_info['name'] = config_data.get('name',"unnamed") personality_info['description'] = config_data.get('personality_description',"") personality_info['author'] = config_data.get('creator', 'ParisNeo') personality_info['version'] = config_data.get('version', '1.0.0') scripts_path = personality_folder / 'scripts' personality_info['has_scripts'] = scripts_path.is_dir() assets_path = personality_folder / 'assets' gif_logo_path = assets_path / 'logo.gif' webp_logo_path = assets_path / 'logo.webp' png_logo_path = assets_path / 'logo.png' jpg_logo_path = assets_path / 'logo.jpg' jpeg_logo_path = assets_path / 'logo.jpeg' bmp_logo_path = assets_path / 'logo.bmp' personality_info['has_logo'] = png_logo_path.is_file() or gif_logo_path.is_file() if gif_logo_path.exists(): personality_info['avatar'] = str(gif_logo_path).replace("\\","/") elif webp_logo_path.exists(): personality_info['avatar'] = str(webp_logo_path).replace("\\","/") elif png_logo_path.exists(): personality_info['avatar'] = str(png_logo_path).replace("\\","/") elif jpg_logo_path.exists(): personality_info['avatar'] = str(jpg_logo_path).replace("\\","/") elif jpeg_logo_path.exists(): personality_info['avatar'] = str(jpeg_logo_path).replace("\\","/") elif bmp_logo_path.exists(): personality_info['avatar'] = str(bmp_logo_path).replace("\\","/") else: personality_info['avatar'] = "" return json.dumps(personality_info) # Settings (data: {"setting_name":<the setting name>,"setting_value":<the 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": self.personality_language=data['setting_value'] elif setting_name== "personality_category": self.personality_category=data['setting_value'] elif setting_name== "personality_folder": self.personality_name=data['setting_value'] if len(self.config["personalities"])>0: if self.config["active_personality_id"]<len(self.config["personalities"]): self.config["personalities"][self.config["active_personality_id"]] = f"{self.personality_language}/{self.personality_category}/{self.personality_name}" else: self.config["active_personality_id"] = 0 self.config["personalities"][self.config["active_personality_id"]] = f"{self.personality_language}/{self.personality_category}/{self.personality_name}" if self.personality_category!="Custom": personality_fn = self.lollms_paths.personalities_zoo_path/self.config["personalities"][self.config["active_personality_id"]] else: personality_fn = self.lollms_paths.personal_personalities_path/self.config["personalities"][self.config["active_personality_id"]].split("/")[-1] self.personality.load_personality(personality_fn) else: self.config["personalities"].append(f"{self.personality_language}/{self.personality_category}/{self.personality_name}") elif setting_name== "override_personality_model_parameters": self.config["override_personality_model_parameters"]=bool(data['setting_value']) elif setting_name== "model_name": self.config["model_name"]=data['setting_value'] self.model_changed = True print("update_settings : New model selected") elif setting_name== "binding_name": if self.config['binding_name']!= data['setting_value']: print(f"New binding selected : {data['setting_value']}") self.config["binding_name"]=data['setting_value'] self.binding_changed = True 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']}") ASCIIColors.success(f"Configuration {data['setting_name']} updated") # Tell that the setting was changed return jsonify({'setting_name': data['setting_name'], "status":True}) def apply_settings(self): ASCIIColors.success("OK") if self.binding_changed: try: self.binding = BindingBuilder().build_binding(self.config, self.lollms_paths) try: self.binding.build_model() except Exception as ex: print(f"Couldn't load model: [{ex}]") return jsonify({ "status":False, 'error':str(ex)}) except Exception as ex: print(f"Couldn't build binding: [{ex}]") return jsonify({"status":False, 'error':str(ex)}) else: if self.model_changed: try: self.binding.build_model() except Exception as ex: print(f"Couldn't load model: [{ex}]") return jsonify({ "status":False, 'error':str(ex)}) self.rebuild_personalities() return jsonify({"status":True}) def ram_usage(self): """ Returns the RAM usage in bytes. """ ram = psutil.virtual_memory() return jsonify({ "total_space":ram.total, "available_space":ram.free, "percent_usage":ram.percent, "ram_usage": ram.used }) def vram_usage(self) -> Optional[dict]: try: output = subprocess.check_output(['nvidia-smi', '--query-gpu=memory.total,memory.used', '--format=csv,nounits,noheader']) lines = output.decode().strip().split('\n') vram_info = [line.split(',') for line in lines] except (subprocess.CalledProcessError, FileNotFoundError): return { "nb_gpus": 0 } ram = psutil.virtual_memory() ram_usage = { "nb_gpus": len(vram_info) } if vram_info is not None: for i, gpu in enumerate(vram_info): ram_usage[f"gpu_{i}_total_vram"] = int(gpu[0]) ram_usage[f"gpu_{i}_used_vram"] = int(gpu[1]) else: # Set all VRAM-related entries to None ram_usage["gpu_0_total_vram"] = None ram_usage["gpu_0_used_vram"] = None return jsonify(ram_usage) def disk_usage(self): current_drive = Path.cwd().anchor drive_disk_usage = psutil.disk_usage(current_drive) try: models_folder_disk_usage = psutil.disk_usage(str(self.lollms_paths.personal_models_path/f'{self.config["binding_name"]}')) return jsonify( { "total_space":drive_disk_usage.total, "available_space":drive_disk_usage.free, "usage":drive_disk_usage.used, "percent_usage":drive_disk_usage.percent, "binding_disk_total_space":models_folder_disk_usage.total, "binding_disk_available_space":drive_disk_usage.free, "binding_models_usage": models_folder_disk_usage.used, "binding_models_percent_usage": models_folder_disk_usage.percent, }) except Exception as ex: return jsonify({ "total_space":drive_disk_usage.total, "available_space":drive_disk_usage.free, "percent_usage":drive_disk_usage.percent, "binding_disk_total_space": None, "binding_disk_available_space": None, "binding_models_usage": None, "binding_models_percent_usage": None, }) def list_bindings(self): bindings_dir = self.lollms_paths.bindings_zoo_path # replace with the actual path to the models folder bindings=[] for f in bindings_dir.iterdir(): card = f/"binding_card.yaml" if card.exists(): try: bnd = load_config(card) bnd["folder"]=f.stem icon_path = Path(f"bindings/{f.name}/logo.png") if Path(self.lollms_paths.bindings_zoo_path/f"{f.name}/logo.png").exists(): bnd["icon"]=str(icon_path) bindings.append(bnd) except Exception as ex: print(f"Couldn't load backend card : {f}\n\t{ex}") return jsonify(bindings) def list_models(self): if self.binding is not None: models = self.binding.list_models(self.config) return jsonify(models) else: return jsonify([]) def list_personalities_languages(self): personalities_languages_dir = self.lollms_paths.personalities_zoo_path # 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 = self.lollms_paths.personalities_zoo_path/f'{self.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 = self.lollms_paths.personalities_zoo_path/f'{self.personality_language}/{self.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=[] ASCIIColors.error(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 delete_personality(self): lang = request.args.get('language') category = request.args.get('category') name = request.args.get('name') path = Path("personalities")/lang/category/name try: shutil.rmtree(path) return jsonify({'status':True}) except Exception as ex: return jsonify({'status':False,'error':str(ex)}) 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() path = os.path.join(root_dir, 'web/dist/')+"/".join(filename.split("/")[:-1]) fn = filename.split("/")[-1] return send_from_directory(path, fn) def serve_images(self, filename): root_dir = os.getcwd() path = os.path.join(root_dir, 'images/')+"/".join(filename.split("/")[:-1]) fn = filename.split("/")[-1] return send_from_directory(path, fn) def serve_bindings(self, filename): path = str(self.lollms_paths.bindings_zoo_path/("/".join(filename.split("/")[:-1]))) fn = filename.split("/")[-1] return send_from_directory(path, fn) def serve_personalities(self, filename): path = str(self.lollms_paths.personalities_zoo_path/("/".join(filename.split("/")[:-1]))) fn = filename.split("/")[-1] return send_from_directory(path, fn) def serve_outputs(self, filename): root_dir = self.lollms_paths.personal_path / "outputs" root_dir.mkdir(exist_ok=True, parents=True) path = str(root_dir/"/".join(filename.split("/")[:-1])) fn = filename.split("/")[-1] return send_from_directory(path, fn) def serve_help(self, filename): root_dir = Path(__file__).parent/f"help" root_dir.mkdir(exist_ok=True, parents=True) path = str(root_dir/"/".join(filename.split("/")[:-1])) fn = filename.split("/")[-1] return send_from_directory(path, fn) def serve_data(self, filename): root_dir = self.lollms_paths.personal_path / "data" root_dir.mkdir(exist_ok=True, parents=True) path = str(root_dir/"/".join(filename.split("/")[:-1])) fn = filename.split("/")[-1] return send_from_directory(path, fn) def serve_uploads(self, filename): root_dir = self.lollms_paths.personal_path / "uploads" root_dir.mkdir(exist_ok=True, parents=True) path = str(root_dir+"/".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 get_generation_status(self): return jsonify({"status":not self.is_ready}) def stop_gen(self): self.cancel_gen = True return jsonify({"status": True}) def switch_personal_path(self): data = request.get_json() path = data["path"] global_paths_cfg = Path("./global_paths_cfg.yaml") if global_paths_cfg.exists(): try: cfg = BaseConfig() cfg.load_config(global_paths_cfg) cfg.lollms_personal_path = path cfg.save_config(global_paths_cfg) return jsonify({"status": True}) except Exception as ex: print(ex) return jsonify({"status": False, 'error':f"Couldn't switch path: {ex}"}) def add_reference_to_local_model(self): data = request.get_json() path = data["path"] if path.exists(): self.conversation.config.reference_model(path) return jsonify({"status": True}) else: return jsonify({"status": True}) def list_mounted_personalities(self): print("- Listing mounted personalities") return jsonify({"status": True, "personalities":self.config["personalities"], "active_personality_id":self.config["active_personality_id"] }) def reinstall_binding(self): try: data = request.get_json() # Further processing of the data except Exception as e: print(f"Error occurred while parsing JSON: {e}") return ASCIIColors.info(f"- Reinstalling binding {data['name']}...") try: self.binding = BindingBuilder().build_binding(self.config, self.lollms_paths, InstallOption.FORCE_INSTALL) return jsonify({"status": True}) except Exception as ex: print(f"Couldn't build binding: [{ex}]") return jsonify({"status":False, 'error':str(ex)}) def mount_personality(self): print("- Mounting personality ") try: data = request.get_json() # Further processing of the data except Exception as e: print(f"Error occurred while parsing JSON: {e}") return language = data['language'] category = data['category'] name = data['folder'] package_path = f"{language}/{category}/{name}" package_full_path = self.lollms_paths.personalities_zoo_path/package_path config_file = package_full_path / "config.yaml" if config_file.exists(): self.config["personalities"].append(package_path) self.mounted_personalities = self.rebuild_personalities() self.personality = self.mounted_personalities[self.config["active_personality_id"]] self.apply_settings() ASCIIColors.success("ok") return jsonify({"status": True, "personalities":self.config["personalities"], "active_personality_id":self.config["active_personality_id"] }) else: pth = str(config_file).replace('\\','/') ASCIIColors.error(f"nok : Personality not found @ {pth}") return jsonify({"status": False, "error":f"Personality not found @ {pth}"}) def unmount_personality(self): print("- Unmounting personality ...",end="") try: data = request.get_json() # Further processing of the data except Exception as e: print(f"Error occurred while parsing JSON: {e}") return language = data['language'] category = data['category'] name = data['folder'] try: index = self.config["personalities"].index(f"{language}/{category}/{name}") self.config["personalities"].remove(f"{language}/{category}/{name}") if self.config["active_personality_id"]>=index: self.config["active_personality_id"]=0 if len(self.config["personalities"])>0: self.mounted_personalities = self.rebuild_personalities() self.personality = self.mounted_personalities[self.config["active_personality_id"]] else: self.personalities = ["english/generic/lollms"] self.mounted_personalities = self.rebuild_personalities() self.personality = self.mounted_personalities[self.config["active_personality_id"]] self.apply_settings() ASCIIColors.success("ok") return jsonify({ "status": True, "personalities":self.config["personalities"], "active_personality_id":self.config["active_personality_id"] }) except: ASCIIColors.error(f"nok : Personality not found @ {language}/{category}/{name}") return jsonify({"status": False, "error":"Couldn't unmount personality"}) def get_active_personality_settings(self): print("- Retreiving personality settings") if self.personality.processor is not None: if hasattr(self.personality.processor,"personality_config"): return jsonify(self.personality.processor.personality_config.config_template.template) else: return jsonify({}) else: return jsonify({}) def get_active_binding_settings(self): print("- Retreiving binding settings") if self.binding is not None: if hasattr(self.binding,"binding_config"): return jsonify(self.binding.binding_config.config_template.template) else: return jsonify({}) else: return jsonify({}) def set_active_personality_settings(self): print("- Setting personality settings") try: data = request.get_json() # Further processing of the data except Exception as e: print(f"Error occurred while parsing JSON: {e}") return if self.personality.processor is not None: if hasattr(self.personality.processor,"personality_config"): self.personality.processor.personality_config.update_template(data) return jsonify({'status':True}) else: return jsonify({'status':False}) else: return jsonify({'status':False}) def get_active_binding_settings(self): print("- Retreiving binding settings") if self.binding is not None: if hasattr(self.binding,"binding_config"): return jsonify(self.binding.binding_config.config_template.template) else: return jsonify({}) else: return jsonify({}) def set_active_binding_settings(self): print("- Setting binding settings") try: data = request.get_json() # Further processing of the data except Exception as e: print(f"Error occurred while parsing JSON: {e}") return if self.binding is not None: if hasattr(self.binding,"binding_config"): self.binding.binding_config.update_template(data) return jsonify({'status':True}) else: return jsonify({'status':False}) else: return jsonify({'status':False}) def get_personality_settings(self): print("- Retreiving personality settings") try: data = request.get_json() # Further processing of the data except Exception as e: print(f"Error occurred while parsing JSON: {e}") return language = data['language'] category = data['category'] name = data['folder'] if category.startswith("personal"): personality_folder = self.lollms_paths.personal_personalities_path/f"{language}"/f"{category}"/f"{name}" else: personality_folder = self.lollms_paths.personalities_zoo_path/f"{language}"/f"{category}"/f"{name}" personality = AIPersonality(personality_folder, self.lollms_paths, self.config, model=self.model, run_scripts=True) if personality.processor is not None: if hasattr(personality.processor,"personality_config"): return jsonify(personality.processor.personality_config.config_template.template) else: return jsonify({}) else: return jsonify({}) def get_binding_settings(self): print("- Retreiving personality settings") try: data = request.get_json() # Further processing of the data except Exception as e: print(f"Error occurred while parsing JSON: {e}") return if personality.processor is not None: if hasattr(personality.processor,"personality_config"): return jsonify(personality.processor.personality_config.config_template.template) else: return jsonify({}) else: return jsonify({}) def select_personality(self): data = request.get_json() id = data['id'] print(f"- Selecting active personality {id} ...",end="") if id<len(self.config["personalities"]): self.config["active_personality_id"]=id self.personality = self.mounted_personalities[self.config["active_personality_id"]] self.apply_settings() ASCIIColors.success("ok") print(f"Mounted {self.personality.name}") return jsonify({ "status": True, "personalities":self.config["personalities"], "active_personality_id":self.config["active_personality_id"] }) else: ASCIIColors.error(f"nok : personality id out of bounds @ {id} >= {len(self.config['personalities'])}") return jsonify({"status": False, "error":"Invalid ID"}) def send_file(self): file = request.files['file'] Path("uploads").mkdir(exist_ok=True, parents=True) file.save('uploads/' + file.filename) return jsonify({"status": True}) 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() 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") try: self.current_discussion.update_message(discussion_id, new_message) return jsonify({"status": True}) except Exception as ex: return jsonify({"status": False, "error":str(ex)}) def message_rank_up(self): discussion_id = request.args.get("id") try: new_rank = self.current_discussion.message_rank_up(discussion_id) return jsonify({"status": True, "new_rank": new_rank}) except Exception as ex: return jsonify({"status": False, "error":str(ex)}) def message_rank_down(self): discussion_id = request.args.get("id") try: new_rank = self.current_discussion.message_rank_down(discussion_id) return jsonify({"status": True, "new_rank": new_rank}) except Exception as ex: return jsonify({"status": False, "error":str(ex)}) 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) # 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_binding(self): data = request.get_json() binding = str(data["binding"]) if self.config['binding_name']!= binding: print("New binding selected") self.config['binding_name'] = binding try: binding_ =self.process.load_binding(config["binding_name"],True) models = binding_.list_models(self.config) if len(models)>0: self.binding = binding_ self.config['model_name'] = models[0] # Build chatbot return jsonify(self.process.set_config(self.config)) else: return jsonify({"status": "no_models_found"}) except : return jsonify({"status": "failed"}) return jsonify({"status": "error"}) def set_model(self): data = request.get_json() model = str(data["model_name"]) if self.config['model_name']!= model: print("set_model: New model selected") self.config['model_name'] = model # Build chatbot return jsonify(self.process.set_config(self.config)) return jsonify({"status": "succeeded"}) def update_model_params(self): data = request.get_json() binding = str(data["binding"]) model = str(data["model_name"]) personality_language = str(data["personality_language"]) personality_category = str(data["personality_category"]) personality = str(data["personality"]) if self.config['binding_name']!=binding or self.config['model_name'] != model: print("update_model_params: New model selected") self.config['binding_name'] = binding self.config['model_name'] = model self.config['personality_language'] = personality_language self.config['personality_category'] = personality_category self.config['personality'] = personality personality_fn = lollms_path/f"personalities_zoo/{self.personality_language}/{self.personality_category}/{self.personality_name}" print(f"Loading personality : {personality_fn}") self.config['n_predict'] = int(data["nPredict"]) self.config['seed'] = int(data["seed"]) self.config['model_name'] = str(data["model_name"]) 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"]) self.config.save_config(self.config_file_path) # Fixed missing argument self.binding = self.process.rebuild_binding(self.config) print("==============================================") print("Parameters changed to:") print(f"\tBinding:{self.config['binding_name']}") print(f"\tModel:{self.config['model_name']}") 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(self.process.set_config(self.config)) def get_available_models(self): """Get the available models Returns: _type_: _description_ """ if self.binding is None: return jsonify([]) model_list = self.binding.get_available_models() models = [] for model in model_list: try: filename = model.get('filename',"") server = model.get('server',"") image_url = model.get("icon", '/images/default_model.png') license = model.get("license", 'unknown') owner = model.get("owner", 'unknown') owner_link = model.get("owner_link", 'https://github.com/ParisNeo') filesize = int(model.get('filesize',0)) description = model.get('description',"") model_type = model.get("model_type","") if server.endswith("/"): path = f'{server}{filename}' else: path = f'{server}/{filename}' local_path = lollms_paths.personal_models_path/f'{self.config["binding_name"]}/{filename}' is_installed = local_path.exists() or model_type.lower()=="api" models.append({ 'title': filename, 'icon': image_url, # Replace with the path to the model icon 'license': license, 'owner': owner, 'owner_link': owner_link, 'description': description, 'isInstalled': is_installed, 'path': path, 'filesize': filesize, 'model_type': model_type }) except Exception as ex: print("#################################") print(ex) print("#################################") print(f"Problem with model : {model}") return jsonify(models) def train(self): form_data = request.form # Create and populate the config file config = { 'model_name': form_data['model_name'], 'tokenizer_name': form_data['tokenizer_name'], 'dataset_path': form_data['dataset_path'], 'max_length': form_data['max_length'], 'batch_size': form_data['batch_size'], 'lr': form_data['lr'], 'num_epochs': form_data['num_epochs'], 'output_dir': form_data['output_dir'], } with open('train/configs/train/local_cfg.yaml', 'w') as f: yaml.dump(config, f) # Trigger the train.py script # Place your code here to run the train.py script with the created config file # accelerate launch --dynamo_backend=inductor --num_processes=8 --num_machines=1 --machine_rank=0 --deepspeed_multinode_launcher standard --mixed_precision=bf16 --use_deepspeed --deepspeed_config_file=configs/deepspeed/ds_config_gptj.json train.py --config configs/train/finetune_gptj.yaml subprocess.check_call(["accelerate","launch", "--dynamo_backend=inductor", "--num_processes=8", "--num_machines=1", "--machine_rank=0", "--deepspeed_multinode_launcher standard", "--mixed_precision=bf16", "--use_deepspeed", "--deepspeed_config_file=train/configs/deepspeed/ds_config_gptj.json", "train/train.py", "--config", "train/configs/train/local_cfg.yaml"]) return jsonify({'message': 'Training started'}) def get_config(self): return jsonify(self.config.to_dict()) def get_current_personality_path_infos(self): return jsonify({ "personality_language":self.personality_language, "personality_category":self.personality_category, "personality_name":self.personality_name }) 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") def sync_cfg(default_config, config): """Syncs a configuration with the default configuration Args: default_config (_type_): _description_ config (_type_): _description_ Returns: _type_: _description_ """ added_entries = [] removed_entries = [] # Ensure all fields from default_config exist in config for key, value in default_config.items(): if key not in config: config[key] = value added_entries.append(key) # Remove fields from config that don't exist in default_config for key in list(config.config.keys()): if key not in default_config: del config.config[key] removed_entries.append(key) config["version"]=default_config["version"] return config, added_entries, removed_entries if __name__ == "__main__": lollms_paths = LollmsPaths.find_paths(force_local=True, custom_default_cfg_path="configs/config.yaml") db_folder = lollms_paths.personal_path/"databases" db_folder.mkdir(parents=True, exist_ok=True) parser = argparse.ArgumentParser(description="Start the chatbot Flask app.") parser.add_argument( "-c", "--config", type=str, default="local_config", 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() # Configuration loading part config = LOLLMSConfig.autoload(lollms_paths) # Override values in config with command-line arguments for arg_name, arg_value in vars(args).items(): if arg_value is not None: config[arg_name] = arg_value # executor = ThreadPoolExecutor(max_workers=1) # app.config['executor'] = executor bot = LoLLMsWebUI(app, socketio, config, config.file_path, lollms_paths) # chong Define custom WebSocketHandler with error handling class CustomWebSocketHandler(WebSocketHandler): def handle_error(self, environ, start_response, e): # Handle the error here print("WebSocket error:", e) super().handle_error(environ, start_response, e) # chong -add socket server app.config['debug'] = config["debug"] if config["debug"]: ASCIIColors.info("debug mode:true") else: ASCIIColors.info("debug mode:false") url = f'http://{config["host"]}:{config["port"]}' print(f"Please open your browser and go to {url} to view the ui") socketio.run(app, host=config["host"], port=config["port"]) # http_server = WSGIServer((config["host"], config["port"]), app, handler_class=WebSocketHandler) # http_server.serve_forever()