mirror of
https://github.com/ParisNeo/lollms-webui.git
synced 2024-12-21 05:13:10 +00:00
1698 lines
72 KiB
Python
1698 lines
72 KiB
Python
######
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# Project : lollms-webui
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# Author : ParisNeo with the help of the community
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# Supported by Nomic-AI
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# license : Apache 2.0
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# Description :
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# A front end Flask application for llamacpp models.
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# The official GPT4All Web ui
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# Made by the community for the community
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######
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__author__ = "parisneo"
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__github__ = "https://github.com/ParisNeo/lollms-webui"
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__copyright__ = "Copyright 2023, "
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__license__ = "Apache 2.0"
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import os
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import logging
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import argparse
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import json
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import re
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import traceback
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import sys
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from tqdm import tqdm
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import subprocess
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import signal
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from lollms.config import InstallOption
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from lollms.binding import LOLLMSConfig, BindingBuilder, LLMBinding
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from lollms.personality import AIPersonality, MSG_TYPE
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from lollms.config import BaseConfig
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from lollms.helpers import ASCIIColors, trace_exception
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from lollms.paths import LollmsPaths
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from api.db import DiscussionsDB, Discussion
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from api.helpers import compare_lists
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from flask import (
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Flask,
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Response,
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jsonify,
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render_template,
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request,
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stream_with_context,
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send_from_directory
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)
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from flask_socketio import SocketIO, emit
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from pathlib import Path
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import yaml
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from geventwebsocket.handler import WebSocketHandler
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import logging
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import psutil
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from lollms.main_config import LOLLMSConfig
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from typing import Optional
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import gc
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import gc
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log = logging.getLogger('werkzeug')
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log.setLevel(logging.ERROR)
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app = Flask("Lollms-WebUI", static_url_path="/static", static_folder="static")
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# async_mode='gevent', ping_timeout=1200, ping_interval=120,
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socketio = SocketIO(app, cors_allowed_origins="*", async_mode='threading',engineio_options={'websocket_compression': False, 'websocket_ping_interval': 20, 'websocket_ping_timeout': 120, 'websocket_max_queue': 100})
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app.config['SECRET_KEY'] = 'secret!'
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# Set the logging level to WARNING or higher
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logging.getLogger('socketio').setLevel(logging.WARNING)
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logging.getLogger('engineio').setLevel(logging.WARNING)
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logging.getLogger('werkzeug').setLevel(logging.ERROR)
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logging.basicConfig(level=logging.WARNING)
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import time
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from api.config import load_config, save_config
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from api import LoLLMsAPPI
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import shutil
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import markdown
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import socket
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def get_ip_address():
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# Create a socket object
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sock = socket.socket(socket.AF_INET, socket.SOCK_DGRAM)
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try:
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# Connect to a remote host (doesn't matter which one)
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sock.connect(('8.8.8.8', 80))
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# Get the local IP address of the socket
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ip_address = sock.getsockname()[0]
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return ip_address
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except socket.error:
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return None
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finally:
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# Close the socket
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sock.close()
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class LoLLMsWebUI(LoLLMsAPPI):
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def __init__(self, _app, _socketio, config:LOLLMSConfig, config_file_path:Path|str, lollms_paths:LollmsPaths) -> None:
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if len(config.personalities)==0:
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config.personalities.append("english/generic/lollms")
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config["active_personality_id"] = 0
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config.save_config()
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if config["active_personality_id"]>=len(config["personalities"]) or config["active_personality_id"]<0:
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config["active_personality_id"] = 0
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super().__init__(config, _socketio, config_file_path, lollms_paths)
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self.app = _app
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self.cancel_gen = False
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app.template_folder = "web/dist"
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if len(config["personalities"])>0:
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self.personality_language= config["personalities"][config["active_personality_id"]].split("/")[0]
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self.personality_category= config["personalities"][config["active_personality_id"]].split("/")[1]
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self.personality_name= config["personalities"][config["active_personality_id"]].split("/")[2]
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else:
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self.personality_language = "english"
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self.personality_category = "generic"
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self.personality_name = "lollms"
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# =========================================================================================
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# Endpoints
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# =========================================================================================
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self.add_endpoint("/reload_binding", "reload_binding", self.reload_binding, methods=["POST"])
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self.add_endpoint("/update_software", "update_software", self.update_software, methods=["GET"])
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self.add_endpoint("/clear_uploads", "clear_uploads", self.clear_uploads, methods=["GET"])
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self.add_endpoint("/selectdb", "selectdb", self.selectdb, methods=["GET"])
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self.add_endpoint("/restart_program", "restart_program", self.restart_program, methods=["GET"])
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self.add_endpoint("/install_model_from_path", "install_model_from_path", self.install_model_from_path, methods=["GET"])
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self.add_endpoint("/reinstall_binding", "reinstall_binding", self.reinstall_binding, methods=["POST"])
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self.add_endpoint("/reinstall_personality", "reinstall_personality", self.reinstall_personality, methods=["POST"])
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self.add_endpoint("/switch_personal_path", "switch_personal_path", self.switch_personal_path, methods=["POST"])
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self.add_endpoint("/add_reference_to_local_model", "add_reference_to_local_model", self.add_reference_to_local_model, methods=["POST"])
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self.add_endpoint("/send_file", "send_file", self.send_file, methods=["POST"])
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self.add_endpoint("/upload_model", "upload_model", self.upload_model, methods=["POST"])
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self.add_endpoint("/upload_avatar", "upload_avatar", self.upload_avatar, methods=["POST"])
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self.add_endpoint("/list_mounted_personalities", "list_mounted_personalities", self.list_mounted_personalities, methods=["POST"])
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self.add_endpoint("/mount_personality", "mount_personality", self.p_mount_personality, methods=["POST"])
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self.add_endpoint("/unmount_personality", "unmount_personality", self.p_unmount_personality, methods=["POST"])
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self.add_endpoint("/select_personality", "select_personality", self.p_select_personality, methods=["POST"])
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self.add_endpoint("/get_personality_settings", "get_personality_settings", self.get_personality_settings, methods=["POST"])
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self.add_endpoint("/get_active_personality_settings", "get_active_personality_settings", self.get_active_personality_settings, methods=["GET"])
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self.add_endpoint("/get_active_binding_settings", "get_active_binding_settings", self.get_active_binding_settings, methods=["GET"])
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self.add_endpoint("/set_active_personality_settings", "set_active_personality_settings", self.set_active_personality_settings, methods=["POST"])
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self.add_endpoint("/set_active_binding_settings", "set_active_binding_settings", self.set_active_binding_settings, methods=["POST"])
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self.add_endpoint(
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"/disk_usage", "disk_usage", self.disk_usage, methods=["GET"]
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)
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self.add_endpoint(
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"/ram_usage", "ram_usage", self.ram_usage, methods=["GET"]
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)
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self.add_endpoint(
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"/vram_usage", "vram_usage", self.vram_usage, methods=["GET"]
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)
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self.add_endpoint(
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"/list_bindings", "list_bindings", self.list_bindings, methods=["GET"]
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)
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self.add_endpoint(
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"/list_models", "list_models", self.list_models, methods=["GET"]
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)
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self.add_endpoint(
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"/list_personalities_languages", "list_personalities_languages", self.list_personalities_languages, methods=["GET"]
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)
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self.add_endpoint(
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"/list_personalities_categories", "list_personalities_categories", self.list_personalities_categories, methods=["GET"]
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)
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self.add_endpoint(
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"/list_personalities", "list_personalities", self.list_personalities, methods=["GET"]
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)
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self.add_endpoint(
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"/list_languages", "list_languages", self.list_languages, methods=["GET"]
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)
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self.add_endpoint(
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"/list_discussions", "list_discussions", self.list_discussions, methods=["GET"]
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)
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self.add_endpoint("/delete_personality", "delete_personality", self.delete_personality, methods=["GET"])
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self.add_endpoint("/", "", self.index, methods=["GET"])
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self.add_endpoint("/<path:filename>", "serve_static", self.serve_static, methods=["GET"])
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self.add_endpoint("/user_infos/<path:filename>", "serve_user_infos", self.serve_user_infos, methods=["GET"])
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self.add_endpoint("/images/<path:filename>", "serve_images", self.serve_images, methods=["GET"])
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self.add_endpoint("/bindings/<path:filename>", "serve_bindings", self.serve_bindings, methods=["GET"])
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self.add_endpoint("/personalities/<path:filename>", "serve_personalities", self.serve_personalities, methods=["GET"])
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self.add_endpoint("/outputs/<path:filename>", "serve_outputs", self.serve_outputs, methods=["GET"])
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self.add_endpoint("/data/<path:filename>", "serve_data", self.serve_data, methods=["GET"])
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self.add_endpoint("/help/<path:filename>", "serve_help", self.serve_help, methods=["GET"])
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self.add_endpoint("/uploads/<path:filename>", "serve_uploads", self.serve_uploads, methods=["GET"])
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self.add_endpoint("/export_discussion", "export_discussion", self.export_discussion, methods=["GET"])
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self.add_endpoint("/export", "export", self.export, methods=["GET"])
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self.add_endpoint(
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"/new_discussion", "new_discussion", self.new_discussion, methods=["GET"]
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)
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self.add_endpoint("/stop_gen", "stop_gen", self.stop_gen, methods=["GET"])
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self.add_endpoint("/rename", "rename", self.rename, methods=["POST"])
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self.add_endpoint("/edit_title", "edit_title", self.edit_title, methods=["POST"])
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self.add_endpoint(
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"/load_discussion", "load_discussion", self.load_discussion, methods=["POST"]
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)
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self.add_endpoint(
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"/delete_discussion",
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"delete_discussion",
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self.delete_discussion,
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methods=["POST"],
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)
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self.add_endpoint(
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"/update_message", "update_message", self.update_message, methods=["GET"]
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)
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self.add_endpoint(
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"/message_rank_up", "message_rank_up", self.message_rank_up, methods=["GET"]
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)
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self.add_endpoint(
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"/message_rank_down", "message_rank_down", self.message_rank_down, methods=["GET"]
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)
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self.add_endpoint(
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"/delete_message", "delete_message", self.delete_message, methods=["GET"]
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)
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self.add_endpoint(
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"/set_binding", "set_binding", self.set_binding, methods=["POST"]
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)
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self.add_endpoint(
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"/set_model", "set_model", self.set_model, methods=["POST"]
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)
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self.add_endpoint(
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"/get_config", "get_config", self.get_config, methods=["GET"]
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)
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self.add_endpoint(
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"/get_current_personality_path_infos", "get_current_personality_path_infos", self.get_current_personality_path_infos, methods=["GET"]
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)
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self.add_endpoint(
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"/get_available_models", "get_available_models", self.get_available_models, methods=["GET"]
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)
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self.add_endpoint(
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"/extensions", "extensions", self.extensions, methods=["GET"]
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)
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self.add_endpoint(
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"/training", "training", self.training, methods=["GET"]
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)
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self.add_endpoint(
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"/main", "main", self.main, methods=["GET"]
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)
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self.add_endpoint(
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"/settings", "settings", self.settings, methods=["GET"]
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)
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self.add_endpoint(
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"/help", "help", self.help, methods=["GET"]
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)
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self.add_endpoint(
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"/get_generation_status", "get_generation_status", self.get_generation_status, methods=["GET"]
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)
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self.add_endpoint(
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"/update_setting", "update_setting", self.update_setting, methods=["POST"]
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)
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self.add_endpoint(
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"/apply_settings", "apply_settings", self.apply_settings, methods=["POST"]
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)
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self.add_endpoint(
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"/save_settings", "save_settings", self.save_settings, methods=["POST"]
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)
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self.add_endpoint(
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"/get_current_personality", "get_current_personality", self.get_current_personality, methods=["GET"]
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)
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self.add_endpoint(
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"/get_all_personalities", "get_all_personalities", self.get_all_personalities, methods=["GET"]
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)
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self.add_endpoint(
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"/get_personality", "get_personality", self.get_personality, methods=["GET"]
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)
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self.add_endpoint(
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"/reset", "reset", self.reset, methods=["GET"]
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)
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self.add_endpoint(
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"/export_multiple_discussions", "export_multiple_discussions", self.export_multiple_discussions, methods=["POST"]
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)
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self.add_endpoint(
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"/import_multiple_discussions", "import_multiple_discussions", self.import_multiple_discussions, methods=["POST"]
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)
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def export_multiple_discussions(self):
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data = request.get_json()
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discussion_ids = data["discussion_ids"]
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discussions = self.db.export_discussions_to_json(discussion_ids)
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return jsonify(discussions)
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def import_multiple_discussions(self):
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discussions = request.get_json()["jArray"]
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self.db.import_from_json(discussions)
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return jsonify(discussions)
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def reset(self):
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os.kill(os.getpid(), signal.SIGINT) # Send the interrupt signal to the current process
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subprocess.Popen(['python', 'app.py']) # Restart the app using subprocess
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return 'App is resetting...'
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def save_settings(self):
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self.config.save_config(self.config_file_path)
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if self.config["debug"]:
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print("Configuration saved")
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# Tell that the setting was changed
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self.socketio.emit('save_settings', {"status":True})
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return jsonify({"status":True})
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def get_current_personality(self):
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return jsonify({"personality":self.personality.as_dict()})
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def get_all_personalities(self):
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personalities_folder = self.lollms_paths.personalities_zoo_path
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personalities = {}
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for language_folder in personalities_folder.iterdir():
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lang = language_folder.stem
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if language_folder.is_dir() and not language_folder.stem.startswith('.'):
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personalities[language_folder.name] = {}
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for category_folder in language_folder.iterdir():
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cat = category_folder.stem
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if category_folder.is_dir() and not category_folder.stem.startswith('.'):
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personalities[language_folder.name][category_folder.name] = []
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for personality_folder in category_folder.iterdir():
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pers = personality_folder.stem
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if personality_folder.is_dir() and not personality_folder.stem.startswith('.'):
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personality_info = {"folder":personality_folder.stem}
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config_path = personality_folder / 'config.yaml'
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if not config_path.exists():
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"""
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try:
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shutil.rmtree(str(config_path.parent))
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ASCIIColors.warning(f"Deleted useless personality: {config_path.parent}")
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except Exception as ex:
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ASCIIColors.warning(f"Couldn't delete personality ({ex})")
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"""
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continue
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try:
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scripts_path = personality_folder / 'scripts'
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personality_info['has_scripts'] = scripts_path.is_dir()
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with open(config_path) as config_file:
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config_data = yaml.load(config_file, Loader=yaml.FullLoader)
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personality_info['name'] = config_data.get('name',"No Name")
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personality_info['description'] = config_data.get('personality_description',"")
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personality_info['author'] = config_data.get('author', 'ParisNeo')
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personality_info['version'] = config_data.get('version', '1.0.0')
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personality_info['installed'] = (self.lollms_paths.personal_configuration_path/f"personality_{personality_folder.stem}.yaml").exists() or personality_info['has_scripts']
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personality_info['help'] = config_data.get('help', '')
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personality_info['commands'] = config_data.get('commands', '')
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real_assets_path = personality_folder/ 'assets'
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assets_path = Path("personalities") / lang / cat / pers / 'assets'
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gif_logo_path = assets_path / 'logo.gif'
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webp_logo_path = assets_path / 'logo.webp'
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png_logo_path = assets_path / 'logo.png'
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jpg_logo_path = assets_path / 'logo.jpg'
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jpeg_logo_path = assets_path / 'logo.jpeg'
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bmp_logo_path = assets_path / 'logo.bmp'
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gif_logo_path_ = real_assets_path / 'logo.gif'
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webp_logo_path_ = real_assets_path / 'logo.webp'
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png_logo_path_ = real_assets_path / 'logo.png'
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jpg_logo_path_ = real_assets_path / 'logo.jpg'
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jpeg_logo_path_ = real_assets_path / 'logo.jpeg'
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bmp_logo_path_ = real_assets_path / 'logo.bmp'
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personality_info['has_logo'] = png_logo_path.is_file() or gif_logo_path.is_file()
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if gif_logo_path_.exists():
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personality_info['avatar'] = str(gif_logo_path).replace("\\","/")
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elif webp_logo_path_.exists():
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personality_info['avatar'] = str(webp_logo_path).replace("\\","/")
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elif png_logo_path_.exists():
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personality_info['avatar'] = str(png_logo_path).replace("\\","/")
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elif jpg_logo_path_.exists():
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personality_info['avatar'] = str(jpg_logo_path).replace("\\","/")
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elif jpeg_logo_path_.exists():
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personality_info['avatar'] = str(jpeg_logo_path).replace("\\","/")
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elif bmp_logo_path_.exists():
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personality_info['avatar'] = str(bmp_logo_path).replace("\\","/")
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else:
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personality_info['avatar'] = ""
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personalities[language_folder.name][category_folder.name].append(personality_info)
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except Exception as ex:
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print(f"Couldn't load personality from {personality_folder} [{ex}]")
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return json.dumps(personalities)
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def get_personality(self):
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lang = request.args.get('language')
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category = request.args.get('category')
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name = request.args.get('name')
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if category!="personal":
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personality_folder = self.lollms_paths.personalities_zoo_path/f"{lang}"/f"{category}"/f"{name}"
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else:
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personality_folder = self.lollms_paths.personal_personalities_path/f"{lang}"/f"{category}"/f"{name}"
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personality_path = personality_folder/f"config.yaml"
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|
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_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']
|
|
if self.config["model_name"] is not None:
|
|
try:
|
|
self.model = self.binding.build_model()
|
|
self.rebuild_personalities(reload_all=True)
|
|
except Exception as ex:
|
|
# Catch the exception and get the traceback as a list of strings
|
|
traceback_lines = traceback.format_exception(type(ex), ex, ex.__traceback__)
|
|
|
|
# Join the traceback lines into a single string
|
|
traceback_text = ''.join(traceback_lines)
|
|
ASCIIColors.error(f"Couldn't load model: [{ex}]")
|
|
ASCIIColors.error(traceback_text)
|
|
return jsonify({ "status":False, 'error':str(ex)})
|
|
else:
|
|
ASCIIColors.warning("Trying to set a None model. Please select a model for the binding")
|
|
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']
|
|
try:
|
|
if self.binding:
|
|
self.binding.destroy_model()
|
|
|
|
self.binding = None
|
|
self.model = None
|
|
for per in self.mounted_personalities:
|
|
per.model = None
|
|
gc.collect()
|
|
self.binding = BindingBuilder().build_binding(self.config, self.lollms_paths)
|
|
self.model = None
|
|
self.config.save_config()
|
|
except Exception as ex:
|
|
print(f"Couldn't build binding: [{ex}]")
|
|
return jsonify({"status":False, 'error':str(ex)})
|
|
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 data['setting_name'] in self.config.config.keys():
|
|
self.config[data['setting_name']] = data['setting_value']
|
|
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")
|
|
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,gpu_name', '--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_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])*1024*1024
|
|
ram_usage[f"gpu_{i}_used_vram"] = int(gpu[1])*1024*1024
|
|
ram_usage[f"gpu_{i}_model"] = gpu[2].strip()
|
|
else:
|
|
# Set all VRAM-related entries to None
|
|
ram_usage["gpu_0_total_vram"] = None
|
|
ram_usage["gpu_0_used_vram"] = None
|
|
ram_usage["gpu_0_model"] = 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")
|
|
installed = (self.lollms_paths.personal_configuration_path/f"binding_{f.stem}.yaml").exists()
|
|
bnd["installed"]=installed
|
|
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)
|
|
ASCIIColors.yellow("Listing models")
|
|
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() and not f.name.startswith(".")]
|
|
return jsonify(personalities_languages)
|
|
|
|
def list_personalities_categories(self):
|
|
language = request.args.get('language')
|
|
personalities_categories_dir = self.lollms_paths.personalities_zoo_path/f'{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() and not f.name.startswith(".")]
|
|
return jsonify(personalities_categories)
|
|
|
|
def list_personalities(self):
|
|
language = request.args.get('language')
|
|
category = request.args.get('category')
|
|
if not category:
|
|
return jsonify([])
|
|
|
|
try:
|
|
personalities_dir = self.lollms_paths.personalities_zoo_path/f'{language}/{category}' # replace with the actual path to the models folder
|
|
personalities = [f.stem for f in personalities_dir.iterdir() if f.is_dir() and not f.name.startswith(".")]
|
|
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_user_infos(self, filename):
|
|
path = str(self.lollms_paths.personal_user_infos_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 install_model_from_path(self):
|
|
from tkinter import Tk
|
|
from tkinter.filedialog import askopenfilename
|
|
|
|
ASCIIColors.info(f"- Selecting model ...")
|
|
# Define the file types
|
|
filetypes = [
|
|
("Model file", self.binding.file_extension),
|
|
]
|
|
# Create the Tkinter root window
|
|
root = Tk()
|
|
|
|
# Hide the root window
|
|
root.withdraw()
|
|
|
|
# Open the file dialog
|
|
file_path = askopenfilename(filetypes=filetypes)
|
|
|
|
file_path = Path(file_path)
|
|
#
|
|
with open(str(self.lollms_paths.personal_models_path/self.config.binding_name/(file_path.stem+".reference")),"w") as f:
|
|
f.write(file_path)
|
|
|
|
return jsonify({
|
|
"status": True
|
|
})
|
|
|
|
def reinstall_personality(self):
|
|
try:
|
|
data = request.get_json()
|
|
# Further processing of the data
|
|
except Exception as e:
|
|
print(f"Error occurred while parsing JSON: {e}")
|
|
return jsonify({"status":False, 'error':str(e)})
|
|
|
|
personality_path = lollms_paths.personalities_zoo_path / data['name']
|
|
ASCIIColors.info(f"- Reinstalling personality {data['name']}...")
|
|
try:
|
|
ASCIIColors.info("Unmounting personality")
|
|
idx = self.config.personalities.index(data['name'])
|
|
print(f"index = {idx}")
|
|
self.mounted_personalities[idx] = None
|
|
gc.collect()
|
|
try:
|
|
self.mounted_personalities[idx] = AIPersonality(personality_path,
|
|
self.lollms_paths,
|
|
self.config,
|
|
model=self.model,
|
|
run_scripts=True,installation_option=InstallOption.FORCE_INSTALL)
|
|
return jsonify({"status":True})
|
|
except Exception as ex:
|
|
ASCIIColors.error(f"Personality file not found or is corrupted ({data['name']}).\nReturned the following exception:{ex}\nPlease verify that the personality you have selected exists or select another personality. Some updates may lead to change in personality name or category, so check the personality selection in settings to be sure.")
|
|
ASCIIColors.info("Trying to force reinstall")
|
|
return jsonify({"status":False, 'error':str(e)})
|
|
|
|
except Exception as e:
|
|
return jsonify({"status":False, 'error':str(e)})
|
|
|
|
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 jsonify({"status":False, 'error':str(e)})
|
|
ASCIIColors.info(f"- Reinstalling binding {data['name']}...")
|
|
try:
|
|
ASCIIColors.info("Unmounting binding and model")
|
|
self.binding = None
|
|
self.model = None
|
|
for per in self.mounted_personalities:
|
|
per.model = None
|
|
gc.collect()
|
|
ASCIIColors.info("Reinstalling binding")
|
|
self.binding = BindingBuilder().build_binding(self.config, self.lollms_paths, InstallOption.FORCE_INSTALL)
|
|
ASCIIColors.info("Binding reinstalled successfully")
|
|
|
|
try:
|
|
ASCIIColors.info("Reloading model")
|
|
self.model = self.binding.build_model()
|
|
ASCIIColors.info("Model reloaded successfully")
|
|
except Exception as ex:
|
|
print(f"Couldn't build model: [{ex}]")
|
|
trace_exception(ex)
|
|
try:
|
|
self.rebuild_personalities(reload_all=True)
|
|
except Exception as ex:
|
|
print(f"Couldn't reload personalities: [{ex}]")
|
|
return jsonify({"status": True})
|
|
except Exception as ex:
|
|
print(f"Couldn't build binding: [{ex}]")
|
|
return jsonify({"status":False, 'error':str(ex)})
|
|
|
|
|
|
def clear_uploads(self):
|
|
ASCIIColors.info("")
|
|
ASCIIColors.info("")
|
|
ASCIIColors.info("")
|
|
ASCIIColors.info(" ╔══════════════════════════════════════════════════╗")
|
|
ASCIIColors.info(" ║ Removing all uploads ║")
|
|
ASCIIColors.info(" ╚══════════════════════════════════════════════════╝")
|
|
ASCIIColors.info("")
|
|
ASCIIColors.info("")
|
|
ASCIIColors.info("")
|
|
try:
|
|
folder_path = self.lollms_paths.personal_uploads_path
|
|
# Iterate over all files and directories in the folder
|
|
for entry in folder_path.iterdir():
|
|
if entry.is_file():
|
|
# Remove file
|
|
entry.unlink()
|
|
elif entry.is_dir():
|
|
# Remove directory (recursively)
|
|
shutil.rmtree(entry)
|
|
print(f"All files and directories inside '{folder_path}' have been removed successfully.")
|
|
return {"status": True}
|
|
except OSError as e:
|
|
ASCIIColors.error(f"Couldn't clear the upload folder.\nMaybe some files are opened somewhere else.\Try doing it manually")
|
|
return {"status": False, 'error': "Couldn't clear the upload folder.\nMaybe some files are opened somewhere else.\Try doing it manually"}
|
|
|
|
|
|
def update_software(self):
|
|
ASCIIColors.info("")
|
|
ASCIIColors.info("")
|
|
ASCIIColors.info("")
|
|
ASCIIColors.info(" ╔══════════════════════════════════════════════════╗")
|
|
ASCIIColors.info(" ║ Upgrading backend ║")
|
|
ASCIIColors.info(" ╚══════════════════════════════════════════════════╝")
|
|
ASCIIColors.info("")
|
|
ASCIIColors.info("")
|
|
ASCIIColors.info("")
|
|
# Perform a 'git pull' to check for updates
|
|
try:
|
|
# Execute 'git pull' and redirect the output to the console
|
|
process = subprocess.Popen(['git', 'pull'], stdout=subprocess.PIPE, stderr=subprocess.STDOUT, text=True)
|
|
|
|
# Read and print the output in real-time
|
|
while True:
|
|
output = process.stdout.readline()
|
|
if output == '' and process.poll() is not None:
|
|
break
|
|
if output:
|
|
print(output.strip())
|
|
|
|
# Wait for the process to finish and get the return code
|
|
return_code = process.poll()
|
|
|
|
if return_code == 0:
|
|
return {"status": True}
|
|
else:
|
|
return {"status": False, 'error': f"git pull failed with return code {return_code}"}
|
|
|
|
except subprocess.CalledProcessError as ex:
|
|
# There was an error in 'git pull' command
|
|
return {"status": False, 'error': str(ex)}
|
|
|
|
def selectdb(self):
|
|
from tkinter import Tk, filedialog
|
|
# Initialize Tkinter
|
|
root = Tk()
|
|
root.withdraw()
|
|
|
|
# Show file selection dialog
|
|
file_path = filedialog.askopenfilename()
|
|
|
|
|
|
def restart_program(self):
|
|
ASCIIColors.info("")
|
|
ASCIIColors.info("")
|
|
ASCIIColors.info("")
|
|
ASCIIColors.info(" ╔══════════════════════════════════════════════════╗")
|
|
ASCIIColors.info(" ║ Restarting backend ║")
|
|
ASCIIColors.info(" ╚══════════════════════════════════════════════════╝")
|
|
ASCIIColors.info("")
|
|
ASCIIColors.info("")
|
|
ASCIIColors.info("")
|
|
python = sys.executable
|
|
os.execl(python, python, *sys.argv)
|
|
|
|
def reload_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 jsonify({"status":False, 'error':str(e)})
|
|
ASCIIColors.info(f"- Reloading binding {data['name']}...")
|
|
try:
|
|
ASCIIColors.info("Unmounting binding and model")
|
|
self.binding = None
|
|
self.model = None
|
|
for personality in self.mounted_personalities:
|
|
personality.model = None
|
|
gc.collect()
|
|
ASCIIColors.info("Reloading binding")
|
|
self.binding = BindingBuilder().build_binding(self.config, self.lollms_paths)
|
|
ASCIIColors.info("Binding loaded successfully")
|
|
|
|
try:
|
|
ASCIIColors.info("Reloading model")
|
|
self.model = self.binding.build_model()
|
|
ASCIIColors.info("Model reloaded successfully")
|
|
except Exception as ex:
|
|
print(f"Couldn't build model: [{ex}]")
|
|
trace_exception(ex)
|
|
try:
|
|
self.rebuild_personalities(reload_all=True)
|
|
except Exception as ex:
|
|
print(f"Couldn't reload personalities: [{ex}]")
|
|
return jsonify({"status": True})
|
|
except Exception as ex:
|
|
print(f"Couldn't build binding: [{ex}]")
|
|
return jsonify({"status":False, 'error':str(ex)})
|
|
|
|
|
|
def p_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")
|
|
if self.config["active_personality_id"]<0:
|
|
return jsonify({"status": False,
|
|
"personalities":self.config["personalities"],
|
|
"active_personality_id":self.config["active_personality_id"]
|
|
})
|
|
else:
|
|
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 p_unmount_personality(self):
|
|
print("- Unmounting 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']
|
|
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)
|
|
self.personality.processor.personality_config.config.save_config()
|
|
return jsonify({'status':True})
|
|
else:
|
|
return jsonify({'status':False})
|
|
else:
|
|
return jsonify({'status':False})
|
|
|
|
|
|
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"):
|
|
for entry in data:
|
|
if entry["type"]=="list" and type(entry["value"])==str:
|
|
try:
|
|
v = json.loads(entry["value"])
|
|
except:
|
|
v= ""
|
|
if type(v)==list:
|
|
entry["value"] = v
|
|
else:
|
|
entry["value"] = [entry["value"]]
|
|
self.binding.binding_config.update_template(data)
|
|
self.binding.binding_config.config.save_config()
|
|
self.binding = None
|
|
self.model = None
|
|
for per in self.mounted_personalities:
|
|
per.model = None
|
|
gc.collect()
|
|
self.binding= BindingBuilder().build_binding(self.config, self.lollms_paths)
|
|
self.model = self.binding.build_model()
|
|
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 p_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):
|
|
try:
|
|
ASCIIColors.info("Recovering file from front end")
|
|
file = request.files['file']
|
|
path:Path = self.lollms_paths.personal_uploads_path / self.personality.personality_folder_name
|
|
path.mkdir(parents=True, exist_ok=True)
|
|
file_path = path / file.filename
|
|
file.save( file_path )
|
|
if self.personality.processor:
|
|
self.personality.processor.add_file(file_path)
|
|
return jsonify({"status": True})
|
|
except Exception as ex:
|
|
ASCIIColors.error(ex)
|
|
trace_exception(ex)
|
|
return jsonify({"status": False})
|
|
|
|
def upload_model(self):
|
|
file = request.files['file']
|
|
file.save(self.lollms_paths.personal_models_path/self.config.binding_name/file.filename)
|
|
return jsonify({"status": True})
|
|
|
|
def upload_avatar(self):
|
|
file = request.files['avatar']
|
|
file.save(self.lollms_paths.personal_user_infos_path/file.filename)
|
|
return jsonify({"status": True,"file":file.filename})
|
|
|
|
|
|
|
|
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)
|
|
ASCIIColors.yellow("Message deleted")
|
|
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 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 = []
|
|
ASCIIColors.yellow("Recovering available models")
|
|
for model in model_list:
|
|
try:
|
|
filename = model.get('filename',"")
|
|
server = model.get('server',"")
|
|
variants = model.get('variants',[])
|
|
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,
|
|
'variants': variants,
|
|
'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):
|
|
if self.personality is None:
|
|
return jsonify({
|
|
"personality_language":"",
|
|
"personality_category":"",
|
|
"personality_name":""
|
|
})
|
|
else:
|
|
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)
|
|
|
|
# Parsong parameters
|
|
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
|
|
|
|
# Copy user
|
|
# Assuming the current file's directory contains the 'assets' subfolder
|
|
current_file_dir = Path(__file__).parent
|
|
assets_dir = current_file_dir / "assets"
|
|
default_user_avatar = assets_dir / "default_user.svg"
|
|
user_avatar_path = lollms_paths.personal_user_infos_path / "default_user.svg"
|
|
if not user_avatar_path.exists():
|
|
# If the user avatar doesn't exist, copy the default avatar from the assets folder
|
|
shutil.copy(default_user_avatar, user_avatar_path)
|
|
# 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"]}'
|
|
if config["host"]!="localhost":
|
|
print(f'Please open your browser and go to http://localhost:{config["port"]} to view the ui')
|
|
ASCIIColors.success(f'This server is visible from a remote PC. use this address http://{get_ip_address()}:{config["port"]}')
|
|
else:
|
|
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()
|