lollms-webui/app.py
2023-07-27 16:27:46 +02:00

1810 lines
76 KiB
Python

######
# 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"
main_repo = "https://github.com/ParisNeo/lollms-webui.git"
import os
import sys
def run_update_script(args=None):
update_script = "update_script.py"
# Convert Namespace object to a dictionary
if args:
args_dict = vars(args)
else:
args_dict = {}
# Filter out any key-value pairs where the value is None
valid_args = {key: value for key, value in args_dict.items() if value is not None}
# Save the arguments to a temporary file
temp_file = "temp_args.txt"
with open(temp_file, "w") as file:
# Convert the valid_args dictionary to a string in the format "key1 value1 key2 value2 ..."
arg_string = " ".join([f"--{key} {value}" for key, value in valid_args.items()])
file.write(arg_string)
os.system(f"python {update_script}")
sys.exit(0)
try:
import git
import logging
import argparse
import json
import traceback
import subprocess
import signal
from lollms.config import InstallOption
from lollms.binding import LOLLMSConfig, BindingBuilder
from lollms.personality import AIPersonality
from lollms.config import BaseConfig
from lollms.helpers import ASCIIColors, trace_exception
from lollms.paths import LollmsPaths
from api.db import Discussion
from flask import (
Flask,
jsonify,
render_template,
request,
send_from_directory
)
from flask_socketio import SocketIO
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
import gc
import pkg_resources
from api.config import load_config
from api import LoLLMsAPPI
import shutil
import socket
except Exception as ex:
print(ex)
print("Error importing some libraries. Updating lollms...")
run_update_script()
log = logging.getLogger('werkzeug')
log.setLevel(logging.ERROR)
app = Flask("Lollms-WebUI", static_url_path="/static", static_folder="static")
# async_mode='gevent', ping_timeout=1200, ping_interval=120,
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})
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)
def get_ip_address():
# Create a socket object
sock = socket.socket(socket.AF_INET, socket.SOCK_DGRAM)
try:
# Connect to a remote host (doesn't matter which one)
sock.connect(('8.8.8.8', 80))
# Get the local IP address of the socket
ip_address = sock.getsockname()[0]
return ip_address
except socket.error:
return None
finally:
# Close the socket
sock.close()
def check_update(branch_name="main"):
try:
# Open the repository
repo = git.Repo(".")
# Fetch updates from the remote for the specified branch
repo.remotes.origin.fetch(refspec=f"refs/heads/{branch_name}:refs/remotes/origin/{branch_name}")
# Compare the local and remote commit IDs for the specified branch
local_commit = repo.head.commit
remote_commit = repo.remotes.origin.refs[branch_name].commit
# Return True if there are updates, False otherwise
return local_commit != remote_commit
except Exception as e:
# Handle any errors that may occur during the fetch process
trace_exception(e)
return False
def run_restart_script(args):
restart_script = "restart_script.py"
# Convert Namespace object to a dictionary
args_dict = vars(args)
# Filter out any key-value pairs where the value is None
valid_args = {key: value for key, value in args_dict.items() if value is not None}
# Save the arguments to a temporary file
temp_file = "temp_args.txt"
with open(temp_file, "w") as file:
# Convert the valid_args dictionary to a string in the format "key1 value1 key2 value2 ..."
arg_string = " ".join([f"--{key} {value}" for key, value in valid_args.items()])
file.write(arg_string)
os.system(f"python {restart_script}")
sys.exit(0)
class LoLLMsWebUI(LoLLMsAPPI):
def __init__(self, args, _app, _socketio, config:LOLLMSConfig, config_file_path:Path|str, lollms_paths:LollmsPaths) -> None:
self.args = args
if len(config.personalities)==0:
config.personalities.append("english/generic/lollms")
config["active_personality_id"] = 0
config.save_config()
if config["active_personality_id"]>=len(config["personalities"]) or config["active_personality_id"]<0:
config["active_personality_id"] = 0
super().__init__(config, _socketio, config_file_path, lollms_paths)
self.app = _app
self.cancel_gen = False
app.template_folder = "web/dist"
if len(config["personalities"])>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]
else:
self.personality_language = "english"
self.personality_category = "generic"
self.personality_name = "lollms"
# =========================================================================================
# Endpoints
# =========================================================================================
self.add_endpoint("/get_lollms_version", "get_lollms_version", self.get_lollms_version, methods=["POST"])
self.add_endpoint("/reload_binding", "reload_binding", self.reload_binding, methods=["POST"])
self.add_endpoint("/update_software", "update_software", self.update_software, methods=["GET"])
self.add_endpoint("/clear_uploads", "clear_uploads", self.clear_uploads, methods=["GET"])
self.add_endpoint("/selectdb", "selectdb", self.selectdb, methods=["GET"])
self.add_endpoint("/restart_program", "restart_program", self.restart_program, methods=["GET"])
self.add_endpoint("/check_update", "check_update", self.check_update, methods=["GET"])
self.add_endpoint("/install_model_from_path", "install_model_from_path", self.install_model_from_path, methods=["GET"])
self.add_endpoint("/reinstall_binding", "reinstall_binding", self.reinstall_binding, methods=["POST"])
self.add_endpoint("/reinstall_personality", "reinstall_personality", self.reinstall_personality, 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("/upload_model", "upload_model", self.upload_model, methods=["POST"])
self.add_endpoint("/upload_avatar", "upload_avatar", self.upload_avatar, 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.p_mount_personality, methods=["POST"])
self.add_endpoint("/unmount_personality", "unmount_personality", self.p_unmount_personality, methods=["POST"])
self.add_endpoint("/select_personality", "select_personality", self.p_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_extensions", "list_extensions", self.list_extensions, 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("/user_infos/<path:filename>", "serve_user_infos", self.serve_user_infos, 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(
"/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() and not language_folder.stem.startswith('.'):
personalities[language_folder.name] = {}
for category_folder in language_folder.iterdir():
cat = category_folder.stem
if category_folder.is_dir() and not category_folder.stem.startswith('.'):
personalities[language_folder.name][category_folder.name] = []
for personality_folder in category_folder.iterdir():
pers = personality_folder.stem
if personality_folder.is_dir() and not personality_folder.stem.startswith('.'):
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:
scripts_path = personality_folder / 'scripts'
personality_info['has_scripts'] = scripts_path.is_dir()
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.lollms_paths.personal_configuration_path/f"personality_{personality_folder.stem}.yaml").exists() or personality_info['has_scripts']
personality_info['help'] = config_data.get('help', '')
personality_info['commands'] = config_data.get('commands', '')
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_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_extensions(self):
return jsonify([])
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):
ASCIIColors.yellow("- 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)})
if not 'name' in data:
data['name']=self.config.personalities[self.config["active_personality_id"]]
try:
personality_path = lollms_paths.personalities_zoo_path / data['name']
ASCIIColors.info(f"- Reinstalling personality {data['name']}...")
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 check_update(self):
res = check_update()
return jsonify({'update_availability':res})
def restart_program(self):
ASCIIColors.info("")
ASCIIColors.info("")
ASCIIColors.info("")
ASCIIColors.info(" ╔══════════════════════════════════════════════════╗")
ASCIIColors.info(" ║ Restarting backend ║")
ASCIIColors.info(" ╚══════════════════════════════════════════════════╝")
ASCIIColors.info("")
ASCIIColors.info("")
ASCIIColors.info("")
run_restart_script(self.args)
def update_software(self):
ASCIIColors.info("")
ASCIIColors.info("")
ASCIIColors.info("")
ASCIIColors.info(" ╔══════════════════════════════════════════════════╗")
ASCIIColors.info(" ║ Updating backend ║")
ASCIIColors.info(" ╚══════════════════════════════════════════════════╝")
ASCIIColors.info("")
ASCIIColors.info("")
ASCIIColors.info("")
run_update_script(self.args)
def get_lollms_version(self):
version = pkg_resources.get_distribution('lollms').version
ASCIIColors.yellow("Lollms version : "+ version)
return jsonify({"version":version})
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,"fileName":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
# Check if .no_gpu file exists
no_gpu_file = Path('.no_gpu')
if no_gpu_file.exists():
# If the file exists, change self.config.use_gpu to False
config.enable_gpu = False
config.save_config()
# Remove the .no_gpu file
no_gpu_file.unlink()
bot = LoLLMsWebUI(args, 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()