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modelscope-scepter/scepter/tools/webui.py
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2024-01-19 00:44:01 +08:00

124 lines
4.6 KiB
Python

# -*- coding: utf-8 -*-
import argparse
import datetime
import os
import random
import gradio as gr
import scepter
from scepter.modules.utils.config import Config
from scepter.modules.utils.file_system import FS
from scepter.modules.utils.logger import get_logger, init_logger
def prepare(config):
if 'FILE_SYSTEM' in config:
for fs_info in config['FILE_SYSTEM']:
FS.init_fs_client(fs_info)
if 'LOG_FILE' in config:
logger = get_logger()
tid = '{0:%Y%m%d%H%M%S%f}'.format(datetime.datetime.now()) + ''.join(
[str(random.randint(1, 10)) for i in range(3)])
init_logger(logger, log_file=config['LOG_FILE'].format(tid))
class TabManager():
def __init__(self):
pass
if __name__ == '__main__':
parser = argparse.ArgumentParser()
parser.add_argument('--cfg',
dest='config',
type=str,
default='/config/config.yaml')
parser.add_argument('--debug',
dest='debug',
action='store_true',
help='Switch debug mode.')
parser.add_argument(
'--host',
dest='host',
default=None,
help='The host of Gradio, default is set in ui config.')
parser.add_argument('--port',
dest='port',
default=None,
help='The port of Gradio.')
parser.add_argument('--language',
dest='language',
choices=['en', 'zh'],
default='en',
help='Now we only support english(en) and chinese(zh)')
args = parser.parse_args()
config = Config(load=True, cfg_file=args.config)
prepare(config)
tab_manager = TabManager()
interfaces = []
for info in config['INTERFACE']:
name = info.get('NAME_EN',
'') if args.language == 'en' else info['NAME']
ifid = info['IFID']
if not FS.exists(info['CONFIG']):
info['CONFIG'] = os.path.join(os.path.dirname(scepter.dirname),
info['CONFIG'])
if not FS.exists(info['CONFIG']):
raise f"{info['CONFIG']} doesn't exist."
interface = None
if ifid == 'home':
from scepter.studio.home.home import HomeUI
interface = HomeUI(info['CONFIG'],
is_debug=args.debug,
language=args.language,
root_work_dir=config.WORK_DIR)
if ifid == 'preprocess':
from scepter.studio.preprocess.preprocess import PreprocessUI
interface = PreprocessUI(info['CONFIG'],
is_debug=args.debug,
language=args.language,
root_work_dir=config.WORK_DIR)
if ifid == 'self_train':
from scepter.studio.self_train.self_train import SelfTrainUI
interface = SelfTrainUI(info['CONFIG'],
is_debug=args.debug,
language=args.language,
root_work_dir=config.WORK_DIR)
if ifid == 'inference':
from scepter.studio.inference.inference import InferenceUI
interface = InferenceUI(info['CONFIG'],
is_debug=args.debug,
language=args.language,
root_work_dir=config.WORK_DIR)
if ifid == '':
pass # TODO: Add New Features
if interface:
interfaces.append((interface, name, ifid))
setattr(tab_manager, ifid, interface)
with gr.Blocks() as demo:
if 'BANNER' in config:
gr.HTML(config.BANNER)
else:
gr.Markdown(
f"<h2><center>{config.get('TITLE', 'scepter studio')}</center></h2>"
)
with gr.Tabs(elem_id='tabs') as tabs:
setattr(tab_manager, 'tabs', tabs)
for interface, label, ifid in interfaces:
with gr.TabItem(label, id=ifid, elem_id=f'tab_{ifid}'):
interface.create_ui()
for interface, label, ifid in interfaces:
interface.set_callbacks(tab_manager)
demo.queue(status_update_rate=1).launch(
server_name=args.host if args.host else config['HOST'],
server_port=args.port if args.port else config['PORT'],
root_path=config['ROOT'],
show_error=True,
debug=True,
enable_queue=True)