File size: 4,266 Bytes
fe6327d |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 |
import gradio as gr
import os
import argparse
from dreambooth_gui import dreambooth_tab
from finetune_gui import finetune_tab
from textual_inversion_gui import ti_tab
from library.utilities import utilities_tab
from lora_gui import lora_tab
from library.class_lora_tab import LoRATools
import os
from library.custom_logging import setup_logging
# Set up logging
log = setup_logging()
def UI(**kwargs):
css = ''
headless = kwargs.get('headless', False)
log.info(f'headless: {headless}')
if os.path.exists('./style.css'):
with open(os.path.join('./style.css'), 'r', encoding='utf8') as file:
log.info('Load CSS...')
css += file.read() + '\n'
if os.path.exists('./.release'):
with open(os.path.join('./.release'), 'r', encoding='utf8') as file:
release = file.read()
if os.path.exists('./README.md'):
with open(os.path.join('./README.md'), 'r', encoding='utf8') as file:
README = file.read()
interface = gr.Blocks(
css=css, title=f'Kohya_ss GUI {release}', theme=gr.themes.Default()
)
with interface:
with gr.Tab('Dreambooth'):
(
train_data_dir_input,
reg_data_dir_input,
output_dir_input,
logging_dir_input,
) = dreambooth_tab(headless=headless)
with gr.Tab('LoRA'):
lora_tab(headless=headless)
with gr.Tab('Textual Inversion'):
ti_tab(headless=headless)
with gr.Tab('Finetuning'):
finetune_tab(headless=headless)
with gr.Tab('Utilities'):
utilities_tab(
train_data_dir_input=train_data_dir_input,
reg_data_dir_input=reg_data_dir_input,
output_dir_input=output_dir_input,
logging_dir_input=logging_dir_input,
enable_copy_info_button=True,
headless=headless,
)
with gr.Tab('LoRA'):
_ = LoRATools(headless=headless)
with gr.Tab('About'):
gr.Markdown(f'kohya_ss GUI release {release}')
with gr.Tab('README'):
gr.Markdown(README)
htmlStr = f"""
<html>
<body>
<div class="ver-class">{release}</div>
</body>
</html>
"""
gr.HTML(htmlStr)
# Show the interface
launch_kwargs = {}
username = kwargs.get('username')
password = kwargs.get('password')
server_port = kwargs.get('server_port', 0)
inbrowser = kwargs.get('inbrowser', False)
share = kwargs.get('share', False)
server_name = kwargs.get('listen')
launch_kwargs['server_name'] = server_name
if username and password:
launch_kwargs['auth'] = (username, password)
if server_port > 0:
launch_kwargs['server_port'] = server_port
if inbrowser:
launch_kwargs['inbrowser'] = inbrowser
if share:
launch_kwargs['share'] = share
interface.launch(**launch_kwargs)
if __name__ == '__main__':
# torch.cuda.set_per_process_memory_fraction(0.48)
parser = argparse.ArgumentParser()
parser.add_argument(
'--listen',
type=str,
default='127.0.0.1',
help='IP to listen on for connections to Gradio',
)
parser.add_argument(
'--username', type=str, default='', help='Username for authentication'
)
parser.add_argument(
'--password', type=str, default='', help='Password for authentication'
)
parser.add_argument(
'--server_port',
type=int,
default=0,
help='Port to run the server listener on',
)
parser.add_argument(
'--inbrowser', action='store_true', help='Open in browser'
)
parser.add_argument(
'--share', action='store_true', help='Share the gradio UI'
)
parser.add_argument(
'--headless', action='store_true', help='Is the server headless'
)
args = parser.parse_args()
UI(
username=args.username,
password=args.password,
inbrowser=args.inbrowser,
server_port=args.server_port,
share=args.share,
listen=args.listen,
headless=args.headless,
)
|