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import os; os.environ['no_proxy'] = '*' # 避免代理网络产生意外污染 | |
def main(): | |
import subprocess, sys | |
subprocess.check_call([sys.executable, '-m', 'pip', 'install', 'https://github.com/binary-husky/gpt_academic/raw/master/docs/gradio-3.32.6-py3-none-any.whl']) | |
import gradio as gr | |
if gr.__version__ not in ['3.32.6']: | |
raise ModuleNotFoundError("使用项目内置Gradio获取最优体验! 请运行 `pip install -r requirements.txt` 指令安装内置Gradio及其他依赖, 详情信息见requirements.txt.") | |
from request_llm.bridge_all import predict | |
from toolbox import format_io, find_free_port, on_file_uploaded, on_report_generated, get_conf, ArgsGeneralWrapper, load_chat_cookies, DummyWith | |
# 建议您复制一个config_private.py放自己的秘密, 如API和代理网址, 避免不小心传github被别人看到 | |
proxies, WEB_PORT, LLM_MODEL, CONCURRENT_COUNT, AUTHENTICATION = get_conf('proxies', 'WEB_PORT', 'LLM_MODEL', 'CONCURRENT_COUNT', 'AUTHENTICATION') | |
CHATBOT_HEIGHT, LAYOUT, AVAIL_LLM_MODELS, AUTO_CLEAR_TXT = get_conf('CHATBOT_HEIGHT', 'LAYOUT', 'AVAIL_LLM_MODELS', 'AUTO_CLEAR_TXT') | |
ENABLE_AUDIO, AUTO_CLEAR_TXT, PATH_LOGGING, AVAIL_THEMES, THEME = get_conf('ENABLE_AUDIO', 'AUTO_CLEAR_TXT', 'PATH_LOGGING', 'AVAIL_THEMES', 'THEME') | |
DARK_MODE, = get_conf('DARK_MODE') | |
# 如果WEB_PORT是-1, 则随机选取WEB端口 | |
PORT = find_free_port() if WEB_PORT <= 0 else WEB_PORT | |
from check_proxy import get_current_version | |
from themes.theme import adjust_theme, advanced_css, theme_declaration, load_dynamic_theme | |
initial_prompt = "Serve me as a writing and programming assistant." | |
title_html = f"<h1 align=\"center\">GPT 学术优化 {get_current_version()}</h1>{theme_declaration}" | |
description = "Github源代码开源和更新[地址🚀](https://github.com/binary-husky/gpt_academic), " | |
description += "感谢热情的[开发者们❤️](https://github.com/binary-husky/gpt_academic/graphs/contributors)." | |
description += "</br></br>常见问题请查阅[项目Wiki](https://github.com/binary-husky/gpt_academic/wiki), " | |
description += "如遇到Bug请前往[Bug反馈](https://github.com/binary-husky/gpt_academic/issues)." | |
description += "</br></br>普通对话使用说明: 1. 输入问题; 2. 点击提交" | |
description += "</br></br>基础功能区使用说明: 1. 输入文本; 2. 点击任意基础功能区按钮" | |
description += "</br></br>函数插件区使用说明: 1. 输入路径/问题, 或者上传文件; 2. 点击任意函数插件区按钮" | |
description += "</br></br>虚空终端使用说明: 点击虚空终端, 然后根据提示输入指令, 再次点击虚空终端" | |
description += "</br></br>如何保存对话: 点击保存当前的对话按钮" | |
description += "</br></br>如何语音对话: 请阅读Wiki" | |
# 问询记录, python 版本建议3.9+(越新越好) | |
import logging, uuid | |
os.makedirs(PATH_LOGGING, exist_ok=True) | |
try:logging.basicConfig(filename=f"{PATH_LOGGING}/chat_secrets.log", level=logging.INFO, encoding="utf-8", format="%(asctime)s %(levelname)-8s %(message)s", datefmt="%Y-%m-%d %H:%M:%S") | |
except:logging.basicConfig(filename=f"{PATH_LOGGING}/chat_secrets.log", level=logging.INFO, format="%(asctime)s %(levelname)-8s %(message)s", datefmt="%Y-%m-%d %H:%M:%S") | |
# Disable logging output from the 'httpx' logger | |
logging.getLogger("httpx").setLevel(logging.WARNING) | |
print(f"所有问询记录将自动保存在本地目录./{PATH_LOGGING}/chat_secrets.log, 请注意自我隐私保护哦!") | |
# 一些普通功能模块 | |
from core_functional import get_core_functions | |
functional = get_core_functions() | |
# 高级函数插件 | |
from crazy_functional import get_crazy_functions | |
DEFAULT_FN_GROUPS, = get_conf('DEFAULT_FN_GROUPS') | |
plugins = get_crazy_functions() | |
all_plugin_groups = list(set([g for _, plugin in plugins.items() for g in plugin['Group'].split('|')])) | |
match_group = lambda tags, groups: any([g in groups for g in tags.split('|')]) | |
# 处理markdown文本格式的转变 | |
gr.Chatbot.postprocess = format_io | |
# 做一些外观色彩上的调整 | |
set_theme = adjust_theme() | |
# 代理与自动更新 | |
from check_proxy import check_proxy, auto_update, warm_up_modules | |
proxy_info = check_proxy(proxies) | |
gr_L1 = lambda: gr.Row().style() | |
gr_L2 = lambda scale, elem_id: gr.Column(scale=scale, elem_id=elem_id) | |
if LAYOUT == "TOP-DOWN": | |
gr_L1 = lambda: DummyWith() | |
gr_L2 = lambda scale, elem_id: gr.Row() | |
CHATBOT_HEIGHT /= 2 | |
cancel_handles = [] | |
with gr.Blocks(title="GPT 学术优化", theme=set_theme, analytics_enabled=False, css=advanced_css) as demo: | |
gr.HTML(title_html) | |
gr.HTML('''<center><a href="https://huggingface.co/spaces/qingxu98/gpt-academic?duplicate=true"><img src="https://bit.ly/3gLdBN6" alt="Duplicate Space"></a>请您打开此页面后务必点击上方的“复制空间”(Duplicate Space)按钮!<font color="#FF00FF">使用时,先在输入框填入API-KEY然后回车。</font><br/>切忌在“复制空间”(Duplicate Space)之前填入API_KEY或进行提问,否则您的API_KEY将极可能被空间所有者攫取!<br/>支持任意数量的OpenAI的密钥和API2D的密钥共存,例如输入"OpenAI密钥1,API2D密钥2",然后提交,即可同时使用两种模型接口。</center>''') | |
secret_css, dark_mode = gr.Textbox(visible=False), gr.Textbox(DARK_MODE, visible=False) | |
cookies = gr.State(load_chat_cookies()) | |
with gr_L1(): | |
with gr_L2(scale=2, elem_id="gpt-chat"): | |
chatbot = gr.Chatbot(label=f"当前模型:{LLM_MODEL}", elem_id="gpt-chatbot") | |
if LAYOUT == "TOP-DOWN": chatbot.style(height=CHATBOT_HEIGHT) | |
history = gr.State([]) | |
with gr_L2(scale=1, elem_id="gpt-panel"): | |
with gr.Accordion("输入区", open=True, elem_id="input-panel") as area_input_primary: | |
with gr.Row(): | |
txt = gr.Textbox(show_label=False, lines=2, placeholder="输入问题或API密钥,输入多个密钥时,用英文逗号间隔。支持OpenAI密钥和API2D密钥共存。").style(container=False) | |
with gr.Row(): | |
submitBtn = gr.Button("提交", elem_id="elem_submit", variant="primary") | |
with gr.Row(): | |
resetBtn = gr.Button("重置", elem_id="elem_reset", variant="secondary"); resetBtn.style(size="sm") | |
stopBtn = gr.Button("停止", elem_id="elem_stop", variant="secondary"); stopBtn.style(size="sm") | |
clearBtn = gr.Button("清除", elem_id="elem_clear", variant="secondary", visible=False); clearBtn.style(size="sm") | |
if ENABLE_AUDIO: | |
with gr.Row(): | |
audio_mic = gr.Audio(source="microphone", type="numpy", streaming=True, show_label=False).style(container=False) | |
with gr.Row(): | |
status = gr.Markdown(f"Tip: 按Enter提交, 按Shift+Enter换行。当前模型: {LLM_MODEL} \n {proxy_info}", elem_id="state-panel") | |
with gr.Accordion("基础功能区", open=True, elem_id="basic-panel") as area_basic_fn: | |
with gr.Row(): | |
for k in functional: | |
if ("Visible" in functional[k]) and (not functional[k]["Visible"]): continue | |
variant = functional[k]["Color"] if "Color" in functional[k] else "secondary" | |
functional[k]["Button"] = gr.Button(k, variant=variant, info_str=f'基础功能区: {k}') | |
functional[k]["Button"].style(size="sm") | |
with gr.Accordion("函数插件区", open=True, elem_id="plugin-panel") as area_crazy_fn: | |
with gr.Row(): | |
gr.Markdown("插件可读取“输入区”文本/路径作为参数(上传文件自动修正路径)") | |
with gr.Row(elem_id="input-plugin-group"): | |
plugin_group_sel = gr.Dropdown(choices=all_plugin_groups, label='', show_label=False, value=DEFAULT_FN_GROUPS, | |
multiselect=True, interactive=True, elem_classes='normal_mut_select').style(container=False) | |
with gr.Row(): | |
for k, plugin in plugins.items(): | |
if not plugin.get("AsButton", True): continue | |
visible = True if match_group(plugin['Group'], DEFAULT_FN_GROUPS) else False | |
variant = plugins[k]["Color"] if "Color" in plugin else "secondary" | |
info = plugins[k].get("Info", k) | |
plugin['Button'] = plugins[k]['Button'] = gr.Button(k, variant=variant, | |
visible=visible, info_str=f'函数插件区: {info}').style(size="sm") | |
with gr.Row(): | |
with gr.Accordion("更多函数插件", open=True): | |
dropdown_fn_list = [] | |
for k, plugin in plugins.items(): | |
if not match_group(plugin['Group'], DEFAULT_FN_GROUPS): continue | |
if not plugin.get("AsButton", True): dropdown_fn_list.append(k) # 排除已经是按钮的插件 | |
elif plugin.get('AdvancedArgs', False): dropdown_fn_list.append(k) # 对于需要高级参数的插件,亦在下拉菜单中显示 | |
with gr.Row(): | |
dropdown = gr.Dropdown(dropdown_fn_list, value=r"打开插件列表", label="", show_label=False).style(container=False) | |
with gr.Row(): | |
plugin_advanced_arg = gr.Textbox(show_label=True, label="高级参数输入区", visible=False, | |
placeholder="这里是特殊函数插件的高级参数输入区").style(container=False) | |
with gr.Row(): | |
switchy_bt = gr.Button(r"请先从插件列表中选择", variant="secondary").style(size="sm") | |
with gr.Row(): | |
with gr.Accordion("点击展开“文件上传区”。上传本地文件/压缩包供函数插件调用。", open=False) as area_file_up: | |
file_upload = gr.Files(label="任何文件, 推荐上传压缩文件(zip, tar)", file_count="multiple", elem_id="elem_upload") | |
with gr.Floating(init_x="0%", init_y="0%", visible=True, width=None, drag="forbidden"): | |
with gr.Row(): | |
with gr.Tab("上传文件", elem_id="interact-panel"): | |
gr.Markdown("请上传本地文件/压缩包供“函数插件区”功能调用。请注意: 上传文件后会自动把输入区修改为相应路径。") | |
file_upload_2 = gr.Files(label="任何文件, 推荐上传压缩文件(zip, tar)", file_count="multiple") | |
with gr.Tab("更换模型 & Prompt", elem_id="interact-panel"): | |
md_dropdown = gr.Dropdown(AVAIL_LLM_MODELS, value=LLM_MODEL, label="更换LLM模型/请求源").style(container=False) | |
top_p = gr.Slider(minimum=-0, maximum=1.0, value=1.0, step=0.01,interactive=True, label="Top-p (nucleus sampling)",) | |
temperature = gr.Slider(minimum=-0, maximum=2.0, value=1.0, step=0.01, interactive=True, label="Temperature",) | |
max_length_sl = gr.Slider(minimum=256, maximum=1024*32, value=4096, step=128, interactive=True, label="Local LLM MaxLength",) | |
system_prompt = gr.Textbox(show_label=True, lines=2, placeholder=f"System Prompt", label="System prompt", value=initial_prompt) | |
with gr.Tab("界面外观", elem_id="interact-panel"): | |
theme_dropdown = gr.Dropdown(AVAIL_THEMES, value=THEME, label="更换UI主题").style(container=False) | |
checkboxes = gr.CheckboxGroup(["基础功能区", "函数插件区", "浮动输入区", "输入清除键", "插件参数区"], | |
value=["基础功能区", "函数插件区"], label="显示/隐藏功能区", elem_id='cbs').style(container=False) | |
dark_mode_btn = gr.Button("切换界面明暗 ☀", variant="secondary").style(size="sm") | |
dark_mode_btn.click(None, None, None, _js="""() => { | |
if (document.querySelectorAll('.dark').length) { | |
document.querySelectorAll('.dark').forEach(el => el.classList.remove('dark')); | |
} else { | |
document.querySelector('body').classList.add('dark'); | |
} | |
}""", | |
) | |
with gr.Tab("帮助", elem_id="interact-panel"): | |
gr.Markdown(description) | |
with gr.Floating(init_x="20%", init_y="50%", visible=False, width="40%", drag="top") as area_input_secondary: | |
with gr.Accordion("浮动输入区", open=True, elem_id="input-panel2"): | |
with gr.Row() as row: | |
row.style(equal_height=True) | |
with gr.Column(scale=10): | |
txt2 = gr.Textbox(show_label=False, placeholder="Input question here.", lines=8, label="输入区2").style(container=False) | |
with gr.Column(scale=1, min_width=40): | |
submitBtn2 = gr.Button("提交", variant="primary"); submitBtn2.style(size="sm") | |
resetBtn2 = gr.Button("重置", variant="secondary"); resetBtn2.style(size="sm") | |
stopBtn2 = gr.Button("停止", variant="secondary"); stopBtn2.style(size="sm") | |
clearBtn2 = gr.Button("清除", variant="secondary", visible=False); clearBtn2.style(size="sm") | |
# 功能区显示开关与功能区的互动 | |
def fn_area_visibility(a): | |
ret = {} | |
ret.update({area_basic_fn: gr.update(visible=("基础功能区" in a))}) | |
ret.update({area_crazy_fn: gr.update(visible=("函数插件区" in a))}) | |
ret.update({area_input_primary: gr.update(visible=("浮动输入区" not in a))}) | |
ret.update({area_input_secondary: gr.update(visible=("浮动输入区" in a))}) | |
ret.update({clearBtn: gr.update(visible=("输入清除键" in a))}) | |
ret.update({clearBtn2: gr.update(visible=("输入清除键" in a))}) | |
ret.update({plugin_advanced_arg: gr.update(visible=("插件参数区" in a))}) | |
if "浮动输入区" in a: ret.update({txt: gr.update(value="")}) | |
return ret | |
checkboxes.select(fn_area_visibility, [checkboxes], [area_basic_fn, area_crazy_fn, area_input_primary, area_input_secondary, txt, txt2, clearBtn, clearBtn2, plugin_advanced_arg] ) | |
# 整理反复出现的控件句柄组合 | |
input_combo = [cookies, max_length_sl, md_dropdown, txt, txt2, top_p, temperature, chatbot, history, system_prompt, plugin_advanced_arg] | |
output_combo = [cookies, chatbot, history, status] | |
predict_args = dict(fn=ArgsGeneralWrapper(predict), inputs=[*input_combo, gr.State(True)], outputs=output_combo) | |
# 提交按钮、重置按钮 | |
cancel_handles.append(txt.submit(**predict_args)) | |
cancel_handles.append(txt2.submit(**predict_args)) | |
cancel_handles.append(submitBtn.click(**predict_args)) | |
cancel_handles.append(submitBtn2.click(**predict_args)) | |
resetBtn.click(lambda: ([], [], "已重置"), None, [chatbot, history, status]) | |
resetBtn2.click(lambda: ([], [], "已重置"), None, [chatbot, history, status]) | |
clearBtn.click(lambda: ("",""), None, [txt, txt2]) | |
clearBtn2.click(lambda: ("",""), None, [txt, txt2]) | |
if AUTO_CLEAR_TXT: | |
submitBtn.click(lambda: ("",""), None, [txt, txt2]) | |
submitBtn2.click(lambda: ("",""), None, [txt, txt2]) | |
txt.submit(lambda: ("",""), None, [txt, txt2]) | |
txt2.submit(lambda: ("",""), None, [txt, txt2]) | |
# 基础功能区的回调函数注册 | |
for k in functional: | |
if ("Visible" in functional[k]) and (not functional[k]["Visible"]): continue | |
click_handle = functional[k]["Button"].click(fn=ArgsGeneralWrapper(predict), inputs=[*input_combo, gr.State(True), gr.State(k)], outputs=output_combo) | |
cancel_handles.append(click_handle) | |
# 文件上传区,接收文件后与chatbot的互动 | |
file_upload.upload(on_file_uploaded, [file_upload, chatbot, txt, txt2, checkboxes, cookies], [chatbot, txt, txt2, cookies]) | |
file_upload_2.upload(on_file_uploaded, [file_upload_2, chatbot, txt, txt2, checkboxes, cookies], [chatbot, txt, txt2, cookies]) | |
# 函数插件-固定按钮区 | |
for k in plugins: | |
if not plugins[k].get("AsButton", True): continue | |
click_handle = plugins[k]["Button"].click(ArgsGeneralWrapper(plugins[k]["Function"]), [*input_combo], output_combo) | |
click_handle.then(on_report_generated, [cookies, file_upload, chatbot], [cookies, file_upload, chatbot]) | |
cancel_handles.append(click_handle) | |
# 函数插件-下拉菜单与随变按钮的互动 | |
def on_dropdown_changed(k): | |
variant = plugins[k]["Color"] if "Color" in plugins[k] else "secondary" | |
info = plugins[k].get("Info", k) | |
ret = {switchy_bt: gr.update(value=k, variant=variant, info_str=f'函数插件区: {info}')} | |
if plugins[k].get("AdvancedArgs", False): # 是否唤起高级插件参数区 | |
ret.update({plugin_advanced_arg: gr.update(visible=True, label=f"插件[{k}]的高级参数说明:" + plugins[k].get("ArgsReminder", [f"没有提供高级参数功能说明"]))}) | |
else: | |
ret.update({plugin_advanced_arg: gr.update(visible=False, label=f"插件[{k}]不需要高级参数。")}) | |
return ret | |
dropdown.select(on_dropdown_changed, [dropdown], [switchy_bt, plugin_advanced_arg] ) | |
def on_md_dropdown_changed(k): | |
return {chatbot: gr.update(label="当前模型:"+k)} | |
md_dropdown.select(on_md_dropdown_changed, [md_dropdown], [chatbot] ) | |
def on_theme_dropdown_changed(theme, secret_css): | |
adjust_theme, css_part1, _, adjust_dynamic_theme = load_dynamic_theme(theme) | |
if adjust_dynamic_theme: | |
css_part2 = adjust_dynamic_theme._get_theme_css() | |
else: | |
css_part2 = adjust_theme()._get_theme_css() | |
return css_part2 + css_part1 | |
theme_handle = theme_dropdown.select(on_theme_dropdown_changed, [theme_dropdown, secret_css], [secret_css]) | |
theme_handle.then( | |
None, | |
[secret_css], | |
None, | |
_js="""(css) => { | |
var existingStyles = document.querySelectorAll("style[data-loaded-css]"); | |
for (var i = 0; i < existingStyles.length; i++) { | |
var style = existingStyles[i]; | |
style.parentNode.removeChild(style); | |
} | |
var styleElement = document.createElement('style'); | |
styleElement.setAttribute('data-loaded-css', css); | |
styleElement.innerHTML = css; | |
document.head.appendChild(styleElement); | |
} | |
""" | |
) | |
# 随变按钮的回调函数注册 | |
def route(request: gr.Request, k, *args, **kwargs): | |
if k in [r"打开插件列表", r"请先从插件列表中选择"]: return | |
yield from ArgsGeneralWrapper(plugins[k]["Function"])(request, *args, **kwargs) | |
click_handle = switchy_bt.click(route,[switchy_bt, *input_combo], output_combo) | |
click_handle.then(on_report_generated, [cookies, file_upload, chatbot], [cookies, file_upload, chatbot]) | |
cancel_handles.append(click_handle) | |
# 终止按钮的回调函数注册 | |
stopBtn.click(fn=None, inputs=None, outputs=None, cancels=cancel_handles) | |
stopBtn2.click(fn=None, inputs=None, outputs=None, cancels=cancel_handles) | |
plugins_as_btn = {name:plugin for name, plugin in plugins.items() if plugin.get('Button', None)} | |
def on_group_change(group_list): | |
btn_list = [] | |
fns_list = [] | |
if not group_list: # 处理特殊情况:没有选择任何插件组 | |
return [*[plugin['Button'].update(visible=False) for _, plugin in plugins_as_btn.items()], gr.Dropdown.update(choices=[])] | |
for k, plugin in plugins.items(): | |
if plugin.get("AsButton", True): | |
btn_list.append(plugin['Button'].update(visible=match_group(plugin['Group'], group_list))) # 刷新按钮 | |
if plugin.get('AdvancedArgs', False): dropdown_fn_list.append(k) # 对于需要高级参数的插件,亦在下拉菜单中显示 | |
elif match_group(plugin['Group'], group_list): fns_list.append(k) # 刷新下拉列表 | |
return [*btn_list, gr.Dropdown.update(choices=fns_list)] | |
plugin_group_sel.select(fn=on_group_change, inputs=[plugin_group_sel], outputs=[*[plugin['Button'] for name, plugin in plugins_as_btn.items()], dropdown]) | |
if ENABLE_AUDIO: | |
from crazy_functions.live_audio.audio_io import RealtimeAudioDistribution | |
rad = RealtimeAudioDistribution() | |
def deal_audio(audio, cookies): | |
rad.feed(cookies['uuid'].hex, audio) | |
audio_mic.stream(deal_audio, inputs=[audio_mic, cookies]) | |
def init_cookie(cookies, chatbot): | |
# 为每一位访问的用户赋予一个独一无二的uuid编码 | |
cookies.update({'uuid': uuid.uuid4()}) | |
return cookies | |
demo.load(init_cookie, inputs=[cookies, chatbot], outputs=[cookies]) | |
darkmode_js = """(dark) => { | |
dark = dark == "True"; | |
if (document.querySelectorAll('.dark').length) { | |
if (!dark){ | |
document.querySelectorAll('.dark').forEach(el => el.classList.remove('dark')); | |
} | |
} else { | |
if (dark){ | |
document.querySelector('body').classList.add('dark'); | |
} | |
} | |
}""" | |
demo.load(None, inputs=[dark_mode], outputs=None, _js=darkmode_js) # 配置暗色主题或亮色主题 | |
demo.load(None, inputs=[gr.Textbox(LAYOUT, visible=False)], outputs=None, _js='(LAYOUT)=>{GptAcademicJavaScriptInit(LAYOUT);}') | |
# gradio的inbrowser触发不太稳定,回滚代码到原始的浏览器打开函数 | |
def auto_opentab_delay(): | |
import threading, webbrowser, time | |
print(f"如果浏览器没有自动打开,请复制并转到以下URL:") | |
if DARK_MODE: print(f"\t「暗色主题已启用(支持动态切换主题)」: http://localhost:{PORT}") | |
else: print(f"\t「亮色主题已启用(支持动态切换主题)」: http://localhost:{PORT}") | |
def open(): | |
time.sleep(2) # 打开浏览器 | |
webbrowser.open_new_tab(f"http://localhost:{PORT}") | |
threading.Thread(target=open, name="open-browser", daemon=True).start() | |
threading.Thread(target=auto_update, name="self-upgrade", daemon=True).start() | |
threading.Thread(target=warm_up_modules, name="warm-up", daemon=True).start() | |
auto_opentab_delay() | |
demo.queue(concurrency_count=CONCURRENT_COUNT).launch(server_name="0.0.0.0", share=False, favicon_path="docs/logo.png", blocked_paths=["config.py","config_private.py","docker-compose.yml","Dockerfile"]) | |
# 如果需要在二级路径下运行 | |
# CUSTOM_PATH, = get_conf('CUSTOM_PATH') | |
# if CUSTOM_PATH != "/": | |
# from toolbox import run_gradio_in_subpath | |
# run_gradio_in_subpath(demo, auth=AUTHENTICATION, port=PORT, custom_path=CUSTOM_PATH) | |
# else: | |
# demo.launch(server_name="0.0.0.0", server_port=PORT, auth=AUTHENTICATION, favicon_path="docs/logo.png", | |
# blocked_paths=["config.py","config_private.py","docker-compose.yml","Dockerfile"]) | |
if __name__ == "__main__": | |
main() | |