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import os, sys, json | |
os.system("pip install gradio==3.19.1") | |
import openai | |
import gradio as gr | |
from loguru import logger | |
import paddlehub as hub | |
import random | |
from encoder import get_encoder | |
openai.api_key = os.getenv("OPENAI_API_KEY") | |
from utils import get_tmt_client, getTextTrans_tmt | |
tmt_client = get_tmt_client() | |
def getTextTrans(text, source='zh', target='en'): | |
def is_chinese(string): | |
for ch in string: | |
if u'\u4e00' <= ch <= u'\u9fff': | |
return True | |
return False | |
if not is_chinese(text) and target == 'en': | |
return text | |
try: | |
text_translation = getTextTrans_tmt(tmt_client, text, source, target) | |
return text_translation | |
except Exception as e: | |
return text | |
start_work = """async() => { | |
function isMobile() { | |
try { | |
document.createEvent("TouchEvent"); return true; | |
} catch(e) { | |
return false; | |
} | |
} | |
function getClientHeight() | |
{ | |
var clientHeight=0; | |
if(document.body.clientHeight&&document.documentElement.clientHeight) { | |
var clientHeight = (document.body.clientHeight<document.documentElement.clientHeight)?document.body.clientHeight:document.documentElement.clientHeight; | |
} else { | |
var clientHeight = (document.body.clientHeight>document.documentElement.clientHeight)?document.body.clientHeight:document.documentElement.clientHeight; | |
} | |
return clientHeight; | |
} | |
function setNativeValue(element, value) { | |
const valueSetter = Object.getOwnPropertyDescriptor(element.__proto__, 'value').set; | |
const prototype = Object.getPrototypeOf(element); | |
const prototypeValueSetter = Object.getOwnPropertyDescriptor(prototype, 'value').set; | |
if (valueSetter && valueSetter !== prototypeValueSetter) { | |
prototypeValueSetter.call(element, value); | |
} else { | |
valueSetter.call(element, value); | |
} | |
element.dispatchEvent(new Event('input', { bubbles: true })); | |
} | |
function get_clear_innerHTML(innerHTML) { | |
innerHTML = innerHTML.replace(/<p>|<\\/p>|\\n/g, ''); | |
regexp = /\\β β(.*?)\\ββ /; | |
match = innerHTML.match(regexp); | |
if (match) { | |
innerHTML = match[1]; | |
} | |
return innerHTML; | |
} | |
function save_conversation(chatbot) { | |
var conversations = new Array(); | |
var conversations_clear = new Array(); | |
for (var i = 0; i < chatbot.children.length; i++) { | |
testid_icon = 'β:'; //'user' | |
if (chatbot.children[i].dataset['testid'] == 'bot') { | |
testid_icon = 'β:'; //'bot' | |
} | |
innerHTML = chatbot.children[i].innerHTML; | |
conversations.push(testid_icon + innerHTML); | |
if (innerHTML.indexOf("<img") == -1 && innerHTML.indexOf("null_") == -1) { | |
conversations_clear.push(testid_icon + get_clear_innerHTML(innerHTML)); | |
} | |
} | |
var json_str = JSON.stringify(conversations); | |
setNativeValue(window['chat_his'], JSON.stringify(conversations_clear)); | |
localStorage.setItem('chatgpt_conversations', json_str); | |
} | |
function img_click(img) { | |
this_width = parseInt(img.style.width) + 20; | |
if (this_width > 100) { | |
this_width = 20; | |
} | |
img.style.width = this_width + "%"; | |
img.style.height = img.offsetWidth + 'px'; | |
} | |
function load_conversation(chatbot) { | |
var json_str = localStorage.getItem('chatgpt_conversations'); | |
if (json_str) { | |
var conversations_clear = new Array(); | |
conversations = JSON.parse(json_str); | |
for (var i = 0; i < conversations.length; i++) { | |
innerHTML = conversations[i]; | |
if (innerHTML.indexOf("β:") == -1) { | |
className = "message user svelte-134zwfa"; | |
bgcolor = "#16a34a"; | |
testid = "user"; | |
testid_icon = 'β:'; //'user' | |
} else { | |
className = "message bot svelte-134zwfa"; | |
bgcolor = "#2563eb"; | |
testid = "bot"; | |
testid_icon = 'β:'; //'bot' | |
} | |
var new_div = document.createElement("div"); | |
new_div.className = className; | |
new_div.style.backgroundColor = bgcolor; | |
new_div.dataset.testid = testid; | |
if (innerHTML.indexOf("data:image/jpeg") >= 0) { | |
new_div.style.width = "20%"; | |
new_div.style.padding = "0.2rem"; | |
new_div.onclick = function(e) { | |
img_click(this); | |
} | |
setTimeout(function(){ | |
new_div.style.height = new_div.offsetWidth + 'px'; | |
new_div.children[0].setAttribute('style', 'max-width: none; width:100%'); | |
}, 10); | |
} | |
innerHTML = innerHTML.replace("β:", ""); | |
innerHTML = innerHTML.replace("β:", ""); | |
new_div.innerHTML = innerHTML; | |
if (innerHTML.indexOf("null_") != -1) { | |
new_div.style.display = 'none'; | |
} | |
chatbot.appendChild(new_div); | |
if (innerHTML.indexOf("<img") == -1 && innerHTML.indexOf("null_") == -1) { | |
conversations_clear.push(testid_icon + get_clear_innerHTML(innerHTML)); | |
} | |
} | |
setNativeValue(window['chat_his'], JSON.stringify(conversations_clear)); | |
setTimeout(function(){ | |
window['chat_bot1'].children[1].scrollTop = window['chat_bot1'].children[1].scrollHeight; | |
}, 500); | |
} | |
} | |
var gradioEl = document.querySelector('body > gradio-app').shadowRoot; | |
if (!gradioEl) { | |
gradioEl = document.querySelector('body > gradio-app'); | |
} | |
if (typeof window['gradioEl'] === 'undefined') { | |
window['gradioEl'] = gradioEl; | |
const page1 = window['gradioEl'].querySelectorAll('#page_1')[0]; | |
const page2 = window['gradioEl'].querySelectorAll('#page_2')[0]; | |
page1.style.display = "none"; | |
page2.style.display = "block"; | |
window['div_count'] = 0; | |
window['chat_radio_0'] = window['gradioEl'].querySelectorAll('#chat_radio')[0].querySelectorAll('input[name=radio-chat_radio]')[0]; | |
window['chat_radio_1'] = window['gradioEl'].querySelectorAll('#chat_radio')[0].querySelectorAll('input[name=radio-chat_radio]')[1]; | |
window['chat_bot'] = window['gradioEl'].querySelectorAll('#chat_bot')[0]; | |
window['chat_bot1'] = window['gradioEl'].querySelectorAll('#chat_bot1')[0]; | |
window['my_prompt'] = window['gradioEl'].querySelectorAll('#my_prompt')[0].querySelectorAll('textarea')[0]; | |
window['my_prompt_en'] = window['gradioEl'].querySelectorAll('#my_prompt_en')[0].querySelectorAll('textarea')[0]; | |
window['chat_his'] = window['gradioEl'].querySelectorAll('#chat_history')[0].querySelectorAll('textarea')[0]; | |
chat_row = window['gradioEl'].querySelectorAll('#chat_row')[0]; | |
prompt_row = window['gradioEl'].querySelectorAll('#prompt_row')[0]; | |
window['chat_bot1'].children[1].children[0].textContent = ''; | |
clientHeight = getClientHeight(); | |
if (isMobile()) { | |
output_htmls = window['gradioEl'].querySelectorAll('.output-html'); | |
for (var i = 0; i < output_htmls.length; i++) { | |
output_htmls[i].style.display = "none"; | |
} | |
new_height = (clientHeight - 250) + 'px'; | |
} else { | |
new_height = (clientHeight - 350) + 'px'; | |
} | |
chat_row.style.height = new_height; | |
window['chat_bot'].style.height = new_height; | |
window['chat_bot'].children[1].style.height = new_height; | |
window['chat_bot1'].style.height = new_height; | |
window['chat_bot1'].children[1].style.height = new_height; | |
window['chat_bot1'].children[0].style.top = (parseInt(window['chat_bot1'].style.height)-window['chat_bot1'].children[0].offsetHeight-2) + 'px'; | |
prompt_row.children[0].style.flex = 'auto'; | |
prompt_row.children[0].style.width = '100%'; | |
window['gradioEl'].querySelectorAll('#chat_radio')[0].style.flex = 'auto'; | |
window['gradioEl'].querySelectorAll('#chat_radio')[0].style.width = '100%'; | |
prompt_row.children[0].setAttribute('style','flex-direction: inherit; flex: 1 1 auto; width: 100%;border-color: green;border-width: 1px !important;') | |
window['chat_bot1'].children[1].setAttribute('style', 'border-bottom-right-radius:0;top:unset;bottom:0;padding-left:0.1rem'); | |
window['gradioEl'].querySelectorAll('#btns_row')[0].children[0].setAttribute('style', 'min-width: min(10px, 100%); flex-grow: 1'); | |
window['gradioEl'].querySelectorAll('#btns_row')[0].children[1].setAttribute('style', 'min-width: min(10px, 100%); flex-grow: 1'); | |
load_conversation(window['chat_bot1'].children[1].children[0]); | |
window['chat_bot1'].children[1].scrollTop = window['chat_bot1'].children[1].scrollHeight; | |
window['gradioEl'].querySelectorAll('#clear-btn')[0].onclick = function(e){ | |
if (confirm('Clear all outputs?')==true) { | |
for (var i = window['chat_bot'].children[1].children[0].children.length-1; i >= 0; i--) { | |
window['chat_bot'].children[1].children[0].removeChild(window['chat_bot'].children[1].children[0].children[i]); | |
} | |
for (var i = window['chat_bot1'].children[1].children[0].children.length-1; i >= 0; i--) { | |
window['chat_bot1'].children[1].children[0].removeChild(window['chat_bot1'].children[1].children[0].children[i]); | |
} | |
window['div_count'] = 0; | |
save_conversation(window['chat_bot1'].children[1].children[0]); | |
} | |
} | |
function set_buttons(action) { | |
window['submit-btn'].disabled = action; | |
window['clear-btn'].disabled = action; | |
window['chat_radio_0'].disabled = action; | |
window['chat_radio_1'].disabled = action; | |
btn_color = 'color:#000'; | |
if (action) { | |
btn_color = 'color:#ccc'; | |
} | |
window['submit-btn'].setAttribute('style', btn_color); | |
window['clear-btn'].setAttribute('style', btn_color); | |
window['chat_radio_0'].setAttribute('style', btn_color); | |
window['chat_radio_1'].setAttribute('style', btn_color); | |
} | |
window['prevPrompt'] = ''; | |
window['doCheckPrompt'] = 0; | |
window['prevImgSrc'] = ''; | |
window['checkChange'] = function checkChange() { | |
try { | |
if (window['chat_radio_0'].checked) { | |
dot_flashing = window['chat_bot'].children[1].children[0].querySelectorAll('.dot-flashing'); | |
if (window['chat_bot'].children[1].children[0].children.length > window['div_count'] && dot_flashing.length == 0) { | |
new_len = window['chat_bot'].children[1].children[0].children.length - window['div_count']; | |
for (var i = 0; i < new_len; i++) { | |
new_div = window['chat_bot'].children[1].children[0].children[window['div_count'] + i].cloneNode(true); | |
window['chat_bot1'].children[1].children[0].appendChild(new_div); | |
} | |
window['div_count'] = window['chat_bot'].children[1].children[0].children.length; | |
window['chat_bot1'].children[1].scrollTop = window['chat_bot1'].children[1].scrollHeight; | |
save_conversation(window['chat_bot1'].children[1].children[0]); | |
} | |
if (window['chat_bot'].children[0].children.length > 1) { | |
set_buttons(true); | |
window['chat_bot1'].children[0].textContent = window['chat_bot'].children[0].children[1].textContent; | |
} else { | |
set_buttons(false); | |
window['chat_bot1'].children[0].textContent = ''; | |
} | |
} else { | |
img_index = 0; | |
draw_prompt_en = window['my_prompt_en'].value; | |
if (window['doCheckPrompt'] == 0 && window['prevPrompt'] != draw_prompt_en) { | |
console.log('_____draw_prompt_en___[' + draw_prompt_en + ']_'); | |
window['doCheckPrompt'] = 1; | |
window['prevPrompt'] = draw_prompt_en; | |
tabitems = window['gradioEl'].querySelectorAll('.tabitem'); | |
for (var i = 0; i < tabitems.length; i++) { | |
inputText = tabitems[i].children[0].children[1].children[0].querySelectorAll('input')[0]; | |
setNativeValue(inputText, draw_prompt_en); | |
} | |
setTimeout(function() { | |
window['draw_prompt'] = window['my_prompt'].value; | |
btns = window['gradioEl'].querySelectorAll('button'); | |
for (var i = 0; i < btns.length; i++) { | |
if (['Generate image','Run'].includes(btns[i].innerText)) { | |
btns[i].click(); | |
} | |
} | |
window['doCheckPrompt'] = 0; | |
}, 10); | |
} | |
tabitems = window['gradioEl'].querySelectorAll('.tabitem'); | |
imgs = tabitems[img_index].children[0].children[1].children[1].querySelectorAll("img"); | |
if (imgs.length > 0) { | |
if (window['prevImgSrc'] !== imgs[0].src) { | |
var user_div = document.createElement("div"); | |
user_div.className = "message user svelte-134zwfa"; | |
user_div.style.backgroundColor = "#16a34a"; | |
user_div.dataset.testid = 'user'; | |
user_div.innerHTML = "<p>δ½η»: " + window['draw_prompt'] + "</p><img></img>"; | |
window['chat_bot1'].children[1].children[0].appendChild(user_div); | |
var bot_div = document.createElement("div"); | |
bot_div.className = "message bot svelte-134zwfa"; | |
bot_div.style.backgroundColor = "#2563eb"; | |
bot_div.style.width = "20%"; | |
bot_div.dataset.testid = 'bot'; | |
bot_div.onclick = function(e){ | |
img_click(this); | |
} | |
setTimeout(function(){ | |
bot_div.style.height = bot_div.offsetWidth + 'px'; | |
bot_div.children[0].setAttribute('style', 'max-width:none; width:100%'); | |
}, 10); | |
bot_div.style.padding = "0.2rem"; | |
bot_div.appendChild(imgs[0].cloneNode(true)); | |
window['chat_bot1'].children[1].children[0].appendChild(bot_div); | |
window['chat_bot1'].children[1].scrollTop = window['chat_bot1'].children[1].scrollHeight; | |
window['prevImgSrc'] = imgs[0].src; | |
save_conversation(window['chat_bot1'].children[1].children[0]); | |
} | |
} | |
if (tabitems[img_index].children[0].children[1].children[1].children[0].children.length > 1) { | |
tips = tabitems[img_index].children[0].children[1].children[1].children[0].textContent; | |
if (tips.indexOf("Error") == -1) { | |
set_buttons(true); | |
} else { | |
set_buttons(false); | |
} | |
window['chat_bot1'].children[0].textContent = 'δ½η»δΈ ' + tips; | |
} else { | |
set_buttons(false); | |
window['chat_bot1'].children[0].textContent = ''; | |
} | |
} | |
} catch(e) { | |
} | |
} | |
window['checkChange_interval'] = window.setInterval("window.checkChange()", 500); | |
} | |
return false; | |
}""" | |
space_ids = { | |
"spaces/stabilityai/stable-diffusion":"Stable Diffusion 2.1", | |
# "spaces/runwayml/stable-diffusion-v1-5":"Stable Diffusion 1.5", | |
# "spaces/stabilityai/stable-diffusion-1":"Stable Diffusion 1.0", | |
} | |
tab_actions = [] | |
tab_titles = [] | |
for space_id in space_ids.keys(): | |
print(space_id, space_ids[space_id]) | |
try: | |
tab = gr.Interface.load(space_id) | |
tab_actions.append(tab) | |
tab_titles.append(space_ids[space_id]) | |
except Exception as e: | |
logger.info(f"load_fail__{space_id}_{e}") | |
token_encoder = get_encoder() | |
total_tokens = 4096 | |
max_output_tokens = 1024 | |
max_input_tokens = total_tokens - max_output_tokens | |
def set_openai_api_key(api_key): | |
if api_key and api_key.startswith("sk-") and len(api_key) > 50: | |
openai.api_key = api_key | |
def get_response_from_openai(input, chat_history, model_radio): | |
error_1 = 'You exceeded your current quota, please check your plan and billing details.' | |
def openai_create(input_list, model_radio): | |
try: | |
# print(f'input_list={input_list}') | |
input_list_len = len(input_list) | |
out_prompt = '' | |
messages = [] | |
if model_radio == 'GPT-3.0': | |
out_prompt = 'AI:' | |
for i in range(input_list_len): | |
input = input_list[input_list_len-i-1].replace("<br>", '\n\n') | |
if input.startswith("Openai said:"): | |
input = "β:" | |
if input.startswith("β:"): | |
if model_radio == 'GPT-3.0': | |
out_prompt = input.replace("β:", "AI:") + '\n' + out_prompt | |
else: | |
out_prompt = input.replace("β:", "") + out_prompt | |
messages.insert(0, {"role": "assistant", "content": input.replace("β:", "")}) | |
elif input.startswith("β:"): | |
if model_radio == 'GPT-3.0': | |
out_prompt = input.replace("β:", "Human:") + '\n' + out_prompt | |
else: | |
out_prompt = input.replace("β:", "") + out_prompt | |
messages.insert(0, {"role": "user", "content": input.replace("β:", "")}) | |
tokens = token_encoder.encode(out_prompt) | |
if len(tokens) > max_input_tokens: | |
break | |
if model_radio == 'GPT-3.0': | |
# print(out_prompt) | |
response = openai.Completion.create( | |
model="text-davinci-003", | |
prompt=out_prompt, | |
temperature=0.7, | |
max_tokens=max_output_tokens, | |
top_p=1, | |
frequency_penalty=0, | |
presence_penalty=0, | |
stop=[" Human:", " AI:"] | |
) | |
# print(f'response_3.0__:{response}') | |
ret = response.choices[0].text | |
else: | |
# print(messages) | |
response = openai.ChatCompletion.create( | |
model="gpt-3.5-turbo", | |
messages=messages, | |
temperature=0.7, | |
max_tokens=max_output_tokens, | |
top_p=1, | |
frequency_penalty=0, | |
presence_penalty=0, | |
stop=[" Human:", " AI:"] | |
) | |
# print(f'response_3.5__:{response}') | |
ret = response.choices[0].message['content'] | |
if ret.startswith("\n\n"): | |
ret = ret.replace("\n\n", '') | |
ret = ret.replace('\n', '<br>') | |
if ret == '': | |
ret = f"Openai said: I'm too tired." | |
return ret, response.usage | |
except Exception as e: | |
logger.info(f"openai_create_error__{e}") | |
ret = f"Openai said: {e} Perhaps enter your OpenAI API key." | |
return ret, {"completion_tokens": -1, "prompt_tokens": -1, "total_tokens": -1} | |
# logger.info(f'chat_history = {chat_history}') | |
chat_history_list = [] | |
chat_history = chat_history.replace("<p>", "").replace("</p>", "") | |
if chat_history != '': | |
chat_history_list = json.loads(chat_history) | |
chat_history_list.append(f'β:{input}') | |
output, response_usage = openai_create(chat_history_list, model_radio) | |
logger.info(f'response_usage={response_usage}') | |
return output | |
def chat(input0, input1, chat_radio, model_radio, all_chat_history, chat_history): | |
all_chat = [] | |
if all_chat_history != '': | |
all_chat = json.loads(all_chat_history) | |
if len(input0) == 0: | |
return all_chat, json.dumps(all_chat), input0, input1 | |
if chat_radio == "Talk to chatGPT": | |
response = get_response_from_openai(input0, chat_history, model_radio) | |
all_chat.append((input0, response)) | |
return all_chat, json.dumps(all_chat), '', input1 | |
else: | |
prompt_en = getTextTrans(input0, source='zh', target='en') + f',{random.randint(0,sys.maxsize)}' | |
return all_chat, json.dumps(all_chat), input0, prompt_en | |
def chat_radio_change(chat_radio): | |
if chat_radio == "Talk to chatGPT": | |
return gr.Radio.update(visible=True), gr.Text.update(visible=True) | |
else: | |
return gr.Radio.update(visible=False), gr.Text.update(visible=False) | |
with gr.Blocks(title='Talk to chatGPT') as demo: | |
with gr.Row(elem_id="page_0", visible=False) as page_0: | |
gr.HTML("<p>You can duplicating this space and use your own session token: <a style='display:inline-block' href='https://huggingface.co./spaces/yizhangliu/chatGPT?duplicate=true'><img src='https://img.shields.io/badge/-Duplicate%20Space-blue?labelColor=white&style=flat&logo=data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABAAAAAQCAYAAAAf8/9hAAAAAXNSR0IArs4c6QAAAP5JREFUOE+lk7FqAkEURY+ltunEgFXS2sZGIbXfEPdLlnxJyDdYB62sbbUKpLbVNhyYFzbrrA74YJlh9r079973psed0cvUD4A+4HoCjsA85X0Dfn/RBLBgBDxnQPfAEJgBY+A9gALA4tcbamSzS4xq4FOQAJgCDwV2CPKV8tZAJcAjMMkUe1vX+U+SMhfAJEHasQIWmXNN3abzDwHUrgcRGmYcgKe0bxrblHEB4E/pndMazNpSZGcsZdBlYJcEL9Afo75molJyM2FxmPgmgPqlWNLGfwZGG6UiyEvLzHYDmoPkDDiNm9JR9uboiONcBXrpY1qmgs21x1QwyZcpvxt9NS09PlsPAAAAAElFTkSuQmCC&logoWidth=14' alt='Duplicate Space'></a></p>") | |
with gr.Group(elem_id="page_1", visible=True) as page_1: | |
with gr.Box(): | |
with gr.Row(): | |
start_button = gr.Button("Let's talk to chatGPT!", elem_id="start-btn", visible=True) | |
start_button.click(fn=None, inputs=[], outputs=[], _js=start_work) | |
with gr.Row(elem_id="page_2", visible=False) as page_2: | |
with gr.Row(elem_id="chat_row"): | |
chatbot = gr.Chatbot(elem_id="chat_bot", visible=False).style(color_map=("green", "blue")) | |
chatbot1 = gr.Chatbot(elem_id="chat_bot1").style(color_map=("green", "blue")) | |
with gr.Row(elem_id="prompt_row"): | |
prompt_input0 = gr.Textbox(lines=2, label="input", elem_id="my_prompt", show_label=True) | |
prompt_input1 = gr.Textbox(lines=4, label="prompt", elem_id="my_prompt_en", visible=False) | |
chat_history = gr.Textbox(lines=4, label="chat_history", elem_id="chat_history", visible=False) | |
all_chat_history = gr.Textbox(lines=4, label="δΌθ―δΈδΈζοΌ", elem_id="all_chat_history", visible=False) | |
chat_radio = gr.Radio(["Talk to chatGPT", "Text to Image"], elem_id="chat_radio",value="Talk to chatGPT", show_label=False, visible=True) | |
model_radio = gr.Radio(["GPT-3.0", "GPT-3.5"], elem_id="model_radio", value="GPT-3.5", | |
label='GPT model: ', show_label=True,interactive=True, visible=True) | |
openai_api_key_textbox = gr.Textbox(placeholder="Paste your OpenAI API key (sk-...) and hit Enter", | |
show_label=False, lines=1, type='password') | |
with gr.Row(elem_id="btns_row"): | |
with gr.Column(id="submit_col"): | |
submit_btn = gr.Button(value = "submit",elem_id="submit-btn").style( | |
margin=True, | |
rounded=(True, True, True, True), | |
width=100 | |
) | |
with gr.Column(id="clear_col"): | |
clear_btn = gr.Button(value = "clear outputs", elem_id="clear-btn").style( | |
margin=True, | |
rounded=(True, True, True, True), | |
width=100 | |
) | |
submit_btn.click(fn=chat, | |
inputs=[prompt_input0, prompt_input1, chat_radio, model_radio, all_chat_history, chat_history], | |
outputs=[chatbot, all_chat_history, prompt_input0, prompt_input1], | |
) | |
with gr.Row(elem_id='tab_img', visible=False).style(height=5): | |
tab_img = gr.TabbedInterface(tab_actions, tab_titles) | |
openai_api_key_textbox.change(set_openai_api_key, | |
inputs=[openai_api_key_textbox], | |
outputs=[]) | |
openai_api_key_textbox.submit(set_openai_api_key, | |
inputs=[openai_api_key_textbox], | |
outputs=[]) | |
chat_radio.change(fn=chat_radio_change, | |
inputs=[chat_radio], | |
outputs=[model_radio, openai_api_key_textbox], | |
) | |
demo.launch(debug = True) | |