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03b6023
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Parent(s):
267b5ba
Create app.py
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app.py
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# -*- coding: utf-8 -*-
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"""
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@author:XuMing([email protected])
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@description:
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"""
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import gradio as gr
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import os
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import json
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import requests
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from loguru import logger
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from dotenv import load_dotenv
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logger.add('gradio_server.log', rotation='10 MB', encoding='utf-8', level='DEBUG')
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def get_api_key():
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api_key = ''
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if os.path.isfile('.env'):
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load_dotenv()
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if os.environ.get('API_KEY') is not None:
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api_key = os.environ.get('API_KEY')
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return api_key
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def set_new_api_key(api_key):
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# Write the api key to the .env file
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with open('.env', 'w') as f:
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f.write(f'API_KEY={api_key}')
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# Streaming endpoint for OPENAI ChatGPT
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API_URL = "https://api.openai.com/v1/chat/completions"
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# Predict function for CHATGPT
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def predict_chatgpt(inputs, top_p_chatgpt, temperature_chatgpt, openai_api_key, chat_counter_chatgpt,
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chatbot_chatgpt=[], history=[]):
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# Define payload and header for chatgpt API
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payload = {
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"model": "gpt-3.5-turbo",
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"messages": [{"role": "user", "content": f"{inputs}"}],
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"temperature": 1.0,
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"top_p": 1.0,
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"n": 1,
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"stream": True,
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"presence_penalty": 0,
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"frequency_penalty": 0,
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}
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headers = {
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"Content-Type": "application/json",
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"Authorization": f"Bearer {openai_api_key}"
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}
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# Handling the different roles for ChatGPT
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if chat_counter_chatgpt != 0:
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messages = []
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for data in chatbot_chatgpt:
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temp1 = {}
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temp1["role"] = "user"
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temp1["content"] = data[0]
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temp2 = {}
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temp2["role"] = "assistant"
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temp2["content"] = data[1]
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messages.append(temp1)
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messages.append(temp2)
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temp3 = {}
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temp3["role"] = "user"
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temp3["content"] = inputs
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messages.append(temp3)
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payload = {
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"model": "gpt-3.5-turbo",
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"messages": messages, # [{"role": "user", "content": f"{inputs}"}],
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"temperature": temperature_chatgpt, # 1.0,
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"top_p": top_p_chatgpt, # 1.0,
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"n": 1,
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"stream": True,
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"presence_penalty": 0,
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"frequency_penalty": 0,
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}
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chat_counter_chatgpt += 1
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history.append(inputs)
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# make a POST request to the API endpoint using the requests.post method, passing in stream=True
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response = requests.post(API_URL, headers=headers, json=payload, stream=True)
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token_counter = 0
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partial_words = ""
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counter = 0
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for chunk in response.iter_lines():
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# Skipping the first chunk
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if counter == 0:
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counter += 1
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continue
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# check whether each line is non-empty
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if chunk.decode():
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chunk = chunk.decode()
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# decode each line as response data is in bytes
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if len(chunk) > 13 and "content" in json.loads(chunk[6:])['choices'][0]["delta"]:
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partial_words = partial_words + json.loads(chunk[6:])['choices'][0]["delta"]["content"]
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if token_counter == 0:
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history.append(" " + partial_words)
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else:
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history[-1] = partial_words
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chat = [(history[i], history[i + 1]) for i in
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range(0, len(history) - 1, 2)] # convert to tuples of list
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token_counter += 1
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yield chat, history, chat_counter_chatgpt # this resembles {chatbot: chat, state: history}
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logger.info(f"input: {inputs}, output: {partial_words}")
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def reset_textbox():
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return gr.update(value="")
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def reset_chat(chatbot, state):
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return None, []
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title = """<h1 align="center">🔥🔥 ChatGPT Gradio Demo </h1><br><h3 align="center">🚀For ChatBot</h3>"""
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description = """<center>author: shibing624</center>"""
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with gr.Blocks(css="""#col_container {width: 1200px; margin-left: auto; margin-right: auto;}
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#chatgpt {height: 520px; overflow: auto;} """) as demo:
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# chattogether {height: 520px; overflow: auto;} """ ) as demo:
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# clear {width: 100px; height:50px; font-size:12px}""") as demo:
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gr.HTML(title)
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with gr.Row():
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with gr.Column(scale=14):
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with gr.Box():
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with gr.Row():
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with gr.Column(scale=13):
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api_key = get_api_key()
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if not api_key:
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openai_api_key = gr.Textbox(type='password',
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label="Enter your OpenAI API key here for ChatGPT")
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else:
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openai_api_key = gr.Textbox(type='password',
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label="Enter your OpenAI API key here for ChatGPT",
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value=api_key, visible=False)
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inputs = gr.Textbox(lines=4, placeholder="Hi there!",
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label="Type input question and press Shift+Enter ⤵️ ")
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with gr.Column(scale=1):
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b1 = gr.Button('🏃Run', elem_id='run').style(full_width=True)
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b2 = gr.Button('🔄Clear up Chatbots!', elem_id='clear').style(full_width=True)
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state_chatgpt = gr.State([])
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with gr.Box():
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with gr.Row():
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chatbot_chatgpt = gr.Chatbot(elem_id="chatgpt", label='ChatGPT API - OPENAI')
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with gr.Column(scale=2, elem_id='parameters'):
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with gr.Box():
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gr.HTML("Parameters for OpenAI's ChatGPT")
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top_p_chatgpt = gr.Slider(minimum=-0, maximum=1.0, value=1.0, step=0.05, interactive=True,
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label="Top-p", )
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temperature_chatgpt = gr.Slider(minimum=-0, maximum=5.0, value=1.0, step=0.1, interactive=True,
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label="Temperature", )
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chat_counter_chatgpt = gr.Number(value=0, visible=False, precision=0)
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inputs.submit(reset_textbox, [], [inputs])
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inputs.submit(predict_chatgpt,
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[inputs, top_p_chatgpt, temperature_chatgpt, openai_api_key, chat_counter_chatgpt, chatbot_chatgpt,
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state_chatgpt],
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[chatbot_chatgpt, state_chatgpt, chat_counter_chatgpt], )
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b1.click(predict_chatgpt,
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[inputs, top_p_chatgpt, temperature_chatgpt, openai_api_key, chat_counter_chatgpt, chatbot_chatgpt,
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state_chatgpt],
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[chatbot_chatgpt, state_chatgpt, chat_counter_chatgpt], )
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b2.click(reset_chat, [chatbot_chatgpt, state_chatgpt], [chatbot_chatgpt, state_chatgpt])
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gr.HTML(
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"""<center>Link to:<a href="https://github.com/shibing624/ChatGPT-API-server">https://github.com/shibing624/ChatGPT-API-server</a></center>""")
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gr.Markdown(description)
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if __name__ == '__main__':
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demo.queue(concurrency_count=3).launch(height=2500, server_name='0.0.0.0', server_port=8080, debug=False)
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