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Add application file
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app.py
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import gradio as gr
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import openai
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import json
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from pymongo import MongoClient
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# Initialize MongoDB client
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client = MongoClient("mongodb+srv://gradio-test:jiheng@cluster0.dvxynte.mongodb.net/?retryWrites=true&w=majority")
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db = client['test']
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collection = db['gradio']
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def get_saved_data():
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saved_data = collection.find({}, {"_id": 0, "question": 1, "system_message": 1})
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options = [json.dumps(item) for item in saved_data]
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return options
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def chat_with_gpt(question, api_key, temperature, system_message):
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openai.api_key = api_key
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response = openai.ChatCompletion.create(
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model="gpt-3.5-turbo",
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messages=[
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{"role": "system", "content": system_message},
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{"role": "user", "content": question}
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],
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temperature=temperature
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)
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assistant_reply = response['choices'][0]['message']['content']
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return f"{assistant_reply}"
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def save_to_mongodb(question, system_message):
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collection.insert_one({"question": question, "system_message": system_message})
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return "Saved to MongoDB."
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def update_textboxes(selected_data):
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print(selected_data)
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select_json = json.loads(selected_data)
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print(select_json['question'], select_json['system_message'])
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return select_json['question'], select_json['system_message']
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with gr.Blocks() as app:
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saved_data_dropdown = gr.Dropdown(get_saved_data(), label="Select Saved Data")
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question = gr.Textbox(lines=2, placeholder="What's your question?", label="Question")
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api_key = gr.Textbox(lines=1, placeholder="Your OpenAI API Key", label="API Key")
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temperature = gr.Slider(minimum=0, maximum=1, step=0.01, value=0.7, label="Temperature")
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system_message = gr.Textbox(lines=1, placeholder="System Message (Optional)", value="You are a helpful assistant.", label="System Message")
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with gr.Row():
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chat_btn = gr.Button("Chat with GPT")
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save_btn = gr.Button("Save to MongoDB")
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output = gr.Textbox(label="Result", interactive=False)
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chat_btn.click(chat_with_gpt, inputs=[question, api_key, temperature, system_message], outputs=output)
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save_btn.click(save_to_mongodb, inputs=[question, system_message], outputs=output)
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saved_data_dropdown.select(update_textboxes, inputs=[saved_data_dropdown], outputs=[question, system_message])
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app.launch()
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