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app.py
CHANGED
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@@ -6,51 +6,82 @@ from openai import OpenAI
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OPENAI_API_KEY = os.getenv("OPENAI_API_KEY")
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client = OpenAI(api_key=OPENAI_API_KEY)
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def process_file(file):
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# 读取文件
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if file.name.endswith('.csv'):
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df = pd.read_csv(file)
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else:
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df = pd.read_excel(file)
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# 将 DataFrame 转换为字符串
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def respond(user_message, df_string, chat_history):
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sys_content = f"你是一个资料分析师,以下是数据分析资料:\n{df_string}"
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messages = chat_history if chat_history is not None else []
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messages.append({"role": "system", "content": sys_content})
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messages.append({"role": "user", "content": user_message})
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request_payload = {
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"model": "gpt-4-1106-preview",
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"messages": messages,
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"max_tokens": 2000
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}
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response = client.chat.completions.create(**request_payload)
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response_text = response.choices[0].message.content.strip()
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return "", messages
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with gr.Blocks() as demo:
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with gr.Row():
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file_upload = gr.File(label="Upload your file")
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df_string_output = gr.
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with gr.Row():
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chatbot = gr.Chatbot()
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with gr.Row():
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file_upload.change(process_file, inputs=file_upload, outputs=df_string_output)
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send_button.click(
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respond,
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inputs=[msg,
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outputs=[msg, chatbot]
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)
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OPENAI_API_KEY = os.getenv("OPENAI_API_KEY")
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client = OpenAI(api_key=OPENAI_API_KEY)
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def process_file(file):
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# 读取文件
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if file.name.endswith('.csv'):
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df = pd.read_csv(file)
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else:
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df = pd.read_excel(file)
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# 将 DataFrame 转换为字符串
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df_string = df.to_string()
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# 返回 DataFrame 字符串,以用作聊天机器人的系统提示
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return df_string
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def respond(user_message, chat_history):
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print("=== 變數:user_message ===")
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print(user_message)
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print("=== 變數:chat_history ===")
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print(chat_history)
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sys_content = f"你是一個資料分析師,請用 {df_string_output} 為資料進行對話"
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messages = [
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{"role": "system", "content": sys_content},
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{"role": "user", "content": user_message}
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]
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print("=====messages=====")
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print(messages)
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print("=====messages=====")
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request_payload = {
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"model": "gpt-4-1106-preview",
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"messages": messages,
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"max_tokens": 2000 # 設定一個較大的值,可根據需要調整
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}
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response = client.chat.completions.create(**request_payload)
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print(response)
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response_text = response.choices[0].message.content.strip()
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# 更新聊天历史
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new_chat_history = (user_message, response_text)
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if chat_history is None:
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chat_history = [new_chat_history]
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else:
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chat_history.append(new_chat_history)
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# 返回聊天历史和空字符串清空输入框
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return "", chat_history
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with gr.Blocks() as demo:
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with gr.Row():
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file_upload = gr.File(label="Upload your file")
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df_string_output = gr.Textbox(label="DataFrame as String", visible=False)
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with gr.Row():
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chatbot = gr.Chatbot()
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with gr.Row():
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with gr.Column():
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with gr.Group():
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# password_input = gr.Textbox(label="Password", type="password")
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msg = gr.Textbox(label="請输入對話內容")
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send_button = gr.Button("發送")
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# 当文件上传时,更新 DataFrame 字符串
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file_upload.change(process_file, inputs=file_upload, outputs=df_string_output)
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# 处理聊天机器人的对话
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send_button.click(
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respond,
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inputs=[msg, chatbot],
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outputs=[msg, chatbot]
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)
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