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Update app.py
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app.py
CHANGED
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@@ -31,7 +31,6 @@ def call_gpt4o_mini(api_key, context, user_prompt):
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return "Please provide a valid API key (should start with 'sk-')"
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try:
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# Replace with your actual API endpoint
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url = os.getenv('GPT4O_MINI_API_URL', 'https://api.openai.com/v1/chat/completions')
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headers = {
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"Authorization": f"Bearer {api_key}",
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@@ -44,7 +43,7 @@ def call_gpt4o_mini(api_key, context, user_prompt):
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]
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payload = {
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"model": "gpt-4",
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"messages": messages,
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"max_tokens": 500,
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"temperature": 0.7
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@@ -148,20 +147,12 @@ def extended_analysis(df):
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except Exception as e:
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return output_paths, f"Error during analysis: {str(e)}"
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class ChatHistory
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def __init__(self):
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super().__init__()
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self.messages = []
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self.data_summary = ""
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self.
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@property
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def current_df(self):
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return self._current_df
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@current_df.setter
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def current_df(self, df):
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self._current_df = df
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def add_message(self, role, content):
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self.messages.append({"role": role, "content": content})
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@@ -180,19 +171,7 @@ class ChatHistory(gr.components.Component):
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def clear(self):
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self.messages = []
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self.data_summary = ""
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self.
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def preprocess(self, payload):
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"""
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Preprocess the input data before it is passed to the component.
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"""
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return payload
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def postprocess(self, value):
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"""
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Postprocess the output data before it is returned from the component.
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"""
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return value
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def analyze_and_visualize(file, message, history, api_key, chat_history):
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"""Main function for data analysis with improved state management"""
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@@ -269,38 +248,41 @@ def create_demo():
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4. Type keywords like 'visualize', 'plot', 'analyze' to generate charts
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""")
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msg.submit(
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fn=
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inputs=[file_input, msg, chatbot, api_key, chat_history],
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outputs=[chatbot, chat_history]
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).then(lambda: "", None, [msg])
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send_btn.click(
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fn=
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inputs=[file_input, msg, chatbot, api_key, chat_history],
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outputs=[chatbot, chat_history]
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).then(lambda: "", None, [msg])
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clear_btn.click(
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demo.queue()
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return demo
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@@ -308,6 +290,6 @@ def create_demo():
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if __name__ == "__main__":
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try:
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demo = create_demo()
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demo.launch(
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finally:
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cleanup_temp_files()
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return "Please provide a valid API key (should start with 'sk-')"
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try:
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url = os.getenv('GPT4O_MINI_API_URL', 'https://api.openai.com/v1/chat/completions')
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headers = {
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"Authorization": f"Bearer {api_key}",
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]
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payload = {
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"model": "gpt-4",
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"messages": messages,
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"max_tokens": 500,
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"temperature": 0.7
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except Exception as e:
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return output_paths, f"Error during analysis: {str(e)}"
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class ChatHistory:
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"""Simple chat history manager without Gradio component inheritance"""
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def __init__(self):
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self.messages = []
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self.data_summary = ""
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self.current_df = None
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def add_message(self, role, content):
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self.messages.append({"role": role, "content": content})
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def clear(self):
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self.messages = []
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self.data_summary = ""
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self.current_df = None
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def analyze_and_visualize(file, message, history, api_key, chat_history):
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"""Main function for data analysis with improved state management"""
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4. Type keywords like 'visualize', 'plot', 'analyze' to generate charts
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""")
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with gr.Row():
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with gr.Column():
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api_key = gr.Textbox(
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label="API Key (Optional)",
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placeholder="Enter your API key here",
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type="password"
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)
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file_input = gr.File(label="Upload CSV", file_types=[".csv"])
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msg = gr.Textbox(
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label="Ask about your data",
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placeholder="e.g., 'Show me the distribution of scores' or 'What insights can you find?'"
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)
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with gr.Row():
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send_btn = gr.Button("Send")
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clear_btn = gr.Button("Clear Chat")
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with gr.Column():
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chatbot = gr.Chatbot(height=600)
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msg.submit(
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fn=analyze_and_visualize,
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inputs=[file_input, msg, chatbot, api_key, chat_history],
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outputs=[chatbot, chat_history]
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).then(lambda: "", None, [msg])
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send_btn.click(
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fn=analyze_and_visualize,
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inputs=[file_input, msg, chatbot, api_key, chat_history],
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outputs=[chatbot, chat_history]
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).then(lambda: "", None, [msg])
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clear_btn.click(
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fn=lambda: ([], ChatHistory()),
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outputs=[chatbot, chat_history]
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)
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demo.queue()
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return demo
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if __name__ == "__main__":
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try:
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demo = create_demo()
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demo.launch()
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finally:
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cleanup_temp_files()
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