Update app.py
Browse files
app.py
CHANGED
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@@ -17,7 +17,7 @@ class TxAgentApp:
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"""Initialize the TxAgent with proper tool file paths"""
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try:
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logger.info("Initializing TxAgent...")
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# Get absolute paths to tool files from package installation
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tool_files = {
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"opentarget": str(files('tooluniverse.data').joinpath('opentarget_tools.json')),
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@@ -25,9 +25,9 @@ class TxAgentApp:
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"special_tools": str(files('tooluniverse.data').joinpath('special_tools.json')),
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"monarch": str(files('tooluniverse.data').joinpath('monarch_tools.json'))
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}
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logger.info(f"Using tool files at: {tool_files}")
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agent = TxAgent(
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model_name="mims-harvard/TxAgent-T1-Llama-3.1-8B",
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rag_model_name="mims-harvard/ToolRAG-T1-GTE-Qwen2-1.5B",
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@@ -47,12 +47,11 @@ class TxAgentApp:
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enable_chat=False,
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additional_default_tools=["DirectResponse", "RequireClarification"]
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)
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# Explicitly initialize the model
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agent.init_model()
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logger.info("Model loading complete")
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return agent
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except Exception as e:
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logger.error(f"Initialization failed: {str(e)}")
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raise
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@@ -63,7 +62,6 @@ class TxAgentApp:
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if not isinstance(message, str) or len(message.strip()) <= 10:
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return chat_history + [("", "Please provide a valid message longer than 10 characters.")]
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# Convert chat history to list of tuples if needed
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if chat_history and isinstance(chat_history[0], dict):
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chat_history = [(h["role"], h["content"]) for h in chat_history if "role" in h and "content" in h]
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@@ -85,74 +83,55 @@ class TxAgentApp:
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response += chunk
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else:
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response += str(chunk)
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yield chat_history + [("user", message), ("assistant", response)]
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except Exception as e:
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logger.error(f"Error in respond function: {str(e)}")
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yield chat_history + [("", f"⚠️ Error: {str(e)}")]
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def main():
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"""Main entry point for the application"""
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try:
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logger.info("Starting TxAgent application...")
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demo = create_demo()
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logger.info("Launching Gradio interface...")
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demo.launch(
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server_name="0.0.0.0",
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server_port=7860,
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share=False
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)
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except Exception as e:
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logger.error(f"Application failed to start: {str(e)}")
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raise
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if __name__ == "__main__":
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main()
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"""Initialize the TxAgent with proper tool file paths"""
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try:
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logger.info("Initializing TxAgent...")
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+
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# Get absolute paths to tool files from package installation
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tool_files = {
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"opentarget": str(files('tooluniverse.data').joinpath('opentarget_tools.json')),
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"special_tools": str(files('tooluniverse.data').joinpath('special_tools.json')),
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"monarch": str(files('tooluniverse.data').joinpath('monarch_tools.json'))
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}
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logger.info(f"Using tool files at: {tool_files}")
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agent = TxAgent(
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model_name="mims-harvard/TxAgent-T1-Llama-3.1-8B",
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rag_model_name="mims-harvard/ToolRAG-T1-GTE-Qwen2-1.5B",
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enable_chat=False,
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additional_default_tools=["DirectResponse", "RequireClarification"]
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)
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agent.init_model()
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logger.info("Model loading complete")
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return agent
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except Exception as e:
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logger.error(f"Initialization failed: {str(e)}")
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raise
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if not isinstance(message, str) or len(message.strip()) <= 10:
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return chat_history + [("", "Please provide a valid message longer than 10 characters.")]
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if chat_history and isinstance(chat_history[0], dict):
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chat_history = [(h["role"], h["content"]) for h in chat_history if "role" in h and "content" in h]
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response += chunk
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else:
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response += str(chunk)
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yield chat_history + [("user", message), ("assistant", response)]
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except Exception as e:
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logger.error(f"Error in respond function: {str(e)}")
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yield chat_history + [("", f"⚠️ Error: {str(e)}")]
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# Initialize app instance
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tx_app = TxAgentApp()
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# Define Gradio UI blocks
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with gr.Blocks(title="TxAgent Biomedical Assistant") as app:
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gr.Markdown("# 🧠 TxAgent Biomedical Assistant")
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chatbot = gr.Chatbot(
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label="Conversation",
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height=600
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)
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msg = gr.Textbox(
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label="Your medical query",
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placeholder="Enter your biomedical question...",
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lines=3
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)
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with gr.Row():
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temp = gr.Slider(0, 1, value=0.3, label="Temperature")
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max_new_tokens = gr.Slider(128, 4096, value=1024, label="Max New Tokens")
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max_tokens = gr.Slider(128, 81920, value=81920, label="Max Total Tokens")
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max_rounds = gr.Slider(1, 30, value=10, label="Max Rounds")
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multi_agent = gr.Checkbox(label="Multi-Agent Mode")
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submit = gr.Button("Submit")
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clear = gr.Button("Clear")
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conversation_state = gr.State([])
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submit.click(
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tx_app.respond,
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[msg, chatbot, temp, max_new_tokens, max_tokens, multi_agent, conversation_state, max_rounds],
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chatbot
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)
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clear.click(lambda: [], None, chatbot)
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msg.submit(
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tx_app.respond,
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[msg, chatbot, temp, max_new_tokens, max_tokens, multi_agent, conversation_state, max_rounds],
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chatbot
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)
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# `app` will be auto-discovered and served by Hugging Face Spaces
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