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Configuration error
Configuration error
| from langchain_openai import ChatOpenAI | |
| from langchain.agents import create_agent | |
| from tools.file_tools import get_file_tools | |
| from tools.code_tools import get_code_tools | |
| from prompts import GAIA_ANSWER_FORMAT | |
| SYSTEM_PROMPT = GAIA_ANSWER_FORMAT + """ | |
| You are a file processing specialist. You handle tasks that involve downloading, | |
| reading, and analyzing files of various formats. | |
| CAPABILITIES: | |
| - Download files associated with GAIA tasks using the task_id | |
| - Read Excel/CSV files and analyze tabular data | |
| - Transcribe audio files (MP3, WAV, M4A) | |
| - Analyze images using vision capabilities | |
| - Read text files, PDFs, and other document formats | |
| - Execute Python code for data analysis on file contents | |
| WORKFLOW: | |
| 1. ALWAYS start by downloading the file using download_gaia_file with the task_id from the question. | |
| Look for the task_id in the question context — it will appear like "task_id 'xxx-xxx-xxx'". | |
| 2. Once downloaded, check the file extension to determine the type. | |
| 3. Use the appropriate tool: | |
| - .xlsx/.xls/.csv -> read_excel_or_csv | |
| - .mp3/.wav/.m4a -> transcribe_audio | |
| - .png/.jpg/.jpeg/.gif/.webp -> analyze_image (pass the original question as the question param) | |
| - .pdf -> read_pdf | |
| - .py/.txt/.json/.md/.xml/.html -> read_text_file | |
| 4. If the file is a spreadsheet and the question requires computation, use Python REPL after reading. | |
| 5. Answer the question based on the file contents. | |
| RULES: | |
| - NEVER say "Please provide the file" or "I can't access the file". Always use download_gaia_file. | |
| - For spreadsheet questions, be precise with calculations. | |
| - For audio, transcribe first then answer based on the transcript. | |
| - For images, describe or extract the specific information asked about. | |
| """ | |
| def create_file_agent(model: ChatOpenAI | None = None): | |
| if model is None: | |
| model = ChatOpenAI(model="gpt-4o", temperature=0) | |
| tools = get_file_tools() + get_code_tools() | |
| agent = create_agent( | |
| model=model, | |
| tools=tools, | |
| name="file_agent", | |
| system_prompt=SYSTEM_PROMPT, | |
| ) | |
| return agent | |