Update agent.py
Browse files
agent.py
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"""
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agent.py -
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-----------------------------------------------------------
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A simplified implementation with direct litellm access to Anthropic's Claude
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"""
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raise
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# --------------------------------------------------------------------------- #
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#
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# --------------------------------------------------------------------------- #
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@tool
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def gaia_file_reader(file_id: str) -> str:
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"""
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Download a GAIA attachment and return its contents
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"""
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try:
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raw = _download_file(file_id)
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except Exception as exc:
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return f"ERROR downloading {file_id}: {exc}"
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# --------------------------------------------------------------------------- #
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# Additional tools
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# --------------------------------------------------------------------------- #
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@tool
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def save_and_read_file(content: str, filename: Optional[str] = None) -> str:
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"""
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temp_dir = tempfile.gettempdir()
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if filename is None:
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temp_file = tempfile.NamedTemporaryFile(delete=False)
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@tool
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def analyze_csv_file(file_path: str, query: str) -> str:
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"""
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try:
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import pandas as pd
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df = pd.read_csv(file_path)
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@@ -168,7 +189,16 @@ def analyze_csv_file(file_path: str, query: str) -> str:
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@tool
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def analyze_excel_file(file_path: str, query: str) -> str:
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"""
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try:
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import pandas as pd
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df = pd.read_excel(file_path)
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except Exception as e:
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return f"Error analyzing Excel file: {str(e)}"
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# --------------------------------------------------------------------------- #
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# ClaudeAgent - Main class for GAIA challenge
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# --------------------------------------------------------------------------- #
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save_and_read_file,
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analyze_csv_file,
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analyze_excel_file,
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gaia_file_reader
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]
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# Create the CodeAgent
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"""
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agent.py - Claude implementation for GAIA challenge
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-----------------------------------------------------------
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A simplified implementation with direct litellm access to Anthropic's Claude
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"""
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raise
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# --------------------------------------------------------------------------- #
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# Tools section - All tools used by the agent
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# --------------------------------------------------------------------------- #
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@tool
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def gaia_file_reader(file_id: str) -> str:
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"""
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Download a GAIA attachment and return its contents.
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Args:
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file_id: The identifier of the file to download from GAIA API.
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Returns:
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The content of the file as a string (text files) or base64-encoded (binary files).
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"""
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try:
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raw = _download_file(file_id)
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except Exception as exc:
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return f"ERROR downloading {file_id}: {exc}"
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@tool
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def save_and_read_file(content: str, filename: Optional[str] = None) -> str:
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"""
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Save content to a temporary file and return the path.
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Args:
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content: The content to save to the file.
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filename: Optional filename, will generate a random name if not provided.
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Returns:
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Path to the saved file.
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"""
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temp_dir = tempfile.gettempdir()
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if filename is None:
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temp_file = tempfile.NamedTemporaryFile(delete=False)
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@tool
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def analyze_csv_file(file_path: str, query: str) -> str:
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"""
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Analyze a CSV file using pandas and answer questions about it.
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Args:
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file_path: Path to the CSV file to analyze.
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query: A question or instruction about what to analyze in the file.
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Returns:
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Analysis results as text.
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"""
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try:
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import pandas as pd
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df = pd.read_csv(file_path)
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@tool
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def analyze_excel_file(file_path: str, query: str) -> str:
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"""
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Analyze an Excel file using pandas and answer questions about it.
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Args:
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file_path: Path to the Excel file to analyze.
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query: A question or instruction about what to analyze in the file.
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Returns:
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Analysis results as text.
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"""
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try:
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import pandas as pd
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df = pd.read_excel(file_path)
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except Exception as e:
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return f"Error analyzing Excel file: {str(e)}"
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@tool
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def download_file_from_url(url: str, filename: Optional[str] = None) -> str:
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"""
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Download a file from a URL and save it to a temporary location.
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Args:
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url: The URL to download from.
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filename: Optional filename, will generate one based on URL if not provided.
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Returns:
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Path to the downloaded file.
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"""
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try:
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# Parse URL to get filename if not provided
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if not filename:
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path = urlparse(url).path
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filename = os.path.basename(path)
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if not filename:
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# Generate a random name if we couldn't extract one
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import uuid
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filename = f"downloaded_{uuid.uuid4().hex[:8]}"
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# Create temporary file
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temp_dir = tempfile.gettempdir()
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filepath = os.path.join(temp_dir, filename)
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# Download the file
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response = requests.get(url, stream=True)
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response.raise_for_status()
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# Save the file
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with open(filepath, 'wb') as f:
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for chunk in response.iter_content(chunk_size=8192):
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f.write(chunk)
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return f"File downloaded to {filepath}. You can now process this file."
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except Exception as e:
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return f"Error downloading file: {str(e)}"
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@tool
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def extract_text_from_image(image_path: str) -> str:
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"""
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Extract text from an image using pytesseract (if available).
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Args:
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image_path: Path to the image file to extract text from.
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Returns:
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Extracted text from the image.
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"""
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try:
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# Try to import pytesseract
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import pytesseract
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from PIL import Image
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# Open the image
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image = Image.open(image_path)
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# Extract text
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text = pytesseract.image_to_string(image)
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return f"Extracted text from image:\n\n{text}"
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except ImportError:
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return "Error: pytesseract is not installed. Please install it with 'pip install pytesseract' and ensure Tesseract OCR is installed on your system."
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except Exception as e:
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return f"Error extracting text from image: {str(e)}"
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# --------------------------------------------------------------------------- #
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# ClaudeAgent - Main class for GAIA challenge
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# --------------------------------------------------------------------------- #
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save_and_read_file,
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analyze_csv_file,
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analyze_excel_file,
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gaia_file_reader,
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download_file_from_url,
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extract_text_from_image
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]
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# Create the CodeAgent
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