General method to execute code or commands in the container, with a timeout. :param code: The code or command to execute. :p

Parses a string of the form: <function=FUNCTION_NAME> <parameter=KEY>VALUE</parameter> ... </fun

Counts the tokens for a list of messages using the litellm library. Adjust as needed depending on the model and library.

Get the diff of the current state of the repository.

Normalize file paths by removing leading slashes or other differences.

Logs the command to console and also appends it to logfile_path, then runs it.

Returns a logger configured with RichHandler, ensuring that any existing handlers on this logger are removed first. :param name: Name of

Logs the command to console and also appends it to logfile_path, then runs it.

Converts this action into a Bash command string. Examples: If function_name == "execute_bash" and parameters = {

Returns an XML-like string representation of this action. Example: <function=file_editor> <parameter=command>v

Mimics cat -n style numbering, plus maybe_truncate to avoid huge outputs.

Mimics cat -n style numbering, plus maybe_truncate to avoid huge outputs.

Mimics cat -n style numbering, plus maybe_truncate to avoid huge outputs.

Constructs a CodeStructure object from the given source code. Returns: A CodeStructure object.

Builds a synthetic issue for the given commit and execution result. It provides LLM with - commit hash - commit message

Adds command files to the environment by parsing them, copying them to the Docker container, and making them executable or sourced.

Fetch all tags for a Docker image from Docker Hub Args: image_name: Name of the Docker image (e.g., 'ubuntu', 'nginx') limit

Pretty-prints the given list of entities.

Helper to print the traceback like pytest does.

Helper to print the traceback like pytest does.

Analyze the commit by checking out the 'before' and 'after' versions of each file

Retrieve evaluation results for a task instance from its corresponding log file Args: log_fp (str): path to log file Returns:

Retrieve evaluation results for a task instance from its corresponding log file Args: log_fp (str): path to log file

Retrieves the ParsedCommit object either from a local JSON file or directly from the Docker image. Args: docker_image (str): The Doc

Get the repository and commit from a docker image ID.

Parse a diff message and return a ParsedCommit object

Reads a JSONL file and returns the data as a list of dictionaries.

Iterate over Python x Jinja2 x NumPy x Pandas x Tornado x Pillow x Contourpy, looking for the first successful build. Return a dict with

Returns a JSON-like dictionary representation of this action. Example: { "function": "file_editor",

Calculate reward for swebench_live tasks Modified from _calculate_reward_swebench for live tasks

Calculate reward for swerebench tasks Modified from _calculate_reward_swerebench for swerebench tasks