Get the current git commit ID.

Gets an iteratively improved program from the specified LLM.

Get pricing information for a specific model.

Converts a 1-letter AA sequence to its natural H/P sequence.

Converts a 1-letter amino acid sequence to its corresponding Hydrophobic (H) / Polar (P) sequence based on HP_MAP. Args: origina

Extract the objective value from the solution file.

Computes min-cut and returns the H/P sequence.

Returns a list of problem folders in the workspace.

Gets a program from the specified LLM using unified OpenAI API format.

Get the stage number from error type.

use int index, needs some preprocess for EGraphData/BaseEGraph

Return (nodes, root_eclasses) loaded from *graph.json*.

Dynamically load metric module from the given path or fall back to scripts directory.

Read solution from string in file

Parse command line arguments.

Parse best_results.json file to extract performance metrics.

Parse a result file and extract dataset names and latencies.

Read baseline values from baseline.json in the problem folder.

Reads and parses the README.md file in the given problem folder.

Remove all output folders under iteration directories.

Run ABC for LUT mapping with specified K value. Args: input_blif (str): Path to input BLIF file output_blif (str): Path

Run gurobi_cl on an ILP file and save results to output file

Run InstantGR on a single test case. Returns True on success.

Run the optimization program on the given dataset and return the result. Args: input_files (list): List of paths to input files

Run the optimization script and return the results.

Saves the LLM's program to solver.py in the solution folder and copies all necessary Python files.

Solve the optimization problem. Please do NOT change the function name and arguments. Inputs should be read from input_file and outputs

Validate crew‑pairing solution for the given instance. Returns ------- (is_valid, error_message) If *is_valid* is False, *error_m

Verification function: checks if all the constraints are satisfied. Args: input_file: Path to the input file solution_fi

Verification function: checks if all the constraints are satisfied. Please do NOT change the function name. You can take in more than one inp

Verification function: checks if the solution is valid. Args: input_file: Path to the input file containing the instance solution