eval_aime.py

# SPDX-FileCopyrightText: Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: Apache-2.0
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
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import argparse
from pathlib import Path

from inference_endpoint.dataset_manager.predefined.aime25 import AIME25
from inference_endpoint.evaluation.extractor import BoxedMathExtractor
from inference_endpoint.evaluation.scoring import PassAt1Scorer


def main(args):
    # Load the dataset
    ds = AIME25.load_from_file(args.dataset_path)
    ds.load()

    # Create the scorer
    scorer = PassAt1Scorer(
        AIME25.DATASET_ID,
        ds,
        args.report_dir,
        extractor=BoxedMathExtractor,
        ground_truth_column="answer",
    )

    # Score the dataset
    score, n_repeats = scorer.score()
    print(f"Pass@1 Score ({n_repeats} repeats): {score}")


if __name__ == "__main__":
    parser = argparse.ArgumentParser(
        description="Evaluate accuracy of the SGLang endpoint on the AIME25 dataset",
        formatter_class=argparse.RawDescriptionHelpFormatter,
        epilog=__doc__,
    )
    parser.add_argument(
        "--dataset-path",
        type=Path,
        help="Path to the dataset",
        default="datasets/aime25/aime25.parquet",
    )
    parser.add_argument(
        "--report-dir",
        type=Path,
        help="Path to the report directory",
        default="sglang_accuracy_report",
    )
    args = parser.parse_args()
    main(args)