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# Adapted from https://github.com/openai/simple-evals/
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"""
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AIME 2025 - American Invitational Mathematics Examination 2025
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Dataset: opencompass/AIME2025
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https://huggingface.co/datasets/opencompass/AIME2025
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The American Invitational Mathematics Examination (AIME) is a challenging
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competition math exam. All answers are integers from 000 to 999.
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"""
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import re
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from typing import Optional
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from sglang.test import simple_eval_common as common
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from sglang.test.simple_eval_common import (
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ANSWER_PATTERN,
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HTML_JINJA,
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Eval,
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EvalResult,
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SamplerBase,
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SingleEvalResult,
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)
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QUERY_TEMPLATE = """
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Solve the following AIME (American Invitational Mathematics Examination) problem step by step. The last line of your response should be of the form Answer: $ANSWER (without quotes) where $ANSWER is the answer to the problem.
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Note: AIME answers are always integers from 000 to 999 (inclusive). If you get a non-integer answer, you likely made a computational error.
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{question}
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Remember to put your answer on its own line after "Answer:", and express your answer as an integer from 000 to 999.
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""".strip()
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def normalize_aime_answer(answer: str) -> Optional[str]:
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"""
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Normalize AIME answer to standard format.
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AIME answers are integers from 000 to 999.
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"""
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if answer is None:
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return None
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# Remove whitespace and convert to string
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answer = str(answer).strip()
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# Try to extract integer from answer
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try:
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# Handle various formats like "42", "042", "42.0", etc.
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num = int(float(answer))
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if 0 <= num <= 999:
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return str(num)
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except (ValueError, TypeError):
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pass
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return answer
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class AIME25Eval(Eval):
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def __init__(
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self,
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num_examples: Optional[int],
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num_threads: int,
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):
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try:
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from datasets import load_dataset
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except ImportError:
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raise ImportError(
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"The 'datasets' package is required for AIME25 evaluation. "
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"Please install it with: pip install datasets"
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)
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# Load AIME 2025 dataset from HuggingFace
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dataset1 = load_dataset("opencompass/AIME2025", "AIME2025-I", split="test")
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dataset2 = load_dataset("opencompass/AIME2025", "AIME2025-II", split="test")
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examples1 = [
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{"question": row["question"], "answer": str(row["answer"])}
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for row in dataset1
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]
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examples2 = [
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{"question": row["question"], "answer": str(row["answer"])}
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for row in dataset2
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]
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examples = examples1 + examples2
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if num_examples:
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examples = examples[: min(num_examples, len(examples))]
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self.examples = examples
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self.num_threads = num_threads
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def __call__(self, sampler: SamplerBase) -> EvalResult:
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def fn(row: dict):
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prompt_messages = [
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sampler._pack_message(content=QUERY_TEMPLATE.format(**row), role="user")
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]
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response_text = sampler(prompt_messages)
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response_text = response_text or ""
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# Extract answer from response
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match = re.search(ANSWER_PATTERN, response_text)
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extracted_answer = match.group(1).strip() if match else None
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# Normalize both answers for comparison
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normalized_extracted = normalize_aime_answer(extracted_answer)
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normalized_correct = normalize_aime_answer(row["answer"])
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# Score: 1.0 if correct, 0.0 otherwise
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score = 1.0 if normalized_extracted == normalized_correct else 0.0
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html = common.jinja_env.from_string(HTML_JINJA).render(
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prompt_messages=prompt_messages,
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next_message=dict(content=response_text, role="assistant"),
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score=score,
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correct_answer=row["answer"],
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extracted_answer=extracted_answer,
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)
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convo = prompt_messages + [dict(content=response_text, role="assistant")]
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return SingleEvalResult(
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html=html,
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score=score,
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convo=convo,
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metrics={"chars": len(response_text)},
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)
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results = common.map_with_progress(fn, self.examples, self.num_threads)
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return common.aggregate_results(results)
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