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182 lines
6.7 KiB
Python
182 lines
6.7 KiB
Python
# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========
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from typing import Optional
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from camel.extractors.base import BaseExtractor
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from camel.logger import get_logger
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from camel.verifiers import BaseVerifier
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from camel.verifiers.models import VerificationOutcome, VerificationResult
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logger = get_logger(__name__)
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class MathVerifier(BaseVerifier):
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r"""Verifier for mathematical expressions using Math-Verify.
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Features:
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- Supports LaTeX and plain mathematical expressions
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- Handles complex numbers, matrices, and sets
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- Configurable precision for floating-point comparisons
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- Optional LaTeX wrapping to ensure proper parsing and rendering
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- Comprehensive error handling and logging
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"""
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def __init__(
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self,
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extractor: Optional[BaseExtractor] = None,
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timeout: Optional[float] = 30.0,
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float_rounding: int = 6,
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numeric_precision: int = 15,
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enable_wrapping: Optional[bool] = False,
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**kwargs,
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):
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r"""Initializes the MathVerifier.
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Args:
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extractor (Optional[BaseExtractor], optional): The extractor to use
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for extracting code from the solution. (default: :obj:`None`)
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timeout (Optional[float], optional): The execution timeout in
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seconds. (default: :obj:`30.0`)
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float_rounding (int, optional): The number of decimal places to
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round floating-point numbers. (default: :obj:`6`)
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numeric_precision (int, optional): The numeric precision for
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floating-point comparisons. (default: :obj:`15`)
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enable_wrapping (Optional[bool], optional): Whether to wrap LaTeX
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expressions in math mode delimiters. (default: :obj:`False`)
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"""
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super().__init__(extractor=extractor, timeout=timeout, **kwargs)
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self.float_rounding = float_rounding
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self.numeric_precision = numeric_precision
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self.enable_wrapping = enable_wrapping
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@staticmethod
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def _latex_wrapping(s: str) -> str:
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r"""Wrap a LaTeX expression in math mode delimiters.
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This function checks whether the input string is already in a LaTeX
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math environment (e.g., $, \[, \begin{}, etc.). If not, it wraps the
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expression in $$...$$ to ensure proper parsing and rendering as a
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mathematical expression.
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Args:
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s (str): The input LaTeX string.
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Returns:
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str: The LaTeX string wrapped in math mode if necessary.
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"""
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s_stripped = s.strip()
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if (
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not any(
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s_stripped.startswith(prefix)
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for prefix in ("$", "\\(", "\\[", "\\begin")
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)
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and "\\boxed" not in s_stripped
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):
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s = f"$$ {s_stripped} $$"
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return s
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async def _setup(self, **kwargs) -> None:
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r"""No special setup needed for math verification."""
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pass
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async def _cleanup(self) -> None:
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r"""No cleanup needed for math verification."""
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pass
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async def _verify_implementation(
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self, solution: str, reference_answer: Optional[str]
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) -> VerificationResult:
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r"""Verify mathematical expressions using Math-Verify.
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Args:
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solution: The solution to verify
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reference_answer: The expected answer to compare against
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Returns:
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VerificationResult containing the verification status and details
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"""
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from math_verify import parse, verify
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from math_verify.parser import (
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ExprExtractionConfig,
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LatexExtractionConfig,
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)
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if reference_answer is None:
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return VerificationResult(
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status=VerificationOutcome.ERROR,
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result="",
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error_message=(
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"Ground truth is required for " "mathematical verification"
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),
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)
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try:
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# Apply LaTeX wrapping if enabled
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if self.enable_wrapping:
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solution = self._latex_wrapping(solution)
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reference_answer = self._latex_wrapping(reference_answer)
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logger.debug("Applied LaTeX wrapping")
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# Parse both expressions with LaTeX and plain expression support
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parsed_reference_answer = parse(
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reference_answer,
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extraction_config=[
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LatexExtractionConfig(boxed_match_priority=0),
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ExprExtractionConfig(),
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],
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)
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parsed_solution = parse(
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solution,
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extraction_config=[
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LatexExtractionConfig(),
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ExprExtractionConfig(),
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],
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)
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if not parsed_reference_answer or not parsed_solution:
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return VerificationResult(
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status=VerificationOutcome.ERROR,
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result="",
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error_message="Failed to parse expressions",
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)
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# Order matters! reference_answer must be first argument
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is_correct = verify(
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parsed_reference_answer,
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parsed_solution,
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float_rounding=self.float_rounding,
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numeric_precision=self.numeric_precision,
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)
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if is_correct:
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logger.debug("Mathematical verification succeeded")
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return VerificationResult(
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status=VerificationOutcome.SUCCESS, result=solution
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)
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else:
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logger.debug("Mathematical verification failed")
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return VerificationResult(
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status=VerificationOutcome.FAILURE,
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result=solution,
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error_message="Solution does not match ground truth",
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)
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except Exception as error:
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logger.error(f"Mathematical verification error: {error!s}")
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return VerificationResult(
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status=VerificationOutcome.ERROR,
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result="",
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error_message=f"Mathematical verification error: {error!s}",
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)
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