Repository: open-compass/opencompass
Issue: [Bug] math_500_gen评测报错
Root cause: Environment Incompatibility

### 先决条件

- [x] 我已经搜索过 [问题](https://github.com/open-compass/opencompass/issues/) 和 [讨论](https://github.com/open-compass/opencompass/discussions) 但未得到预期的帮助。
- [x] 错误在 [最新版本](https://github.com/open-compass/opencompass) 中尚未被修复。

### 问题类型

我正在使用官方支持的任务/模型/数据集进行评估。

### 环境

{'CUDA available': True,
 'CUDA_HOME': '/usr/local/cuda',
 'GCC': 'gcc (Ubuntu 11.4.0-1ubuntu1~22.04) 11.4.0',
 'GPU 0,1,2,3,4,5,6,7': 'NVIDIA A40',
 'MMEngine': '0.10.4',
 'MUSA available': False,
 'NVCC': 'Cuda compilation tools, release 12.1, V12.1.66',
 'OpenCV': '4.10.0',
 'PyTorch': '2.5.1+cu124',
 'PyTorch compiling details': 'PyTorch built with:\n'
                              '  - GCC 9.3\n'
                              '  - C++ Version: 201703\n'
                              '  - Intel(R) oneAPI Math Kernel Library Version '
                              '2023.1-Product Build 20230303 for Intel(R) 64 '
                              'architecture applications\n'
                              '  - Intel(R) MKL-DNN v3.5.3 (Git Hash '
                              '66f0cb9eb66affd2da3bf5f8d897376f04aae6af)\n'
                              '  - OpenMP 201511 (a.k.a. OpenMP 4.5)\n'
                              '  - LAPACK is enabled (usually provided by '
                              'MKL)\n'
                              '  - NNPACK is enabled\n'
                              '  - CPU capability usage: AVX512\n'
                              '  - CUDA Runtime 12.4\n'
                              '  - NVCC architecture flags: '
                              '-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_90,code=sm_90\n'
                              '  - CuDNN 90.1\n'
                              '  - Magma 2.6.1\n'
                              '  - Build settings: BLAS_INFO=mkl, '
                              'BUILD_TYPE=Release, CUDA_VERSION=12.4, '
                              'CUDNN_VERSION=9.1.0, '
                              'CXX_COMPILER=/opt/rh/devtoolset-9/root/usr/bin/c++, '
                              'CXX_FLAGS= -D_GLIBCXX_USE_CXX11_ABI=0 '
                              '-fabi-version=11 -fvisibility-inlines-hidden '
                              '-DUSE_PTHREADPOOL -DNDEBUG -DUSE_KINETO '
                              '-DLIBKINETO_NOROCTRACER -DLIBKINETO_NOXPUPTI=ON '
                              '-DUSE_FBGEMM -DUSE_PYTORCH_QNNPACK '
                              '-DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE '
                              '-O2 -fPIC -Wall -Wextra -Werror=return-type '
                              '-Werror=non-virtual-dtor -Werror=bool-operation '
                              '-Wnarrowing -Wno-missing-field-initializers '
                              '-Wno-type-limits -Wno-array-bounds '
                              '-Wno-unknown-pragmas -Wno-unused-parameter '
                              '-Wno-strict-overflow -Wno-strict-aliasing '
                              '-Wno-stringop-overflow -Wsuggest-override '
                              '-Wno-psabi -Wno-error=old-style-cast '
                              '-Wno-missing-braces -fdiagnostics-color=always '
                              '-faligned-new -Wno-unused-but-set-variable '
                              '-Wno-maybe-uninitialized -fno-math-errno '
                              '-fno-trapping-math -Werror=format '
                              '-Wno-stringop-overflow, LAPACK_INFO=mkl, '
                              'PERF_WITH_AVX=1, PERF_WITH_AVX2=1, '
                              'TORCH_VERSION=2.5.1, USE_CUDA=ON, USE_CUDNN=ON, '
                              'USE_CUSPARSELT=1, USE_EXCEPTION_PTR=1, '
                              'USE_GFLAGS=OFF, USE_GLOG=OFF, USE_GLOO=ON, '
                              'USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, '
                              'USE_NCCL=1, USE_NNPACK=ON, USE_OPENMP=ON, '
                              'USE_ROCM=OFF, USE_ROCM_KERNEL_ASSERT=OFF, \n',
 'Python': '3.10.14 (main, May  6 2024, 19:42:50) [GCC 11.2.0]',
 'TorchVision': '0.20.1+cu124',
 'lmdeploy': '0.7.1',
 'numpy_random_seed': 2147483648,
 'opencompass': '0.4.1+2176224',
 'sys.platform': 'linux',
 'transformers': '4.49.0'}

### 重现问题 - 代码/配置示例

python3 /nas/xz/opencompass/run.py --hf-path /nas/xz/model_para/Qwen2.5-7B  --hf-type base --datasets math_500_gen --hf-num-gpus 8 

### 重现问题 - 命令或脚本

cat tmp/3402174_debug.log

03/10 20:23:21 - OpenCompass - INFO - Task [Qwen2.5-7B_hf/math-500]
INFO 03-10 20:23:24 [__init__.py:256] Automatically detected platform cuda.
Sliding Window Attention is enabled but not implemented for `sdpa`; unexpected results may be encountered.
Loading checkpoint shards: 100%|██████████| 4/4 [00:04<00:00,  1.13s/it]
03/10 20:23:32 - OpenCompass - INFO - Try to load the data from /root/.cache/opencompass/./data/math/
03/10 20:23:32 - OpenCompass - INFO - Start inferencing [Qwen2.5-7B_hf/math-500]
[2025-03-10 20:23:32,679] [opencompass.openicl.icl_inferencer.icl_gen_inferencer] [INFO] Starting build dataloader
[2025-03-10 20:23:32,679] [opencompass.openicl.icl_inferencer.icl_gen_inferencer] [INFO] Starting inference process...
100%|██████████| 63/63 [21:09<00:00, 20.15s/it]
03/10 20:44:42 - OpenCompass - INFO - time elapsed: 1280.62s

### 重现问题 - 错误信息

INFO 03-10 20:23:14 [__init__.py:256] Automatically detected platform cuda.
03/10 20:23:16 - OpenCompass - INFO - Loading math_500_gen: /nas/xz/opencompass/opencompass/configs/./datasets/math/math_500_gen.py
03/10 20:23:16 - OpenCompass - INFO - Loading example: /nas/xz/opencompass/opencompass/configs/./summarizers/example.py
03/10 20:23:16 - OpenCompass - INFO - Current exp folder: outputs/default/20250310_202316
03/10 20:23:16 - OpenCompass - WARNING - SlurmRunner is not used, so the partition argument is ignored.
03/10 20:23:16 - OpenCompass - INFO - Partitioned into 1 tasks.
03/10 20:23:18 - OpenCompass - WARNING - Debug mode, log will be saved to tmp/3402174_debug.log
03/10 20:44:45 - OpenCompass - INFO - Partitioned into 1 tasks.
03/10 20:44:46 - OpenCompass - INFO - Try to load the data from /root/.cache/opencompass/./data/math/
Traceback (most recent call last):
  File "/nas/xz/opencompass/run.py", line 4, in <module>
    main()
  File "/nas/xz/opencompass/opencompass/cli/main.py", line 380, in main
    runner(tasks)
  File "/nas/xz/opencompass/opencompass/runners/base.py", line 38, in __call__
    status = self.launch(tasks)
  File "/nas/xz/opencompass/opencompass/runners/local.py", line 136, in launch
    task.run()
  File "/nas/xz/opencompass/opencompass/tasks/openicl_eval.py", line 86, in run
    self._score()
  File "/nas/xz/opencompass/opencompass/tasks/openicl_eval.py", line 218, in _score
    icl_evaluator = ICL_EVALUATORS.build(self.eval_cfg['evaluator'])
  File "/data/xz/anaconda3/envs/oc/lib/python3.10/site-packages/mmengine/registry/registry.py", line 570, in build
    return self.build_func(cfg, *args, **kwargs, registry=self)
  File "/data/xz/anaconda3/envs/oc/lib/python3.10/site-packages/mmengine/registry/build_functions.py", line 100, in build_from_cfg
    raise KeyError(
KeyError: 'opencompass.openicl.icl_evaluator.math_evaluator.MATHEvaluator is not in the opencompass::icl_evaluators registry. Please check whether the value of `opencompass.openicl.icl_evaluator.math_evaluator.MATHEvaluator` is correct or it was registered as expected. More details can be found at https://mmengine.readthedocs.io/en/latest/advanced_tutorials/config.html#import-the-custom-module'


### 其他信息

_No response_

遇到了相同的报错，
KeyError: 'opencompass.openicl.icl_evaluator.math_evaluator.MATHEvaluator is not in the opencompass::icl_evaluators registry. Please check whether the value of `opencompass.openicl.icl_evaluator.math_evaluator.MATHEvaluator` is correct or it was registered as expected. More details can be found at https://mmengine.readthedocs.io/en/latest/advanced_tutorials/config.html#import-the-custom-module'

我也是遇到相同的报错
然后我尝试在python中直接导入MATHEvaluator：
from opencompass.openicl.icl_evaluator.math_evaluator import MATHEvaluator
会提示缺少latex2sympy2_extended和math_verify包，pip install以后就可以正常导入了！ @ningmenghongcha @AllenShow