Repository: open-compass/opencompass
Issue: [Bug] TypeError: Expected a datasets.Dataset or a datasets.DatasetDict object, but got {'train': <modelscope.msdatasets.ms_dataset.MsDataset object at xxx>, 'test': <modelscope.msdatasets.ms_dataset.MsDataset object at xxx>}
Root cause: Interface Contract Mismatch

### 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

```python
{'CUDA available': True,
 'CUDA_HOME': '/usr/local/cuda',
 'GCC': 'gcc (Ubuntu 11.4.0-1ubuntu1~22.04) 11.4.0',
 'GPU 0,1': 'NVIDIA A10',
 'MMEngine': '0.10.5',
 'MUSA available': False,
 'NVCC': 'Cuda compilation tools, release 12.0, V12.0.140',
 '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 '
                              '2024.2-Product Build 20240605 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': '3.10.15 (main, Oct  3 2024, 07:27:34) [GCC 11.2.0]',
 'TorchVision': '0.20.1+cu124',
 'lmdeploy': '0.2.2',
 'numpy_random_seed': 2147483648,
 'opencompass': '0.3.5+a0ef2fd',
 'sys.platform': 'linux',
 'transformers': '4.46.2'}

### 重现问题 - 代码/配置示例

按照README执行opencompass --models hf_internlm2_5_1_8b_chat --datasets demo_gsm8k_chat_gen，完整输出如下：

/root/opencompass/opencompass/__init__.py:17: UserWarning: Starting from v0.4.0, all AMOTIC configuration files currently located in `./configs/datasets`, `./configs/models`, and `./configs/summarizers` will be migrated to the `opencompass/configs/` package. Please update your configuration file paths accordingly.
  _warn_about_config_migration()
11/12 14:50:56 - OpenCompass - WARNING - Found ambiguous patterns, using the first matched config.
+----------------------+------------------------------------------------------------------------------+
| Ambiguous patterns   | Matched files                                                                |
|----------------------+------------------------------------------------------------------------------|
| demo_gsm8k_chat_gen  | configs/datasets/demo/demo_gsm8k_chat_gen.py                                 |
|                      | /root/opencompass/opencompass/configs/./datasets/demo/demo_gsm8k_chat_gen.py |
+----------------------+------------------------------------------------------------------------------+
11/12 14:50:56 - OpenCompass - INFO - Loading demo_gsm8k_chat_gen: configs/datasets/demo/demo_gsm8k_chat_gen.py
11/12 14:50:56 - OpenCompass - WARNING - Found ambiguous patterns, using the first matched config.
+--------------------------+----------------------------------------------------------------------------------------+
| Ambiguous patterns       | Matched files                                                                          |
|--------------------------+----------------------------------------------------------------------------------------|
| hf_internlm2_5_1_8b_chat | configs/models/hf_internlm/hf_internlm2_5_1_8b_chat.py                                 |
|                          | /root/opencompass/opencompass/configs/./models/hf_internlm/hf_internlm2_5_1_8b_chat.py |
+--------------------------+----------------------------------------------------------------------------------------+
11/12 14:50:56 - OpenCompass - INFO - Loading hf_internlm2_5_1_8b_chat: configs/models/hf_internlm/hf_internlm2_5_1_8b_chat.py
11/12 14:50:56 - OpenCompass - WARNING - Found ambiguous patterns, using the first matched config.
+----------------------+----------------------------------------------------------------+
| Ambiguous patterns   | Matched files                                                  |
|----------------------+----------------------------------------------------------------|
| example              | configs/summarizers/example.py                                 |
|                      | /root/opencompass/opencompass/configs/./summarizers/example.py |
+----------------------+----------------------------------------------------------------+
11/12 14:50:56 - OpenCompass - INFO - Loading example: configs/summarizers/example.py
11/12 14:50:56 - OpenCompass - INFO - Current exp folder: outputs/default/20241112_145056
11/12 14:50:56 - OpenCompass - WARNING - SlurmRunner is not used, so the partition argument is ignored.
Traceback (most recent call last):
  File "/root/anaconda3/envs/opencompass/bin/opencompass", line 33, in <module>
    sys.exit(load_entry_point('opencompass', 'console_scripts', 'opencompass')())
  File "/root/opencompass/opencompass/cli/main.py", line 299, in main
    tasks = partitioner(cfg)
  File "/root/opencompass/opencompass/partitioners/base.py", line 83, in __call__
    tasks = self.partition(**model_and_dataset_args,
  File "/root/opencompass/opencompass/partitioners/num_worker.py", line 69, in partition
    dataset_size = self.get_size(dataset)
  File "/root/opencompass/opencompass/partitioners/num_worker.py", line 141, in get_size
    dataset = build_dataset_from_cfg(dataset)
  File "/root/opencompass/opencompass/utils/build.py", line 13, in build_dataset_from_cfg
    return LOAD_DATASET.build(dataset_cfg)
  File "/root/anaconda3/envs/opencompass/lib/python3.10/site-packages/mmengine/registry/registry.py", line 570, in build
    return self.build_func(cfg, *args, **kwargs, registry=self)
  File "/root/anaconda3/envs/opencompass/lib/python3.10/site-packages/mmengine/registry/build_functions.py", line 121, in build_from_cfg
    obj = obj_cls(**args)  # type: ignore
  File "/root/opencompass/opencompass/datasets/base.py", line 13, in __init__
    self._init_reader(**reader_cfg)
  File "/root/opencompass/opencompass/datasets/base.py", line 16, in _init_reader
    self.reader = DatasetReader(self.dataset, **kwargs)
  File "/root/opencompass/opencompass/openicl/icl_dataset_reader.py", line 85, in __init__
    self.dataset = _check_dataset(dataset)
  File "/root/opencompass/opencompass/utils/types.py", line 38, in _check_dataset
    raise TypeError(
TypeError: Expected a datasets.Dataset or a datasets.DatasetDict object, but got {'train': <modelscope.msdatasets.ms_dataset.MsDataset object at 0x7fbae84aa2f0>, 'test': <modelscope.msdatasets.ms_dataset.MsDataset object at 0x7fbae60d37c0>}

### 重现问题 - 命令或脚本

opencompass --models hf_internlm2_5_1_8b_chat --datasets demo_gsm8k_chat_gen

### 重现问题 - 错误信息

TypeError: Expected a datasets.Dataset or a datasets.DatasetDict object, but got {'train': <modelscope.msdatasets.ms_dataset.MsDataset object at 0x7fbae84aa2f0>, 'test': <modelscope.msdatasets.ms_dataset.MsDataset object at 0x7fbae60d37c0>}

### 其他信息

_No response_