Repository: open-compass/opencompass
Issue: [Bug] Error when running InstructBLIP's example: 'blip2-vicuna-instruct is not in the opencompass::mm_model registry.
Root cause: Validation Gap

### Prerequisite

- [X] I have searched [Issues](https://github.com/open-compass/opencompass/issues/) and [Discussions](https://github.com/open-compass/opencompass/discussions) but cannot get the expected help.
- [X] The bug has not been fixed in the [latest version](https://github.com/open-compass/opencompass).

### Type

I'm evaluating with the officially supported tasks/models/datasets.

### Environment

```python
{'CUDA available': True,
 'CUDA_HOME': '/usr/local/cuda',
 'GCC': 'gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0',
 'GPU 0,1,2,3,4,5,6,7': 'NVIDIA A100-SXM4-80GB',
 'MMEngine': '0.9.0',
 'NVCC': 'Cuda compilation tools, release 11.7, V11.7.99',
 'OpenCV': '4.8.1',
 'PyTorch': '1.13.1',
 'PyTorch compiling details': 'PyTorch built with:\n'
                              '  - GCC 9.3\n'
                              '  - C++ Version: 201402\n'
                              '  - Intel(R) oneAPI Math Kernel Library Version '
                              '2023.1-Product Build 20230303 for Intel(R) 64 '
                              'architecture applications\n'
                              '  - Intel(R) MKL-DNN v2.6.0 (Git Hash '
                              '52b5f107dd9cf10910aaa19cb47f3abf9b349815)\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: AVX2\n'
                              '  - CUDA Runtime 11.7\n'
                              '  - NVCC architecture flags: '
                              '-gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-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_37,code=compute_37\n'
                              '  - CuDNN 8.5\n'
                              '  - Magma 2.6.1\n'
                              '  - Build settings: BLAS_INFO=mkl, '
                              'BUILD_TYPE=Release, CUDA_VERSION=11.7, '
                              'CUDNN_VERSION=8.5.0, '
                              'CXX_COMPILER=/opt/rh/devtoolset-9/root/usr/bin/c++, '
                              'CXX_FLAGS= -fabi-version=11 -Wno-deprecated '
                              '-fvisibility-inlines-hidden -DUSE_PTHREADPOOL '
                              '-fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM '
                              '-DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK '
                              '-DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE '
                              '-DEDGE_PROFILER_USE_KINETO -O2 -fPIC '
                              '-Wno-narrowing -Wall -Wextra '
                              '-Werror=return-type -Werror=non-virtual-dtor '
                              '-Wno-missing-field-initializers '
                              '-Wno-type-limits -Wno-array-bounds '
                              '-Wno-unknown-pragmas -Wunused-local-typedefs '
                              '-Wno-unused-parameter -Wno-unused-function '
                              '-Wno-unused-result -Wno-strict-overflow '
                              '-Wno-strict-aliasing '
                              '-Wno-error=deprecated-declarations '
                              '-Wno-stringop-overflow -Wno-psabi '
                              '-Wno-error=pedantic -Wno-error=redundant-decls '
                              '-Wno-error=old-style-cast '
                              '-fdiagnostics-color=always -faligned-new '
                              '-Wno-unused-but-set-variable '
                              '-Wno-maybe-uninitialized -fno-math-errno '
                              '-fno-trapping-math -Werror=format '
                              '-Werror=cast-function-type '
                              '-Wno-stringop-overflow, LAPACK_INFO=mkl, '
                              'PERF_WITH_AVX=1, PERF_WITH_AVX2=1, '
                              'PERF_WITH_AVX512=1, TORCH_VERSION=1.13.1, '
                              'USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, '
                              'USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, '
                              'USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, '
                              'USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, \n',
 'Python': '3.10.13 (main, Sep 11 2023, 13:44:35) [GCC 11.2.0]',
 'TorchVision': '0.14.1',
 'numpy_random_seed': 2147483648,
 'opencompass': '0.1.6+6317da0',
 'sys.platform': 'linux'}
```

### Reproduces the problem - code/configuration sample

```python
from mmengine.config import read_base

with read_base():
    from .instructblip.instructblip_mmbench import (instruct_blip_dataloader,
                                                    instruct_blip_evaluator,
                                                    instruct_blip_load_from,
                                                    instruct_blip_model)

import opencompass.multimodal.models.instructblip
print(type(opencompass.multimodal.models.instructblip.InstructBlipInferencer))

models = [instruct_blip_model]
datasets = [instruct_blip_dataloader]
evaluators = [instruct_blip_evaluator]
load_froms = [instruct_blip_load_from]
num_gpus = 8
num_procs = 8
launcher = 'pytorch'  # or 'slurm'
```

### Reproduces the problem - command or script

```shell
python run.py configs/multimodal/instructblip_tasks.py --mm-eval
```

### Reproduces the problem - error message

```
Traceback (most recent call last):
  File "/home/zzk/Projects/opencompass/opencompass/tasks/mm_infer.py", line 157, in <module>
Traceback (most recent call last):
  File "/home/zzk/Projects/opencompass/opencompass/tasks/mm_infer.py", line 157, in <module>
Traceback (most recent call last):
  File "/home/zzk/Projects/opencompass/opencompass/tasks/mm_infer.py", line 157, in <module>
    inferencer.run()
  File "/home/zzk/Projects/opencompass/opencompass/tasks/mm_infer.py", line 124, in run
    inferencer.run()
  File "/home/zzk/Projects/opencompass/opencompass/tasks/mm_infer.py", line 124, in run
Traceback (most recent call last):
  File "/home/zzk/Projects/opencompass/opencompass/tasks/mm_infer.py", line 157, in <module>
    model = build_model(self.cfg)
  File "/home/zzk/Projects/opencompass/opencompass/tasks/mm_infer.py", line 26, in build_model
    inferencer.run()
  File "/home/zzk/Projects/opencompass/opencompass/tasks/mm_infer.py", line 124, in run
    inferencer.run()
  File "/home/zzk/Projects/opencompass/opencompass/tasks/mm_infer.py", line 124, in run
Traceback (most recent call last):
  File "/home/zzk/Projects/opencompass/opencompass/tasks/mm_infer.py", line 157, in <module>
    model = build_model(self.cfg)
  File "/home/zzk/Projects/opencompass/opencompass/tasks/mm_infer.py", line 26, in build_model
    model = build_model(self.cfg)
  File "/home/zzk/Projects/opencompass/opencompass/tasks/mm_infer.py", line 26, in build_model
    inferencer.run()
  File "/home/zzk/Projects/opencompass/opencompass/tasks/mm_infer.py", line 124, in run
    model = build_model(self.cfg)
  File "/home/zzk/Projects/opencompass/opencompass/tasks/mm_infer.py", line 26, in build_model
    model = MM_MODELS.build(cfg['model'])
  File "/home/zzk/miniconda3/envs/opencompass4/lib/python3.10/site-packages/mmengine/registry/registry.py", line 570, in build
    model = MM_MODELS.build(cfg['model'])
  File "/home/zzk/miniconda3/envs/opencompass4/lib/python3.10/site-packages/mmengine/registry/registry.py", line 570, in build
Traceback (most recent call last):
  File "/home/zzk/Projects/opencompass/opencompass/tasks/mm_infer.py", line 157, in <module>
    model = build_model(self.cfg)
  File "/home/zzk/Projects/opencompass/opencompass/tasks/mm_infer.py", line 26, in build_model
    return self.build_func(cfg, *args, **kwargs, registry=self)
  File "/home/zzk/miniconda3/envs/opencompass4/lib/python3.10/site-packages/mmengine/registry/build_functions.py", line 232, in build_model_from_cfg
Traceback (most recent call last):
  File "/home/zzk/Projects/opencompass/opencompass/tasks/mm_infer.py", line 157, in <module>
    model = MM_MODELS.build(cfg['model'])
  File "/home/zzk/miniconda3/envs/opencompass4/lib/python3.10/site-packages/mmengine/registry/registry.py", line 570, in build
    return self.build_func(cfg, *args, **kwargs, registry=self)
      File "/home/zzk/miniconda3/envs/opencompass4/lib/python3.10/site-packages/mmengine/registry/build_functions.py", line 232, in build_model_from_cfg
return build_from_cfg(cfg, registry, default_args)
  File "/home/zzk/miniconda3/envs/opencompass4/lib/python3.10/site-packages/mmengine/registry/build_functions.py", line 100, in build_from_cfg
    model = MM_MODELS.build(cfg['model'])
  File "/home/zzk/miniconda3/envs/opencompass4/lib/python3.10/site-packages/mmengine/registry/registry.py", line 570, in build
    model = MM_MODELS.build(cfg['model'])
  File "/home/zzk/miniconda3/envs/opencompass4/lib/python3.10/site-packages/mmengine/registry/registry.py", line 570, in build
        return self.build_func(cfg, *args, **kwargs, registry=self)raise KeyError(

  File "/home/zzk/miniconda3/envs/opencompass4/lib/python3.10/site-packages/mmengine/registry/build_functions.py", line 232, in build_model_from_cfg
KeyError: 'blip2-vicuna-instruct is not in the opencompass::mm_model registry. Please check whether the value of `blip2-vicuna-instruct` 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'
    inferencer.run()
  File "/home/zzk/Projects/opencompass/opencompass/tasks/mm_infer.py", line 124, in run
    return self.build_func(cfg, *args, **kwargs, registry=self)
  File "/home/zzk/miniconda3/envs/opencompass4/lib/python3.10/site-packages/mmengine/registry/build_functions.py", line 232, in build_model_from_cfg
    model = build_model(self.cfg)
  File "/home/zzk/Projects/opencompass/opencompass/tasks/mm_infer.py", line 26, in build_model
    return build_from_cfg(cfg, registry, default_args)
  File "/home/zzk/miniconda3/envs/opencompass4/lib/python3.10/site-packages/mmengine/registry/build_functions.py", line 100, in build_from_cfg
    inferencer.run()
  File "/home/zzk/Projects/opencompass/opencompass/tasks/mm_infer.py", line 124, in run
    return self.build_func(cfg, *args, **kwargs, registry=self)
  File "/home/zzk/miniconda3/envs/opencompass4/lib/python3.10/site-packages/mmengine/registry/build_functions.py", line 232, in build_model_from_cfg
    return build_from_cfg(cfg, registry, default_args)
  File "/home/zzk/miniconda3/envs/opencompass4/lib/python3.10/site-packages/mmengine/registry/build_functions.py", line 100, in build_from_cfg
    model = MM_MODELS.build(cfg['model'])
      File "/home/zzk/miniconda3/envs/opencompass4/lib/python3.10/site-packages/mmengine/registry/registry.py", line 570, in build
return build_from_cfg(cfg, registry, default_args)
  File "/home/zzk/miniconda3/envs/opencompass4/lib/python3.10/site-packages/mmengine/registry/build_functions.py", line 100, in build_from_cfg
    model = build_model(self.cfg)
  File "/home/zzk/Projects/opencompass/opencompass/tasks/mm_infer.py", line 26, in build_model
    return self.build_func(cfg, *args, **kwargs, registry=self)
  File "/home/zzk/miniconda3/envs/opencompass4/lib/python3.10/site-packages/mmengine/registry/build_functions.py", line 232, in build_model_from_cfg
    model = MM_MODELS.build(cfg['model'])
  File "/home/zzk/miniconda3/envs/opencompass4/lib/python3.10/site-packages/mmengine/registry/registry.py", line 570, in build
    raise KeyError(
KeyError: 'blip2-vicuna-instruct is not in the opencompass::mm_model registry. Please check whether the value of `blip2-vicuna-instruct` 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'
```

### Other information

Hi, I saw this error while trying to run OpenCompass's official InstructBLIP examples. Before that I ran the example code in QuickStart and succeeded. Could you take a look at this? Thanks in advance.

Hi, @zzk1st ,
Please make sure that you have installed the dependency LAVIS (according to https://github.com/open-compass/opencompass/tree/main/configs/multimodal/instructblip).


Feel free to re-open if needed.