[Bug] Compatibility issues with installation of mmcv

[Liumucan]

Prerequisite

• I have searched Issues and Discussions but cannot get the expected help.
• The bug has not been fixed in the latest version(https://github.com/open-mmlab/mmcv).

Environment

PyTorch==2.4.0+cu124
MMCV==2.2.0

Reproduces the problem - code sample

I'm facing a problem with the installation of mmcv on my system. I'm trying to run a project that requires an older version of mmcv (1.3.18), but when I install this version, I will meet the incompatible like follows:
AssertionError: MMCV==1.3.16 is used but incompatible. Please install mmcv>=2.0.0rc4, <2.1.0.
Then, I follow this instruction to install higher version mmcv (i.e., 2.0.0rc4). However, there is a issue that the project code are significantly different between the older and newer versions of mmcv. Many of the modules that were previously imported from mmcv are now either removed or moved to a different location, causing compatibility issues. I've tried to find information on how to import these modules from the newer version of mmcv, but I've only found details on how to import some modules from mmengine. However, there are still many modules that I'm unable to import. The following are the modules I'd like to import:

import mmcv
import torch
from mmcv import Config, DictAction
from mmcv.cnn import fuse_conv_bn
from mmcv.parallel import MMDataParallel, MMDistributedDataParallel
from mmcv.runner import (get_dist_info, init_dist, load_checkpoint,
                         wrap_fp16_model)
from mmdet.datasets import (build_dataloader, build_dataset,
                            replace_ImageToTensor)
from mmdet.models import build_detector

There seems to be no comprehensive document to introduce how we can use these modules in the new version of mmcv.
Could you please provide suggestions about how should I deal with this problem?

Reproduces the problem - command or script

import mmcv
import torch
from mmcv import Config, DictAction
from mmcv.cnn import fuse_conv_bn
from mmcv.parallel import MMDataParallel, MMDistributedDataParallel
from mmcv.runner import (get_dist_info, init_dist, load_checkpoint,
                         wrap_fp16_model)
from mmdet.datasets import (build_dataloader, build_dataset,
                            replace_ImageToTensor)
from mmdet.models import build_detector

Reproduces the problem - error message

Traceback (most recent call last):
  File "test.py", line 27, in <module>
    from mmcv import Config, DictAction
ImportError: cannot import name 'Config' from 'mmcv' (/home/user10/.conda/envs/fashion_former2/lib/python3.8/site-packages/mmcv/__init__.py)

Additional information

No response

[Liumucan]

I have changed the CUDA version to meet the requirement of the lower version mmcv.