Problem with importing `catboost` package

I was trying to install catboost, and everything was going well until I decided to upgrade to Python 3.12. After the upgrade, I encountered an error when I tried to import it:

numpy.dtype size changed, may indicate binary incompatibility. 
Expected 96 from C header, got 88 from PyObject

I attempted various approaches and even downgraded to a previous version, but the issue persisted. I then reverted to Python 3.11 and installed the package again, but I still encountered the same error. Additionally, I installed Numpy with the latest version.
I hope anyone helps because I feel like I'm selling the laptop soon.

• Uninstalling Python 3.12 and reinstalling it with the 3.11 version, the problem persisted.
• Uninstalling the packages and reinstalling it again, and also the error was still present.
• I tried to run it in a conda environment with Python 3.12.4 and all things work fine.

Problem is with numpy 2.0

Currently, catboost does not support numpy 2.0: https://github.com/catboost/catboost/issues/2671

You need to do:

pip install numpy==1.26.4