[P] Using PyTorch + NumPy? A bug that plagues thousands of open-source ML projects.

• Pytorch

  336 77,783 10.0 Python

  Tensors and Dynamic neural networks in Python with strong GPU acceleration

  

But the problem doesn't occur when you use Python's random seeds, precisely because PyTorch sets the Python random seed (but not the Numpy one) in each worker: https://github.com/pytorch/pytorch/blob/98baad57642115d1f66723f6f10585ed933fd731/torch/utils/data/_utils/worker.py#L137, as mentioned in OP's post. So maybe the issue can be fixed by just setting the Numpy random seed like this in the Pytorch code base?

• Kornia

  11 9,364 9.4 Python

  Geometric Computer Vision Library for Spatial AI

  

Use kornia.augmentation where this problem is solved doing the augmentations in batch outside the dataloader. https://github.com/kornia/kornia

• WorkOS

  workos.com sponsored

  The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.

  

• CenterNet

  6 7,101 0.0 Python

  Object detection, 3D detection, and pose estimation using center point detection:

Suggest a related project