---
license: apache-2.0
tags:
- kernel
---

# batch_invariant_kernel

To try out the example of the code by running the following commands:

```bash
uv run https://huggingface.co/gagan3012/batch_invariant_kernel/resolve/main/readme_example.py
```

## Credits 

Work here is based on the following repositories:

- [Batch Invariant Kernel](https://github.com/thinking-machines-lab/batch_invariant_ops) by [Thinking Machines Lab](https://thinkingmachines.ai/blog/defeating-nondeterminism-in-llm-inference/)