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---

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/)