# How do you deliver full API parity across heterogeneous accelerators with zero additional overhead?

**Published:** October 17, 2026
**Author:** PyTorch
**Source:** YouTube — PyTorch Official
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/how-do-you-deliver-full-api-parity-across-heterogeneous-accelerators-wit

At PyTorch Conference North America 2026, Zesheng Zong (Huawei), PyTorch Foundation Ambassador and Accelerator Integration Working Group Co-Chair, will share key technical updates on backend integration. The community is adapting over 600,000 upstream test cases to be generic…

> From the original source: **YouTube — PyTorch Official**
> [Read full article at YouTube — PyTorch Official](https://www.youtube.com/watch?v=YeneSg8PDjI)

**Tags:** #YouTube

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