# TPU with Ray Tune

**URL:** https://discuss.ray.io/t/tpu-with-ray-tune/709
**Category:** Ray Tune
**Created:** [February 3, 2021, 1:42pm UTC](https://discuss.ray.io/t/tpu-with-ray-tune/709 "2021-02-03T13:42:42Z")
**Posts on this page:** 1
**Showing post:** 4

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### Author: ![raquelhortab](https://sea2.discourse-cdn.com/flex020/user_avatar/discuss.ray.io/raquelhortab/32/4199_2.png) [@raquelhortab](https://discuss.ray.io/u/raquelhortab)
#### Post date: [April 17, 2023, 7:32pm UTC](https://discuss.ray.io/t/tpu-with-ray-tune/709/4 "2023-04-17T19:32:45Z")

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Hi!  
I am conducting a research project and I need to tune a few deep learning models on large data. I was considering using google’s TPU’s to avoid running the experiments locally (since they take quite a lot of time and I don’t have much computational resources).

I’m currently running some tests locally with ray and if it is easy to run on google’s TPU I would really consider using ray for my project. However, it also depends on some [memory issues](https://discuss.ray.io/t/ray-using-so-much-memory-i-cannot-even-start-the-tuning/10151) I’ve been having with ray tune so even if feasible, I wonder if this would be an issue with TPUs as well.

Thanks for answering! @xwjiang2010

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