Founder of the Cloud TPU program here. If you'd like to experiment with TPU VMs for free and are willing to share your work with the world somehow (e.g. via publications or open-source projects), you can apply to participate in the TPU Research Cloud (TRC) program here: https://sites.research.google/trc/
Congrats Zak!
Cloud TPU VMs are generally available
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Re: Cloud TPU VMs are generally available
#22TPU VMs are an incredible, incredible product. If you were put off by the previous TPU Node architecture, you should definitely come back and give this a shot. The dev/debug loop is just so much nicer now that the TPU is local to your VM. That said, the one thing I'm missing on these is orchestration. GKE supports TPU Nodes but it does not support TPU VMs. It seems to me like this is a must-have feature so I'm sure i…
Thanks for the very kind feedback! We've wanted to provide TPU VMs since the beginning of the Cloud TPU program, and I'm delighted that you're enjoying them. Many people across Google contributed to this launch. We're definitely working on GKE integration, and we intend to provide more support for orchestration over time since individual Cloud TPU workloads are getting bigger and bigger. We'd love to hear any more de…
Re: Cloud TPU VMs are generally available
#23Founder of the Cloud TPU program here. If you'd like to experiment with TPU VMs for free and are willing to share your work with the world somehow (e.g. via publications or open-source projects), you can apply to participate in the TPU Research Cloud (TRC) program here: https://sites.research.google/trc/
Re: Cloud TPU VMs are generally available
#24For those like me who had no idea what this means: > Tensor Processing Units (TPUs) are Google's custom-developed application-specific integrated circuits (ASICs) used to accelerate machine learning workloads.
Re: Cloud TPU VMs are generally available
#25Earlier quoted context omitted.
Thanks for the very kind feedback! We've wanted to provide TPU VMs since the beginning of the Cloud TPU program, and I'm delighted that you're enjoying them. Many people across Google contributed to this launch. We're definitely working on GKE integration, and we intend to provide more support for orchestration over time since individual Cloud TPU workloads are getting bigger and bigger. We'd love to hear any more de…
Hi Zak, great achievement. Xoogler, had connection with people working on TPU. AFAIK, TPU support on GCP has been started in 2018? Or earlier? It's been 4 years to GA. Rumors have it that the project has been incredibly difficult to get out due to Googler's poor cross-org collaboration support. It has been a sad story, another one in the list of things that Google could have been putting more resources and made avail…
Google is a large and complicated place, but we're getting closer to providing the magical interactive supercomputing experience we've wanted for a long time.
The deep learning landscape is evolving very rapidly, and there is a lot of interest in scaling up further, so the next few years will be exciting.
Re: Cloud TPU VMs are generally available
#26Founder of the Cloud TPU program here. If you'd like to experiment with TPU VMs for free and are willing to share your work with the world somehow (e.g. via publications or open-source projects), you can apply to participate in the TPU Research Cloud (TRC) program here: https://sites.research.google/trc/
Just wanted to pop in to say congrats on making GA! Really happy to see the program develop from the early days :)
Re: Cloud TPU VMs are generally available
#27Re: Cloud TPU VMs are generally available
#28TPU VMs are an incredible, incredible product. If you were put off by the previous TPU Node architecture, you should definitely come back and give this a shot. The dev/debug loop is just so much nicer now that the TPU is local to your VM. That said, the one thing I'm missing on these is orchestration. GKE supports TPU Nodes but it does not support TPU VMs. It seems to me like this is a must-have feature so I'm sure i…
Thanks for the very kind feedback! We've wanted to provide TPU VMs since the beginning of the Cloud TPU program, and I'm delighted that you're enjoying them. Many people across Google contributed to this launch. We're definitely working on GKE integration, and we intend to provide more support for orchestration over time since individual Cloud TPU workloads are getting bigger and bigger. We'd love to hear any more de…
Re: Cloud TPU VMs are generally available
#29Any benchmarks comparing this to regular Nvidia gpus?
In MLPerf 1.1, we showcased model training at larger scale: https://cloud.google.com/blog/topics/tpus/google-showcases-c...
The deep learning workloads that people find most interesting and the underlying hardware and software systems are all changing very rapidly. In addition to following MLPerf, we generally recommend that people run rigorous performance and cost comparisons on the actual workloads that they care about accelerating.
Re: Cloud TPU VMs are generally available
#30Founder of the Cloud TPU program here. If you'd like to experiment with TPU VMs for free and are willing to share your work with the world somehow (e.g. via publications or open-source projects), you can apply to participate in the TPU Research Cloud (TRC) program here: https://sites.research.google/trc/
Thanks Zak, already applied. Just wondering does TPU VM support Vectorflow? https://github.com/Netflix/vectorflow