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Reference models and tools for Cloud TPUs.

8 mentions on Hacker News by 7 people: 1 story, 7 comments · first 2018-02-12 · latest 2024-12-10

Mentions per year 8 mentions · busiest year 2019 (5)
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  1. https://github.com/tensorflow/tpu/issues/3363
    comment by freemack · 2024-12-10 · in Exotic New Superconductors Delight and Confound
  2. …from a V100 to TPUv3. To be fair, some of that is batch size increase. This was using the models in https://github.com/tensorflow/tpu/tree/master/models/officia... . On the other hand, a lot of those models are broken in some way and need…
    comment by usmannk · 2019-12-01 · in Filesystem devs should aim to make “badly written” app code “just work” (2009)
  3. …across all hardware configurations. The methodology predated MLPerf and is documented in full here: https://github.com/tensorflow/tpu/blob/master/benchmarks/Res... If you were going to do a similar performance-per-dollar comparison today,…
    comment by zak · 2019-07-13 · in Cloud TPU Pods Break AI Training Records
  4. …AI blog: https://ai.googleblog.com/2019/05/efficientnet-improving-acc... and the source code: https://github.com/tensorflow/tpu/tree/master/models/officia...
    comment by homarp · 2019-05-30 · in EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks
  5. …manually using their `ctpu` tool, and training of a trivial network on CIFAR looks like this: https://github.com/tensorflow/tpu/blob/master/models/experim...
    comment by m0zg · 2019-05-08 · in Google’s Cloud TPU Pods are now publicly available in beta
  6. …methodology page with instructions that you can follow if you want to reproduce the results: https://github.com/tensorflow/tpu/blob/master/benchmarks/Res... Also, Cloud TPUs are available to everyone for free via Colab. Here is a sample…
    comment by zak · 2019-01-21 · in Cost Comparison of Deep Learning Hardware: Google TPUv2 vs. Nvidia Tesla V100
  7. This is really Tensorflow as a service. You get an IP address and a port you send gRPC requests to: https://github.com/tensorflow/tpu/blob/master/tools/diagnost... Presumably, there's a whole server behind that address that has all the…
    comment by puzzle · 2018-02-12 · in Cloud TPUs in Beta