Empowering businesses with Google Cloud AI
Built for AI on Google Cloud
Cloud TPU is designed to run cutting-edge machine learning models with AI services on Google Cloud. And its custom high-speed network offers over 100 petaflops of performance in a single pod—enough computational power to transform your business or create the next research breakthrough.
Iterate faster on your ML solutions
Training machine learning models is like compiling code: you need to update often, and you want to do so as efficiently as possible. ML models need to be trained over and over as apps are built, deployed, and refined. Cloud TPU’s robust performance and low cost make it ideal for machine learning teams looking to iterate quickly and frequently on their solutions.
Proven, state-of-the-art models
You can build your own machine learning-powered solutions for many real-world use cases. Just bring your data, download a Google-optimized reference model, and start training.
Try the demo
Machine learning performance and benchmarks
To see how Cloud TPU compares to other accelerators, read the blog or view the MLPerf benchmark results.
Cloud TPU offering
Cloud TPU features
Get started immediately by leveraging our growing library of optimized models for Cloud TPU. These provide optimized performance, accuracy, and quality in image classification, object detection, language modeling, speech recognition, and more.
Connect Cloud TPUs to custom machine types
You can connect to Cloud TPUs from custom Deep Learning VM Image types, which can help you optimally balance processor speeds, memory, and high-performance storage resources for your workloads.
Fully integrated with Google Cloud
At their core, Cloud TPUs and Google Cloud’s data and analytics services are fully integrated with other Google Cloud offerings, like Google Kubernetes Engine (GKE). So when you run machine learning workloads on Cloud TPUs, you benefit from Google Cloud’s industry-leading storage, networking, and data analytics technologies.
Preemptible Cloud TPU
You can save money by using preemptible Cloud TPUs for fault-tolerant machine learning workloads, such as long training runs with checkpointing or batch prediction on large datasets. Preemptible Cloud TPUs are 70% cheaper than on-demand instances, making everything from your first experiments to large-scale hyperparameter searches more affordable than ever.
The potential of using Cloud TPU pods to accelerate our deep learning research while keeping operational costs and complexity low is a big draw. It takes us now a little over 24 hours to train models on our local GPU cluster. It will take us, depending on the size of the TPU pod, anywhere from 7 hours to 15 minutes.Ben Mabey, Vice President Engineering, Recursion Pharmaceuticals
Cloud TPU tutorials, quickstarts, and docs
Next ’19: Fast and lean data science with TPUs
Cloud TPU content from AI Hub
What’s in an image: fast, accurate image segmentation with Cloud TPUs
What makes TPUs fine-tuned for deep learning?
Train TensorFlow ML models faster and at lower cost on Cloud TPU Pods
Cloud TPU charges for using preemptible and non-preemptible (on-demand) Cloud TPU use to train machine learning models. For detailed pricing information, please view the pricing guide.
Single Cloud TPU device pricing
The following table shows the pricing per region for using a single Cloud TPU device.
|Cloud TPU v2||$4.50 / TPU hour||$1.35 / TPU hour|
|Cloud TPU v3||$8.00 / TPU hour||$2.40 / TPU hour|
|Cloud TPU v2||$4.95 / TPU hour||$1.485 / TPU hour|
|Cloud TPU v3||$8.80 / TPU hour||$2.64 / TPU hour|
|Cloud TPU v2||$5.22 / TPU hour||$1.566 / TPU hour|
|Cloud TPU v3||Not available in this region||Not available in this region|
|Cloud TPU v2 Pod||Evaluation Price / hr||1-yr Commitment Price (37% discount)||3-yr Commitment Price (55% discount)|
|32-core Pod slice||$24 USD||$132,451 USD||$283,824 USD|
|128-core Pod slice||$96 USD||$529,805 USD||$1,135,296 USD|
|256-core Pod slice||$192 USD||$1,059,610 USD||$2,270,592 USD|
|512-core Pod slice||$384 USD||$2,119,219 USD||$4,541,184 USD|
|Cloud TPU v3 Pod||Evaluation Price / hr||1-yr Commitment Price (37% discount)||3-yr Commitment Price (55% discount)|
|32-core Pod slice||$32 USD||$176,601 USD||$378,432 USD|
To request a Cloud TPU Pod configuration or a quote for larger Cloud TPU v3 Pod slices, please contact a sales representative. Cloud TPUv4 Pod is now available. To request a quote for a Cloud TPU v4, please contact a sales representative.