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TPU Developer Hub | Google Cloud

Join the Google Cloud team at PyTorch Conference 2026, October 20-21 in San Jose

TorchTPU is Now Available

Native PyTorch on Cloud TPU: debug in eager mode, speed up with torch.compile, scale from one chip to a slice, with the ecosystem you already use

Foundations for TPU development

Build with your preferred framework and diagnostic tools to drive peak performance

Learn about TPU architecture
Tensor Processing Units (TPUs) are Application-Specific Integrated Circuits (ASICs) designed by Google to accelerate machine learning workloads. Google Cloud makes TPUs available as a scalable resource.
Tutorial
Scaling Next-Generation AI Workloads
Learn how to scale next-generation AI workloads across Cloud TPU architectures, flexible consumption modes, and the open-source software stack.
Video
XLA Crash Course
An introduction into how to compile and optimize machine learning programs using the XLA compiler architecture from high-level frameworks to hardware execution.
Video

Accelerate production inference on TPUs

Deploy high-throughput, low-latency workloads using vLLM and optimized TPU serving stacks

vLLM TPU: A new unified backend for JAX and PyTorch inference on TPU
Learn how vLLM on TPU will allow JAX and PyTorch to run on TPUs.
Video

Scale model pre-training on TPUs

Achieve higher training throughput using JAX, PyTorch, and Keras on TPUs

Optimize post-training on TPUs

Efficiently customize and align open models for high-performance serving and deployment

TPU workload orchestration

Simplify cluster management and scale your workloads efficiently

Profile and debug TPU workloads

Uncover bottlenecks and optimize your model’s execution

Secure and scale TPU workloads

Design secure, high-performance network architectures for your AI workloads

Managed Lustre security
Google Cloud Managed Lustre delivers a high-performance, fully managed parallel file system optimized for AI applications.
Guide

Community contributions

Resources and code samples from our developer community

TPU developer resources

Explore official documentation, workload recipes, and the latest technical updates for Cloud TPUs

DocsSupport

Console

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Migration and AI tools to optimize the manufacturing value chain.

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Attract and empower an ecosystem of developers and partners.

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Cloud services for extending and modernizing legacy apps.

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Simplify and accelerate secure delivery of open banking compliant APIs.

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Options for running SQL Server virtual machines on Google Cloud.

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Artifact Registry
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Components for migrating VMs into system containers on GKE.

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Managed Service for Apache Spark
Zero-ops serverless or managed clusters, accelerated by Lightning Engine.

Dataflow
Real-time analytics for stream and batch processing.

Looker
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Open lakehouse platform with enterprise storage and performance capabilities.

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Messaging service for event ingestion and delivery.

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Workflow orchestration service built on Apache Airflow.

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Data Analytics Agents
Built-in agents for data lifecycle and tools to build your own agents.

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Free-to-use, cloud-native and AI-powered data migration services.

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Serverless change data capture and replication service.

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Telecom Data Fabric
Telecom data management and analytics with an automated approach.

Telecom Subscriber Insights
Ingests data to improve subscriber acquisition and retention.

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Controls fundamental access to the Citizens Broadband Radio Service (CBRS).

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Task management service for asynchronous task execution.

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Managed Service for Apache Airflow
Workflow orchestration service built on Apache Airflow.

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Messaging service for event ingestion and delivery.

Eventarc
Build an event-driven architecture that can connect any service.

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Cost Management
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Monitoring, logging, and application performance suite.

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Kubernetes add-on for managing Google Cloud resources.

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Create immersive location experiences and improve business operations.

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Live Stream API
Service to convert live video and package for streaming.

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Open source render manager for visual effects and animation.

Transcoder API
Convert video files and package them for optimized delivery.

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Service for dynamic or server side ad insertion.

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App migration to the cloud for low-cost refresh cycles.

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Components for migrating VMs and physical servers to Compute Engine.

Cloud Foundation Toolkit
Reference templates for Deployment Manager and Terraform.

Database Migration Service
Serverless, minimal downtime migrations to Cloud SQL.

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Components for migrating VMs into system containers on GKE.

Data Analytics Migration Services
Streamlined data warehouse and data lake migration tooling and incentives.

Rapid Migration and Modernization Program
End-to-end migration program to simplify your path to the cloud.

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Storage server for moving large volumes of data to Google Cloud.

Storage Transfer Service
Data transfers from online and on-premises sources to Cloud Storage.

VMware Engine
Migrate and run your VMware workloads natively on Google Cloud.

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Cloud Armor
Security policies and defense against web and DDoS attacks.

Cloud CDN and Media CDN
Content delivery network for serving web and video content.

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Domain name system for reliable and low-latency name lookups.

Cloud Load Balancing
Service for distributing traffic across applications and regions.

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NAT service for giving private instances internet access.

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Connectivity options for VPN, peering, and enterprise needs.

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Connectivity management to help simplify and scale networks.

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Network monitoring, verification, and optimization platform.

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Application error identification and analysis.

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Fully-managed Prometheus on Google Cloud.

Cloud Trace
Tracing system collecting latency data from applications.

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CPU and heap profiler for analyzing application performance.

Cloud Quotas
Manage quotas for all Google Cloud services.

Productivity and Collaboration

AppSheet
No-code development platform to build and extend applications.

AppSheet Automation
Build automations and applications on a unified platform.

Gemini for business
Secure platform to discover, create, run, and govern AI agents for employees.

Google Workspace
Collaboration and productivity tools for individuals and organizations.

Google Workspace Essentials
Secure video meetings and modern collaboration for teams.

Cloud Identity
Unified platform for IT admins to manage user devices and apps.

Chrome Enterprise
ChromeOS, Chrome browser, and Chrome devices built for business.

Security and Identity

Cloud IAM
Permissions management system for Google Cloud resources.

Sensitive Data Protection
Discover, classify, and protect your valuable data assets.

Mandiant Managed Defense
Find and eliminate threats with confidence 24x7.

Google Threat Intelligence
Know who’s targeting you.

Security Command Center
Platform for defending against threats to your Google Cloud assets.

Cloud Key Management
Manage encryption keys on Google Cloud.

Mandiant Incident Response
Minimize the impact of a breach.

Chrome Enterprise Premium
Get secure enterprise browsing with extensive endpoint visibility.

Assured Workloads
Compliance and security controls for sensitive workloads.

Google Security Operations
Detect, investigate, and respond to cyber threats.

Mandiant Consulting
Get expert guidance before, during, and after an incident.

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Serverless

Cloud Run
Fully managed environment for running containerized apps.

Cloud Functions
Platform for creating functions that respond to cloud events.

App Engine
Serverless application platform for apps and back ends.

Workflows
Workflow orchestration for serverless products and API services.

API Gateway
Develop, deploy, secure, and manage APIs with a fully managed gateway.

Storage

Cloud Storage
Object storage that’s secure, durable, and scalable.

Block Storage
High-performance storage for AI, analytics, databases, and enterprise applications.

Filestore
File storage that is highly scalable and secure.

Persistent Disk
Block storage for virtual machine instances running on Google Cloud.

Cloud Storage for Firebase
Object storage for storing and serving user-generated content.

Local SSD
Block storage that is locally attached for high-performance needs.

Storage Transfer Service
Data transfers from online and on-premises sources to Cloud Storage.

Google Cloud Managed Lustre
High performance managed parallel file service.

Google Cloud NetApp Volumes
File storage service for NFS, SMB, and multi-protocol environments.

Backup and DR Service
Service for centralized, application-consistent data protection.

Web3

Blockchain Node Engine
Fully managed node hosting for developing on the blockchain.

Blockchain RPC
Enterprise-grade RPC for building on the blockchain.

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