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W&B recommends fully managed deployment options such as W&B Multi-tenant Cloud or W&B Dedicated Cloud. W&B fully managed services are secure to use, with minimal configuration required.
W&B Self-Managed lets you run W&B Server in infrastructure you control, so you can meet internal policies for data residency, network isolation, and compliance. This overview is for IT, DevOps, and MLOps teams who plan, deploy, and operate W&B Server on their own cloud account or on-premises infrastructure. Deploy W&B Server on your AWS, Google Cloud, or Azure cloud account or within your on-premises infrastructure. Your IT, DevOps, or MLOps team has the following responsibilities:
If your organization is subject to regulatory requirements, consider deploying on W&B Dedicated Cloud, which is maintained by W&B.
  • W&B Dedicated Cloud’s hosting platform meets the requirements of SOC 2 Type 2.
  • When configured appropriately, a W&B Dedicated Cloud deployment complies with HIPAA.
Refer to the W&B Security Portal to request more information.

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About the W&B Kubernetes Operator

W&B Self-Managed installations are delivered and managed through a Kubernetes operator, which handles the day-to-day complexity of running W&B Server. Use the W&B Kubernetes Operator to deploy W&B Self-Managed. The operator simplifies deploying, administering, troubleshooting, and scaling W&B. The operator connects to a central deploy.wandb.ai server to request the latest specification changes for a given release channel and apply them. The operator receives updates as long as the license is valid. The operator uses Helm both to install itself and to manage the W&B Kubernetes stack. The deployment consists of multiple pods, one per service, and each pod name is prefixed with wandb-. Configuration follows a hierarchy: Release Channel Values (defaults from W&B), User Input Values (overrides via the System Console), and Custom Resource Values (your spec overrides both). Use the following resources based on your deployment target: You can optionally configure rate limits on your instance to maintain stability. For more information, see Rate limits.

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Required infrastructure

Before you deploy, make sure the following infrastructure is available. All W&B Self-Managed deployment options depend on these components:
  • Kubernetes
  • MySQL 8 database
  • Amazon S3-compatible object storage
  • Redis cache
W&B can provide recommendations for the different components and provide guidance through the installation process. For more information, see Requirements.

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Obtain your W&B Server license

A W&B Server license authorizes your deployment. You must obtain a license before installation. For step-by-step instructions, see License on the Requirements page.