# Weights & Biases Documentation

- [Products (418 pages)](https://docs.wandb.ai/_llms/en/products.md): Documentation for Products.
- [Reference (390 pages)](https://docs.wandb.ai/_llms/en/reference.md): Documentation for Reference.

## Get Started

- [Get Started with Weights & Biases](https://docs.wandb.ai/get-started.md): Choose the right W&B product for your use case and learn how to get started
- [Example Code & Notebooks](https://docs.wandb.ai/examples.md): Hands-on tutorials, walkthroughs, and colab notebooks for every W&B product.
- [Use the W&B MCP Server](https://docs.wandb.ai/platform/mcp-server.md): Connect your IDE or AI agent to the W&B Model Context Protocol (MCP) server to query and analyze your W&B data and documentation in natural language.
- [Use W&B Skills](https://docs.wandb.ai/platform/wb-skills.md): Install W&B Skills to teach your coding agent how to train models, build agents, and analyze experiments using W&B's AI development platform.

## Release Notes

- [Release Notes](https://docs.wandb.ai/release-notes.md): Browse release notes for W&B Server and SDK updates, including new features, fixes, and breaking changes.
- [Release policies and processes](https://docs.wandb.ai/release-notes/release-policies.md): Understand the W&B Server release process including versioning, support windows, and upgrade policies.
- [New articles](https://docs.wandb.ai/release-notes/new-articles.md): A log of new articles published to the W&B documentation site.

### W&B Server

- [Supported W&B Server releases](https://docs.wandb.ai/release-notes/server-releases.md): View release notes for W&B Server including new features, improvements, bug fixes, and upgrade instructions.
- [Archived W&B Server releases](https://docs.wandb.ai/release-notes/server-releases-archived.md): Browse archived release notes for older W&B Server versions that have reached end-of-life support status.

### W&B SDKs

- [W&B SDK releases](https://docs.wandb.ai/release-notes/sdk-releases.md): View release notes for the W&B Python SDK including new features, bug fixes, and breaking changes by version.
- [Weave SDK releases](https://docs.wandb.ai/release-notes/weave-sdk-releases.md): View release notes for the Weave Python SDK (`weave` package), including new features, bug fixes, and performance improvements by version.

## Support

### Support Home

- [Support Home](https://docs.wandb.ai/support.md)

### W&B Models

- [Support: W&B Models](https://docs.wandb.ai/support/models.md)
- [Academic](https://docs.wandb.ai/support/models/tags/academic.md)
- [Administrator](https://docs.wandb.ai/support/models/tags/administrator.md)
- [Alerts](https://docs.wandb.ai/support/models/tags/alerts.md)
- [Anonymous](https://docs.wandb.ai/support/models/tags/anonymous.md)
- [API](https://docs.wandb.ai/support/models/tags/api.md)
- [API Keys](https://docs.wandb.ai/support/models/tags/api-keys.md)
- [Artifacts](https://docs.wandb.ai/support/models/tags/artifacts.md)
- [Authentication](https://docs.wandb.ai/support/models/tags/authentication.md)
- [AWS](https://docs.wandb.ai/support/models/tags/aws.md)
- [Billing](https://docs.wandb.ai/support/models/tags/billing.md)
- [Charts](https://docs.wandb.ai/support/models/tags/charts.md)
- [Connectivity](https://docs.wandb.ai/support/models/tags/connectivity.md)
- [Environment Variables](https://docs.wandb.ai/support/models/tags/environment-variables.md)
- [Experiments](https://docs.wandb.ai/support/models/tags/experiments.md)
- [Hyperparameter](https://docs.wandb.ai/support/models/tags/hyperparameter.md)
- [Inference](https://docs.wandb.ai/support/models/tags/inference.md)
- [Logs](https://docs.wandb.ai/support/models/tags/logs.md)
- [Metrics](https://docs.wandb.ai/support/models/tags/metrics.md)
- [Notebooks](https://docs.wandb.ai/support/models/tags/notebooks.md)
- [Org Management](https://docs.wandb.ai/support/models/tags/org-management.md)
- [Outage](https://docs.wandb.ai/support/models/tags/outage.md)
- [Privacy](https://docs.wandb.ai/support/models/tags/privacy.md)
- [Projects](https://docs.wandb.ai/support/models/tags/projects.md)
- [Python](https://docs.wandb.ai/support/models/tags/python.md)
- [Reports](https://docs.wandb.ai/support/models/tags/reports.md)
- [Resuming](https://docs.wandb.ai/support/models/tags/resuming.md)
- [Run Crashes](https://docs.wandb.ai/support/models/tags/run-crashes.md)
- [Runs](https://docs.wandb.ai/support/models/tags/runs.md)
- [SDK](https://docs.wandb.ai/support/models/tags/sdk.md)
- [Security](https://docs.wandb.ai/support/models/tags/security.md)
- [Storage](https://docs.wandb.ai/support/models/tags/storage.md)
- [Sweeps](https://docs.wandb.ai/support/models/tags/sweeps.md)
- [Tables](https://docs.wandb.ai/support/models/tags/tables.md)
- [Team Management](https://docs.wandb.ai/support/models/tags/team-management.md)
- [Teams](https://docs.wandb.ai/support/models/tags/teams.md)
- [TensorBoard](https://docs.wandb.ai/support/models/tags/tensorboard.md)
- [User Management](https://docs.wandb.ai/support/models/tags/user-management.md)
- [Workspace](https://docs.wandb.ai/support/models/tags/workspace.md)
- [Workspaces](https://docs.wandb.ai/support/models/tags/workspaces.md)
- [Wysiwyg](https://docs.wandb.ai/support/models/tags/wysiwyg.md)

### W&B Weave

- [Support: W&B Weave](https://docs.wandb.ai/support/weave.md)
- [Client Info](https://docs.wandb.ai/support/weave/tags/client-info.md)
- [Code Capture](https://docs.wandb.ai/support/weave/tags/code-capture.md)
- [Data Capture](https://docs.wandb.ai/support/weave/tags/data-capture.md)
- [Evaluation](https://docs.wandb.ai/support/weave/tags/evaluation.md)
- [Performance](https://docs.wandb.ai/support/weave/tags/performance.md)
- [System Info](https://docs.wandb.ai/support/weave/tags/system-info.md)
- [Trace Data](https://docs.wandb.ai/support/weave/tags/trace-data.md)
- [UI Rendering](https://docs.wandb.ai/support/weave/tags/ui-rendering.md)

### Serverless Inference

- [Support: Serverless Inference](https://docs.wandb.ai/support/inference.md)
- [Administrator](https://docs.wandb.ai/support/inference/tags/administrator.md)
- [Authentication & Access](https://docs.wandb.ai/support/inference/tags/authentication-access.md)
- [Billing](https://docs.wandb.ai/support/inference/tags/billing.md)
- [Quotas & Rate Limits](https://docs.wandb.ai/support/inference/tags/quotas-rate-limits.md)
- [Server Errors](https://docs.wandb.ai/support/inference/tags/server-errors.md)

## W&B Launch

- [W&B Launch](https://docs.wandb.ai/platform/launch.md): Scale and manage ML workloads with W&B Launch by configuring jobs, queues, and agents on your compute infrastructure.
- [Tutorial: W&B Launch basics](https://docs.wandb.ai/platform/launch/walkthrough.md): Follow this getting started tutorial for W&B Launch covering jobs, queues, agents, and running ML workloads.
- [Launch terms and concepts](https://docs.wandb.ai/platform/launch/launch-terminology.md): Learn key W&B Launch concepts including jobs, queues, target resources, agents, and agent environments.

### Set up Launch

- [Set up Launch](https://docs.wandb.ai/platform/launch/set-up-launch.md): Set up W&B Launch by configuring a queue and deploying an agent to submit jobs to your compute infrastructure.
- [Configure launch queue](https://docs.wandb.ai/platform/launch/setup-queue-advanced.md): Configure advanced launch queue options including queue config templates with defaults, minimums, and maximums.
- [Set up launch agent](https://docs.wandb.ai/platform/launch/setup-agent-advanced.md): Configure advanced agent options for W&B Launch including Docker and Kaniko builders and container registry settings.

#### Configure compute resources

- [Tutorial: Set up W&B Launch with Docker](https://docs.wandb.ai/platform/launch/setup-launch-docker.md): Set up W&B Launch to run ML jobs using Docker on a local machine as both the agent environment and compute target.
- [Tutorial: Set up W&B Launch on Kubernetes](https://docs.wandb.ai/platform/launch/setup-launch-kubernetes.md): Set up W&B Launch on a Kubernetes cluster using Helm charts, Kaniko image building, and Kubernetes job specs.
- [Tutorial: Set up W&B Launch on SageMaker](https://docs.wandb.ai/platform/launch/setup-launch-sagemaker.md): Configure W&B Launch to submit training jobs to Amazon SageMaker with ECR, S3, and IAM setup instructions.
- [Tutorial: Set up W&B Launch on Vertex AI](https://docs.wandb.ai/platform/launch/setup-vertex.md): Set up W&B Launch on Google Cloud Vertex AI using CustomJob specs and Artifact Registry for ML workloads.

### Create and deploy jobs

- [Create and deploy jobs](https://docs.wandb.ai/platform/launch/create-and-deploy-jobs.md): Create and deploy machine learning jobs using W&B Launch to run workloads on your target compute resources.
- [Create a launch job](https://docs.wandb.ai/platform/launch/create-launch-job.md): Create W&B Launch jobs from Git repositories, code artifacts, or Docker images using the wandb launch command.
- [Add job to queue](https://docs.wandb.ai/platform/launch/add-job-to-queue.md): Add launch jobs to a W&B Launch queue using the App UI or CLI to schedule ML workloads on target resources.
- [Manage job inputs](https://docs.wandb.ai/platform/launch/job-inputs.md): Programmatically manage and configure job inputs such as hyperparameters and file-based configs for W&B Launch jobs.
- [View launch jobs](https://docs.wandb.ai/platform/launch/launch-view-jobs.md): View launch job details, list available jobs, and check job statuses in the W&B App and CLI.

### Advanced

- [Create sweeps with W&B Launch](https://docs.wandb.ai/platform/launch/sweeps-on-launch.md): Discover how to automate hyperparamter sweeps on launch.
- [Monitor launch queue](https://docs.wandb.ai/platform/launch/launch-queue-observability.md): Monitor launch queue workloads with an interactive dashboard to spot inefficient jobs and analyze resource usage.
- [Launch integration guides](https://docs.wandb.ai/platform/launch/integration-guides.md): Browse integration guides for configuring W&B Launch with Docker, Kubernetes, SageMaker, and Vertex AI.

### Launch FAQ

- [Launch FAQ](https://docs.wandb.ai/platform/launch/launch-faq.md): Find answers to frequently asked questions about W&B Launch setup, configuration, and troubleshooting.
- [Are there best practices for using Launch effectively?](https://docs.wandb.ai/platform/launch/launch-faq/best_practices_launch_effectively.md)
- [I don't want W&B to build a container for me, can I still use Launch?](https://docs.wandb.ai/platform/launch/launch-faq/build_container_launch.md)
- [I don't like clicking, can I use Launch without going through the UI?](https://docs.wandb.ai/platform/launch/launch-faq/clicking_launch_without_going_ui.md)
- [How do I control who can push to a queue?](https://docs.wandb.ai/platform/launch/launch-faq/control_push_queue.md)
- [When multiple jobs in a Docker queue download the same artifact, is any caching used, or is it re-downloaded every run?](https://docs.wandb.ai/platform/launch/launch-faq/docker_queues_run_multiple_jobs_download_same_artifact_useartifact.md)
- [Can I specify a Dockerfile and let W&B build a Docker image for me?](https://docs.wandb.ai/platform/launch/launch-faq/dockerfile_let_wb_build_docker_image_me.md)
- [Can Launch automatically provision (and spin down) compute resources for me in the target environment?](https://docs.wandb.ai/platform/launch/launch-faq/launch_automatically_provision_spin_compute_resources_target_environment.md)
- [How W&B Launch builds images](https://docs.wandb.ai/platform/launch/launch-faq/launch_build_images.md)
- [Is `wandb launch -d` or `wandb job create image` uploading a whole Docker artifact and not pulling from a registry?](https://docs.wandb.ai/platform/launch/launch-faq/launch_d_wandb_job_create_image_uploading_whole_docker.md)
- [Does Launch support parallelization? How can I limit the resources consumed by a job?](https://docs.wandb.ai/platform/launch/launch-faq/launch_support_parallelization_limit_resources_consumed_job.md)
- [How to make W&B Launch work with TensorFlow on GPU](https://docs.wandb.ai/platform/launch/launch-faq/launch_tensorflow_gpu.md)
- [How do I fix a "permission denied" error in Launch?](https://docs.wandb.ai/platform/launch/launch-faq/launcherror_permission_denied.md)
- [What permissions does the agent require in Kubernetes?](https://docs.wandb.ai/platform/launch/launch-faq/permissions_agent_require_kubernetes.md)
- [What requirements does the accelerator base image have?](https://docs.wandb.ai/platform/launch/launch-faq/requirements_accelerator_base_image.md)
- [How can admins restrict which users have modify access?](https://docs.wandb.ai/platform/launch/launch-faq/restrict_access_modify_example.md)
- [Can you specify secrets for jobs or automations? For instance, an API key which you do not wish to be directly visible to users?](https://docs.wandb.ai/platform/launch/launch-faq/secrets_jobsautomations_instance_api_key_wish_directly_visible.md)

### Launch Library API Reference

- [launch api](https://docs.wandb.ai/platform/launch/launch-library/launch.md)
- [launch_add](https://docs.wandb.ai/platform/launch/launch-library/launch_add.md)
- [LaunchAgent](https://docs.wandb.ai/platform/launch/launch-library/launchagent.md)

## Support: W&B Models

- [Support: W&B Models](https://docs.wandb.ai/support/models.md)
- [Academic](https://docs.wandb.ai/support/models/tags/academic.md)
- [Administrator](https://docs.wandb.ai/support/models/tags/administrator.md)
- [Alerts](https://docs.wandb.ai/support/models/tags/alerts.md)
- [Anonymous](https://docs.wandb.ai/support/models/tags/anonymous.md)
- [API](https://docs.wandb.ai/support/models/tags/api.md)
- [API Keys](https://docs.wandb.ai/support/models/tags/api-keys.md)
- [Artifacts](https://docs.wandb.ai/support/models/tags/artifacts.md)
- [Authentication](https://docs.wandb.ai/support/models/tags/authentication.md)
- [AWS](https://docs.wandb.ai/support/models/tags/aws.md)
- [Billing](https://docs.wandb.ai/support/models/tags/billing.md)
- [Charts](https://docs.wandb.ai/support/models/tags/charts.md)
- [Connectivity](https://docs.wandb.ai/support/models/tags/connectivity.md)
- [Environment Variables](https://docs.wandb.ai/support/models/tags/environment-variables.md)
- [Experiments](https://docs.wandb.ai/support/models/tags/experiments.md)
- [Hyperparameter](https://docs.wandb.ai/support/models/tags/hyperparameter.md)
- [Inference](https://docs.wandb.ai/support/models/tags/inference.md)
- [Logs](https://docs.wandb.ai/support/models/tags/logs.md)
- [Metrics](https://docs.wandb.ai/support/models/tags/metrics.md)
- [Notebooks](https://docs.wandb.ai/support/models/tags/notebooks.md)
- [Org Management](https://docs.wandb.ai/support/models/tags/org-management.md)
- [Outage](https://docs.wandb.ai/support/models/tags/outage.md)
- [Privacy](https://docs.wandb.ai/support/models/tags/privacy.md)
- [Projects](https://docs.wandb.ai/support/models/tags/projects.md)
- [Python](https://docs.wandb.ai/support/models/tags/python.md)
- [Reports](https://docs.wandb.ai/support/models/tags/reports.md)
- [Resuming](https://docs.wandb.ai/support/models/tags/resuming.md)
- [Run Crashes](https://docs.wandb.ai/support/models/tags/run-crashes.md)
- [Runs](https://docs.wandb.ai/support/models/tags/runs.md)
- [SDK](https://docs.wandb.ai/support/models/tags/sdk.md)
- [Security](https://docs.wandb.ai/support/models/tags/security.md)
- [Storage](https://docs.wandb.ai/support/models/tags/storage.md)
- [Sweeps](https://docs.wandb.ai/support/models/tags/sweeps.md)
- [Tables](https://docs.wandb.ai/support/models/tags/tables.md)
- [Team Management](https://docs.wandb.ai/support/models/tags/team-management.md)
- [Teams](https://docs.wandb.ai/support/models/tags/teams.md)
- [TensorBoard](https://docs.wandb.ai/support/models/tags/tensorboard.md)
- [User Management](https://docs.wandb.ai/support/models/tags/user-management.md)
- [Workspace](https://docs.wandb.ai/support/models/tags/workspace.md)
- [Workspaces](https://docs.wandb.ai/support/models/tags/workspaces.md)
- [Wysiwyg](https://docs.wandb.ai/support/models/tags/wysiwyg.md)

## Support: W&B Weave

- [Support: W&B Weave](https://docs.wandb.ai/support/weave.md)
- [Client Info](https://docs.wandb.ai/support/weave/tags/client-info.md)
- [Code Capture](https://docs.wandb.ai/support/weave/tags/code-capture.md)
- [Data Capture](https://docs.wandb.ai/support/weave/tags/data-capture.md)
- [Evaluation](https://docs.wandb.ai/support/weave/tags/evaluation.md)
- [Performance](https://docs.wandb.ai/support/weave/tags/performance.md)
- [System Info](https://docs.wandb.ai/support/weave/tags/system-info.md)
- [Trace Data](https://docs.wandb.ai/support/weave/tags/trace-data.md)
- [UI Rendering](https://docs.wandb.ai/support/weave/tags/ui-rendering.md)

## Support: W&B Inference

- [Support: Serverless Inference](https://docs.wandb.ai/support/inference.md)
- [Administrator](https://docs.wandb.ai/support/inference/tags/administrator.md)
- [Authentication & Access](https://docs.wandb.ai/support/inference/tags/authentication-access.md)
- [Billing](https://docs.wandb.ai/support/inference/tags/billing.md)
- [Quotas & Rate Limits](https://docs.wandb.ai/support/inference/tags/quotas-rate-limits.md)
- [Server Errors](https://docs.wandb.ai/support/inference/tags/server-errors.md)

- [Other (1136 pages)](https://docs.wandb.ai/_llms/other.md): Documentation for Other.

## OpenAPI Specs

- [openapi](/weave/reference/service-api/openapi.json)
- [openapi](/serverless-training/api-reference/openapi.json)
- [openapi](/fr/weave/reference/service-api/openapi.json)
- [openapi](/ja/weave/reference/service-api/openapi.json)
- [openapi](/ko/weave/reference/service-api/openapi.json)

> The links below point to documentation indexes. Follow each `/_llms/` index recursively until you reach documentation pages.

## Indexes

- [English / Products (418 pages)](https://docs.wandb.ai/_llms/en/products.md): Documentation for English / Products.
- [English / Products / W&B Models (170 pages)](https://docs.wandb.ai/_llms/en/products/w-and-b-models.md): Documentation for English / Products / W&B Models.
- [English / Products / W&B Weave (145 pages)](https://docs.wandb.ai/_llms/en/products/w-and-b-weave.md): Documentation for English / Products / W&B Weave.
- [English / Reference (390 pages)](https://docs.wandb.ai/_llms/en/reference.md): Documentation for English / Reference.
- [French (914 pages)](https://docs.wandb.ai/_llms/fr.md): Documentation for French.
- [French / Produits (418 pages)](https://docs.wandb.ai/_llms/fr/produits.md): Documentation for French / Produits.
- [French / Produits / W&B Models (170 pages)](https://docs.wandb.ai/_llms/fr/produits/w-and-b-models.md): Documentation for French / Produits / W&B Models.
- [French / Produits / W&B Weave (145 pages)](https://docs.wandb.ai/_llms/fr/produits/w-and-b-weave.md): Documentation for French / Produits / W&B Weave.
- [French / Référence (390 pages)](https://docs.wandb.ai/_llms/fr/reference.md): Documentation for French / Référence.
- [Japanese (914 pages)](https://docs.wandb.ai/_llms/ja.md): Documentation for Japanese.
- [Japanese / プロダクト (418 pages)](https://docs.wandb.ai/_llms/ja/tab.md): Documentation for Japanese / プロダクト.
- [Japanese / プロダクト / W&B Models (170 pages)](https://docs.wandb.ai/_llms/ja/tab/w-and-b-models.md): Documentation for Japanese / プロダクト / W&B Models.
- [Japanese / プロダクト / W&B Weave (145 pages)](https://docs.wandb.ai/_llms/ja/tab/w-and-b-weave.md): Documentation for Japanese / プロダクト / W&B Weave.
- [Japanese / リファレンス (390 pages)](https://docs.wandb.ai/_llms/ja/tab-b619e176.md): Documentation for Japanese / リファレンス.
- [Korean (914 pages)](https://docs.wandb.ai/_llms/ko.md): Documentation for Korean.
- [Korean / 제품 (418 pages)](https://docs.wandb.ai/_llms/ko/tab.md): Documentation for Korean / 제품.
- [Korean / 제품 / W&B Models (170 pages)](https://docs.wandb.ai/_llms/ko/tab/w-and-b-models.md): Documentation for Korean / 제품 / W&B Models.
- [Korean / 제품 / W&B Weave (145 pages)](https://docs.wandb.ai/_llms/ko/tab/w-and-b-weave.md): Documentation for Korean / 제품 / W&B Weave.
- [Korean / 레퍼런스 (390 pages)](https://docs.wandb.ai/_llms/ko/tab-4b085dc4.md): Documentation for Korean / 레퍼런스.
- [Other (1136 pages)](https://docs.wandb.ai/_llms/other.md): Documentation for Other.
- [Other / Fr (284 pages)](https://docs.wandb.ai/_llms/other/fr.md): Documentation under `/fr/`.
- [Other / Ja (284 pages)](https://docs.wandb.ai/_llms/other/ja.md): Documentation under `/ja/`.