# Weights & Biases Documentation

## Docs

- [Use ARIA for autoresearch](https://docs.wandb.ai/aria/autoresearch.md): Learn how to use ARIA, W&B's AI Res…
- [Chat with ARIA](https://docs.wandb.ai/aria/chat.md)
- [Governance and security](https://docs.wandb.ai/aria/governance.md): Learn how W&B Admins can control ho…
- [Overview](https://docs.wandb.ai/aria/overview.md)
- [W&B Tutorials & Blog](https://docs.wandb.ai/blog.md)
- [W&B Courses](https://docs.wandb.ai/courses.md)
- [Example Code & Notebooks](https://docs.wandb.ai/examples.md): Hands-on tutorials, walkthroughs, a…
- [Get Started with Weights & Biases](https://docs.wandb.ai/get-started.md): Choose the right W&B product for yo…
- [W&B HiveMind](https://docs.wandb.ai/hivemind.md): A shared dashboard for AI coding se…
- [Build AI agents, applications, and models](https://docs.wandb.ai/index.md): Develop AI models and ship LLM appl…
- [Serverless Inference](https://docs.wandb.ai/inference.md): Access open-source foundation model…
- [API overview](https://docs.wandb.ai/inference/api-reference.md): Explore the complete REST API refer…
- [Chat completions](https://docs.wandb.ai/inference/api-reference/chat-completions.md): Create chat completions using the O…
- [List models](https://docs.wandb.ai/inference/api-reference/list-models.md): Retrieve a list of available Server…
- [Usage examples](https://docs.wandb.ai/inference/examples.md): Learn how to use Serverless Inferen…
- [Model lifecycle](https://docs.wandb.ai/inference/lifecycle.md): Learn about Serverless Inference mo…
- [Use Serverless LoRA Inference](https://docs.wandb.ai/inference/lora.md): Bring your own custom LoRA for serv…
- [Available models](https://docs.wandb.ai/inference/models.md): Browse the foundation models availa…
- [Prerequisites](https://docs.wandb.ai/inference/prerequisites.md): Set up your environment, API key, a…
- [API Reference](https://docs.wandb.ai/inference/ref-link-api.md)
- [Enable JSON mode](https://docs.wandb.ai/inference/response-settings/json-mode.md): Configure JSON mode in Serverless I…
- [View reasoning information](https://docs.wandb.ai/inference/response-settings/reasoning.md): How to return and view reasoning in…
- [Enable streaming responses](https://docs.wandb.ai/inference/response-settings/streaming.md): Enable streaming output with Server…
- [Enable structured output](https://docs.wandb.ai/inference/response-settings/structured-output.md): How to configure structured output…
- [Call tools](https://docs.wandb.ai/inference/response-settings/tool-calling.md): Use function and tool calling with…
- [Support: Inference](https://docs.wandb.ai/inference/support-inference.md)
- [Creating a fine-tuned LoRA](https://docs.wandb.ai/inference/tutorials/creating-lora.md): Learn how to create a fine-tuned Lo…
- [Cline with Serverless Inference](https://docs.wandb.ai/inference/tutorials/integration-cline.md): Learn how to configure the Cline co…
- [UI guide](https://docs.wandb.ai/inference/ui-guide.md): Access Serverless Inference models…
- [Usage information and limits](https://docs.wandb.ai/inference/usage-limits.md): Understand pricing, usage limits, a…
- [W&B Models](https://docs.wandb.ai/models.md): Use W&B Models for experiment track…
- [Console logs](https://docs.wandb.ai/models/app/console-logs.md): View and debug console log messages…
- [Manage workspace, section, and panel settings](https://docs.wandb.ai/models/app/features/cascade-settings.md): Manage workspace, section, and pane…
- [Custom charts overview](https://docs.wandb.ai/models/app/features/custom-charts.md): Create custom charts in W&B project…
- [Tutorial: Use custom charts](https://docs.wandb.ai/models/app/features/custom-charts/walkthrough.md): Tutorial of using the custom charts…
- [Panels](https://docs.wandb.ai/models/app/features/panels.md): Use and customize workspace panels…
- [Bar plots](https://docs.wandb.ai/models/app/features/panels/bar-plot.md): Visualize metrics, customize axes,…
- [Save and diff code](https://docs.wandb.ai/models/app/features/panels/code.md): Enable code saving, compare code ac…
- [Line plots overview](https://docs.wandb.ai/models/app/features/panels/line-plot.md): Visualize metrics, customize axes,…
- [Line plot reference](https://docs.wandb.ai/models/app/features/panels/line-plot/reference.md): Reference for line plot panel setti…
- [Point aggregation](https://docs.wandb.ai/models/app/features/panels/line-plot/sampling.md): Understand the two point aggregatio…
- [Smooth line plots](https://docs.wandb.ai/models/app/features/panels/line-plot/smoothing.md): In line plots, use smoothing to see…
- [Media panels](https://docs.wandb.ai/models/app/features/panels/media.md): Add and configure media panels for…
- [Parallel coordinates](https://docs.wandb.ai/models/app/features/panels/parallel-coordinates.md): Compare results across machine lear…
- [Parameter importance](https://docs.wandb.ai/models/app/features/panels/parameter-importance.md): Visualize the relationships between…
- [Query panels overview](https://docs.wandb.ai/models/app/features/panels/query-panels.md): Some features on this page are in b…
- [Embed objects](https://docs.wandb.ai/models/app/features/panels/query-panels/embedding-projector.md): W&B's Embedding Projector lets you…
- [Compare run metrics](https://docs.wandb.ai/models/app/features/panels/run-comparer.md): Use the Run Comparer panel to view…
- [Scatter plots](https://docs.wandb.ai/models/app/features/panels/scatter-plot.md): Create and customize scatter plots…
- [Keyboard shortcuts](https://docs.wandb.ai/models/app/keyboard-shortcuts.md): Learn about the keyboard shortcuts…
- [LEET terminal UI](https://docs.wandb.ai/models/app/leet-tui.md): Explore and compare local W&B runs…
- [Artifacts overview](https://docs.wandb.ai/models/artifacts.md): Overview of W&B Artifacts, how they…
- [Tutorial: Create, track, and use a dataset artifact](https://docs.wandb.ai/models/artifacts/artifacts-walkthrough.md): Create, track, and use a dataset ar…
- [Create an artifact](https://docs.wandb.ai/models/artifacts/construct-an-artifact.md): Create and log a W&B Artifact. Lear…
- [Create an artifact alias](https://docs.wandb.ai/models/artifacts/create-a-custom-alias.md): Create and manage custom aliases to…
- [Create an artifact version](https://docs.wandb.ai/models/artifacts/create-a-new-artifact-version.md): Create a new artifact version from…
- [Artifact data privacy and compliance](https://docs.wandb.ai/models/artifacts/data-privacy-and-compliance.md): Learn where W&B files are stored by…
- [Delete an artifact](https://docs.wandb.ai/models/artifacts/delete-artifacts.md): Delete artifacts interactively with…
- [Download and use artifacts](https://docs.wandb.ai/models/artifacts/download-and-use-an-artifact.md): Download and use Artifacts from mul…
- [Explore artifact lineage graphs](https://docs.wandb.ai/models/artifacts/explore-and-traverse-an-artifact-graph.md): View and traverse artifact lineage…
- [Manage artifact storage and memory allocation](https://docs.wandb.ai/models/artifacts/storage.md): Manage storage, memory allocation o…
- [Track external files](https://docs.wandb.ai/models/artifacts/track-external-files.md): Track files saved in an external bu…
- [Manage artifact data retention](https://docs.wandb.ai/models/artifacts/ttl.md): Set time-to-live (TTL) policies on…
- [Update an artifact](https://docs.wandb.ai/models/artifacts/update-an-artifact.md): Update an existing artifact while a…
- [Automations overview](https://docs.wandb.ai/models/automations.md): Use W&B Automations for triggering…
- [Manage automations with the API](https://docs.wandb.ai/models/automations/api.md): Programmatic automation management…
- [Automation events and scopes](https://docs.wandb.ai/models/automations/automation-events.md): Learn about events and scopes that…
- [Overview](https://docs.wandb.ai/models/automations/create-automations.md): Create and manage W&B automations t…
- [Create a Slack automation](https://docs.wandb.ai/models/automations/create-automations/slack.md): Set up a Slack integration and crea…
- [Create a webhook automation](https://docs.wandb.ai/models/automations/create-automations/webhook.md): Create a webhook automation in W&B…
- [Tutorial: Project run-failure alert automation](https://docs.wandb.ai/models/automations/project-automation-tutorial.md): Build a run-failure alert that send…
- [Tutorial: Registry artifact alias automation](https://docs.wandb.ai/models/automations/registry-automation-tutorial.md): Build an automation that runs a web…
- [Automation tutorial overview](https://docs.wandb.ai/models/automations/tutorial.md): Learn to build a project run-failur…
- [View an automation's history](https://docs.wandb.ai/models/automations/view-automation-history.md): View the execution history of your…
- [Integrations overview](https://docs.wandb.ai/models/integrations.md): Explore W&B integrations with ML fr…
- [Hugging Face Accelerate](https://docs.wandb.ai/models/integrations/accelerate.md): Training and inference at scale mad…
- [Add W&B to a Python library](https://docs.wandb.ai/models/integrations/add-wandb-to-any-library.md): Best practices for integrating W&B…
- [Azure OpenAI fine-tuning](https://docs.wandb.ai/models/integrations/azure-openai-fine-tuning.md): Fine-tune Azure OpenAI models with…
- [Hugging Face Diffusers](https://docs.wandb.ai/models/integrations/diffusers.md): Use W&B autolog with Hugging Face D…
- [Hugging Face](https://docs.wandb.ai/models/integrations/huggingface.md): Visualize and track Hugging Face mo…
- [Hugging Face Transformers](https://docs.wandb.ai/models/integrations/huggingface_transformers.md): Use W&B with Hugging Face Transform…
- [Hydra](https://docs.wandb.ai/models/integrations/hydra.md): Integrate W&B with Hydra to manage…
- [PyTorch Ignite](https://docs.wandb.ai/models/integrations/ignite.md): Integrate W&B with PyTorch Ignite t…
- [Keras](https://docs.wandb.ai/models/integrations/keras.md): Use W&B Keras callbacks to track ex…
- [PyTorch Lightning](https://docs.wandb.ai/models/integrations/lightning.md): Use W&B with PyTorch Lightning thro…
- [OpenAI API](https://docs.wandb.ai/models/integrations/openai-api.md): Use W&B with the OpenAI API to log…
- [OpenAI fine-tuning](https://docs.wandb.ai/models/integrations/openai-fine-tuning.md): Fine-tune OpenAI models with W&B to…
- [OpenAI Gym](https://docs.wandb.ai/models/integrations/openai-gym.md): Integrate W&B with OpenAI Gym to tr…
- [PyTorch](https://docs.wandb.ai/models/integrations/pytorch.md): Integrate W&B with PyTorch for expe…
- [PyTorch Geometric](https://docs.wandb.ai/models/integrations/pytorch-geometric.md): Integrate W&B with PyTorch Geometri…
- [Hugging Face Simple Transformers](https://docs.wandb.ai/models/integrations/simpletransformers.md): How to integrate W&B with the Trans…
- [TensorFlow](https://docs.wandb.ai/models/integrations/tensorflow.md): Integrate W&B with TensorFlow for l…
- [PyTorch torchtune](https://docs.wandb.ai/models/integrations/torchtune.md): Use W&B logging in PyTorch torchtun…
- [XGBoost](https://docs.wandb.ai/models/integrations/xgboost.md): Integrate W&B with XGBoost to log g…
- [YOLOv5](https://docs.wandb.ai/models/integrations/yolov5.md): Use the built-in W&B integration in…
- [YOLOX](https://docs.wandb.ai/models/integrations/yolox.md): Integrate W&B with YOLOX to track o…
- [LLM Evaluation Jobs](https://docs.wandb.ai/models/launch.md): Evaluate model checkpoints or hoste…
- [Evaluate a hosted API model](https://docs.wandb.ai/models/launch/evaluate-hosted-model.md): Evaluate a hosted API model using i…
- [Evaluate a model checkpoint](https://docs.wandb.ai/models/launch/evaluate-model-checkpoint.md): Evaluate a VLLM-compatible model ch…
- [Evaluation benchmark catalog](https://docs.wandb.ai/models/launch/evaluations.md): Browse the evaluation benchmarks av…
- [Get Started with W&B Models](https://docs.wandb.ai/models/models_quickstart.md): Get started with W&B Models by trac…
- [W&B Quickstart](https://docs.wandb.ai/models/quickstart.md): Install W&B and start tracking, vis…
- [Reference overview](https://docs.wandb.ai/models/ref.md): Browse the generated API reference…
- [CLI](https://docs.wandb.ai/models/ref-link-cli.md)
- [Python SDK](https://docs.wandb.ai/models/ref-link-python.md)
- [Query Expression Language](https://docs.wandb.ai/models/ref-link-query-panel.md)
- [Reports and Workspaces API](https://docs.wandb.ai/models/ref-link-workspaces.md)
- [CLI Reference SDK 0.28.0](https://docs.wandb.ai/models/ref/cli.md): Use the W&B Command Line Interface…
- [wandb agent](https://docs.wandb.ai/models/ref/cli/wandb-agent.md)
- [wandb artifact](https://docs.wandb.ai/models/ref/cli/wandb-artifact.md)
- [wandb artifact cache](https://docs.wandb.ai/models/ref/cli/wandb-artifact/wandb-artifact-cache.md)
- [wandb artifact cache cleanup](https://docs.wandb.ai/models/ref/cli/wandb-artifact/wandb-artifact-cache/wandb-artifact-cache-cleanup.md)
- [wandb artifact get](https://docs.wandb.ai/models/ref/cli/wandb-artifact/wandb-artifact-get.md)
- [wandb artifact ls](https://docs.wandb.ai/models/ref/cli/wandb-artifact/wandb-artifact-ls.md)
- [wandb artifact put](https://docs.wandb.ai/models/ref/cli/wandb-artifact/wandb-artifact-put.md)
- [wandb beta](https://docs.wandb.ai/models/ref/cli/wandb-beta.md)
- [wandb beta core](https://docs.wandb.ai/models/ref/cli/wandb-beta/wandb-beta-core.md)
- [wandb beta core start](https://docs.wandb.ai/models/ref/cli/wandb-beta/wandb-beta-core/wandb-beta-core-start.md)
- [wandb beta core stop](https://docs.wandb.ai/models/ref/cli/wandb-beta/wandb-beta-core/wandb-beta-core-stop.md)
- [wandb beta sync](https://docs.wandb.ai/models/ref/cli/wandb-beta/wandb-beta-sync.md)
- [wandb controller](https://docs.wandb.ai/models/ref/cli/wandb-controller.md)
- [wandb disabled](https://docs.wandb.ai/models/ref/cli/wandb-disabled.md)
- [wandb docker](https://docs.wandb.ai/models/ref/cli/wandb-docker.md)
- [wandb docker-run](https://docs.wandb.ai/models/ref/cli/wandb-docker-run.md)
- [wandb enabled](https://docs.wandb.ai/models/ref/cli/wandb-enabled.md)
- [wandb init](https://docs.wandb.ai/models/ref/cli/wandb-init.md)
- [wandb job](https://docs.wandb.ai/models/ref/cli/wandb-job.md)
- [wandb job create](https://docs.wandb.ai/models/ref/cli/wandb-job/wandb-job-create.md)
- [wandb job describe](https://docs.wandb.ai/models/ref/cli/wandb-job/wandb-job-describe.md)
- [wandb job list](https://docs.wandb.ai/models/ref/cli/wandb-job/wandb-job-list.md)
- [wandb leet](https://docs.wandb.ai/models/ref/cli/wandb-leet.md)
- [wandb leet config](https://docs.wandb.ai/models/ref/cli/wandb-leet/wandb-leet-config.md)
- [wandb leet run](https://docs.wandb.ai/models/ref/cli/wandb-leet/wandb-leet-run.md)
- [wandb leet symon](https://docs.wandb.ai/models/ref/cli/wandb-leet/wandb-leet-symon.md)
- [wandb login](https://docs.wandb.ai/models/ref/cli/wandb-login.md)
- [wandb offline](https://docs.wandb.ai/models/ref/cli/wandb-offline.md)
- [wandb online](https://docs.wandb.ai/models/ref/cli/wandb-online.md)
- [wandb pull](https://docs.wandb.ai/models/ref/cli/wandb-pull.md)
- [wandb purge-cache](https://docs.wandb.ai/models/ref/cli/wandb-purge-cache.md)
- [wandb restore](https://docs.wandb.ai/models/ref/cli/wandb-restore.md)
- [wandb server](https://docs.wandb.ai/models/ref/cli/wandb-server.md)
- [wandb server start](https://docs.wandb.ai/models/ref/cli/wandb-server/wandb-server-start.md)
- [wandb server stop](https://docs.wandb.ai/models/ref/cli/wandb-server/wandb-server-stop.md)
- [wandb status](https://docs.wandb.ai/models/ref/cli/wandb-status.md)
- [wandb sweep](https://docs.wandb.ai/models/ref/cli/wandb-sweep.md)
- [wandb sync](https://docs.wandb.ai/models/ref/cli/wandb-sync.md)
- [wandb verify](https://docs.wandb.ai/models/ref/cli/wandb-verify.md)
- [Python SDK 0.28.0](https://docs.wandb.ai/models/ref/python.md): Browse the W&B Python SDK API refer…
- [Automations overview](https://docs.wandb.ai/models/ref/python/automations.md): Use the W&B Automations API to crea…
- [Automation](https://docs.wandb.ai/models/ref/python/automations/automation.md)
- [DoNothing](https://docs.wandb.ai/models/ref/python/automations/donothing.md)
- [MetricChangeFilter](https://docs.wandb.ai/models/ref/python/automations/metricchangefilter.md)
- [MetricThresholdFilter](https://docs.wandb.ai/models/ref/python/automations/metricthresholdfilter.md)
- [MetricZScoreFilter](https://docs.wandb.ai/models/ref/python/automations/metriczscorefilter.md)
- [NewAutomation](https://docs.wandb.ai/models/ref/python/automations/newautomation.md)
- [OnAddArtifactAlias](https://docs.wandb.ai/models/ref/python/automations/onaddartifactalias.md)
- [OnAddArtifactTag](https://docs.wandb.ai/models/ref/python/automations/onaddartifacttag.md)
- [OnAddCollectionTag](https://docs.wandb.ai/models/ref/python/automations/onaddcollectiontag.md)
- [OnCreateArtifact](https://docs.wandb.ai/models/ref/python/automations/oncreateartifact.md)
- [OnLinkArtifact](https://docs.wandb.ai/models/ref/python/automations/onlinkartifact.md)
- [OnRemoveArtifactTag](https://docs.wandb.ai/models/ref/python/automations/onremoveartifacttag.md)
- [OnRemoveCollectionTag](https://docs.wandb.ai/models/ref/python/automations/onremovecollectiontag.md)
- [OnRunMetric](https://docs.wandb.ai/models/ref/python/automations/onrunmetric.md)
- [OnRunState](https://docs.wandb.ai/models/ref/python/automations/onrunstate.md)
- [OnUnlinkArtifact](https://docs.wandb.ai/models/ref/python/automations/onunlinkartifact.md)
- [RunStateFilter](https://docs.wandb.ai/models/ref/python/automations/runstatefilter.md)
- [SendNotification](https://docs.wandb.ai/models/ref/python/automations/sendnotification.md)
- [SendWebhook](https://docs.wandb.ai/models/ref/python/automations/sendwebhook.md)
- [Custom Charts overview](https://docs.wandb.ai/models/ref/python/custom-charts.md): Use custom charts in the W&B Python…
- [bar()](https://docs.wandb.ai/models/ref/python/custom-charts/bar.md)
- [confusion_matrix()](https://docs.wandb.ai/models/ref/python/custom-charts/confusion_matrix.md)
- [histogram](https://docs.wandb.ai/models/ref/python/custom-charts/histogram.md)
- [line()](https://docs.wandb.ai/models/ref/python/custom-charts/line.md)
- [line_series()](https://docs.wandb.ai/models/ref/python/custom-charts/line_series.md)
- [plot_table()](https://docs.wandb.ai/models/ref/python/custom-charts/plot_table.md)
- [pr_curve()](https://docs.wandb.ai/models/ref/python/custom-charts/pr_curve.md)
- [roc_curve()](https://docs.wandb.ai/models/ref/python/custom-charts/roc_curve.md)
- [scatter()](https://docs.wandb.ai/models/ref/python/custom-charts/scatter.md)
- [Data Types overview](https://docs.wandb.ai/models/ref/python/data-types.md): Data Types in the W&B Python SDK fo…
- [Audio](https://docs.wandb.ai/models/ref/python/data-types/audio.md)
- [box3d()](https://docs.wandb.ai/models/ref/python/data-types/box3d.md)
- [EvalTable](https://docs.wandb.ai/models/ref/python/data-types/evaltable.md)
- [Histogram](https://docs.wandb.ai/models/ref/python/data-types/histogram.md)
- [Html](https://docs.wandb.ai/models/ref/python/data-types/html.md)
- [Image](https://docs.wandb.ai/models/ref/python/data-types/image.md)
- [Molecule](https://docs.wandb.ai/models/ref/python/data-types/molecule.md)
- [Object3D](https://docs.wandb.ai/models/ref/python/data-types/object3d.md)
- [Plotly](https://docs.wandb.ai/models/ref/python/data-types/plotly.md)
- [Table](https://docs.wandb.ai/models/ref/python/data-types/table.md)
- [Video](https://docs.wandb.ai/models/ref/python/data-types/video.md)
- [Experiments overview](https://docs.wandb.ai/models/ref/python/experiments.md): Use foundational classes in the W&B…
- [Artifact](https://docs.wandb.ai/models/ref/python/experiments/artifact.md)
- [Run](https://docs.wandb.ai/models/ref/python/experiments/run.md)
- [Settings](https://docs.wandb.ai/models/ref/python/experiments/settings.md)
- [System Metrics Reference](https://docs.wandb.ai/models/ref/python/experiments/system-metrics.md): Reference for CPU, GPU, memory, dis…
- [Global Functions overview](https://docs.wandb.ai/models/ref/python/functions.md): Reference for top-level functions i…
- [agent()](https://docs.wandb.ai/models/ref/python/functions/agent.md)
- [controller()](https://docs.wandb.ai/models/ref/python/functions/controller.md)
- [finish()](https://docs.wandb.ai/models/ref/python/functions/finish.md)
- [init()](https://docs.wandb.ai/models/ref/python/functions/init.md)
- [login()](https://docs.wandb.ai/models/ref/python/functions/login.md)
- [restore()](https://docs.wandb.ai/models/ref/python/functions/restore.md)
- [setup()](https://docs.wandb.ai/models/ref/python/functions/setup.md)
- [sweep()](https://docs.wandb.ai/models/ref/python/functions/sweep.md)
- [teardown()](https://docs.wandb.ai/models/ref/python/functions/teardown.md)
- [Public API overview](https://docs.wandb.ai/models/ref/python/public-api.md): Use the W&B Public API to programma…
- [AgentRuns](https://docs.wandb.ai/models/ref/python/public-api/agentruns.md)
- [Api](https://docs.wandb.ai/models/ref/python/public-api/api.md)
- [ArtifactCollection](https://docs.wandb.ai/models/ref/python/public-api/artifactcollection.md)
- [ArtifactCollections](https://docs.wandb.ai/models/ref/python/public-api/artifactcollections.md)
- [ArtifactFiles](https://docs.wandb.ai/models/ref/python/public-api/artifactfiles.md)
- [Artifacts](https://docs.wandb.ai/models/ref/python/public-api/artifacts.md)
- [ArtifactType](https://docs.wandb.ai/models/ref/python/public-api/artifacttype.md)
- [ArtifactTypes](https://docs.wandb.ai/models/ref/python/public-api/artifacttypes.md)
- [Automations](https://docs.wandb.ai/models/ref/python/public-api/automations.md)
- [BetaReport](https://docs.wandb.ai/models/ref/python/public-api/betareport.md)
- [DownloadHistoryResult](https://docs.wandb.ai/models/ref/python/public-api/downloadhistoryresult.md)
- [File](https://docs.wandb.ai/models/ref/python/public-api/file.md)
- [Files](https://docs.wandb.ai/models/ref/python/public-api/files.md)
- [IncompleteRunHistoryError](https://docs.wandb.ai/models/ref/python/public-api/incompleterunhistoryerror.md)
- [Member](https://docs.wandb.ai/models/ref/python/public-api/member.md)
- [Project](https://docs.wandb.ai/models/ref/python/public-api/project.md)
- [ProjectArtifactCollections](https://docs.wandb.ai/models/ref/python/public-api/projectartifactcollections.md)
- [Projects](https://docs.wandb.ai/models/ref/python/public-api/projects.md)
- [Registry](https://docs.wandb.ai/models/ref/python/public-api/registry.md)
- [Reports](https://docs.wandb.ai/models/ref/python/public-api/reports.md)
- [Run](https://docs.wandb.ai/models/ref/python/public-api/run.md)
- [RunArtifacts](https://docs.wandb.ai/models/ref/python/public-api/runartifacts.md)
- [Runs](https://docs.wandb.ai/models/ref/python/public-api/runs.md)
- [Sweep](https://docs.wandb.ai/models/ref/python/public-api/sweep.md)
- [Sweeps](https://docs.wandb.ai/models/ref/python/public-api/sweeps.md)
- [Team](https://docs.wandb.ai/models/ref/python/public-api/team.md)
- [User](https://docs.wandb.ai/models/ref/python/public-api/user.md)
- [Query Expression Language overview](https://docs.wandb.ai/models/ref/query-panel.md): A beta query language to select and…
- [artifact](https://docs.wandb.ai/models/ref/query-panel/artifact.md)
- [artifactType](https://docs.wandb.ai/models/ref/query-panel/artifact-type.md)
- [artifactVersion](https://docs.wandb.ai/models/ref/query-panel/artifact-version.md)
- [audio-file](https://docs.wandb.ai/models/ref/query-panel/audio-file.md)
- [bokeh-file](https://docs.wandb.ai/models/ref/query-panel/bokeh-file.md)
- [boolean](https://docs.wandb.ai/models/ref/query-panel/boolean.md)
- [entity](https://docs.wandb.ai/models/ref/query-panel/entity.md)
- [file](https://docs.wandb.ai/models/ref/query-panel/file.md)
- [float](https://docs.wandb.ai/models/ref/query-panel/float.md)
- [html-file](https://docs.wandb.ai/models/ref/query-panel/html-file.md)
- [image-file](https://docs.wandb.ai/models/ref/query-panel/image-file.md)
- [int](https://docs.wandb.ai/models/ref/query-panel/int.md)
- [joined-table](https://docs.wandb.ai/models/ref/query-panel/joined-table.md)
- [molecule-file](https://docs.wandb.ai/models/ref/query-panel/molecule-file.md)
- [number](https://docs.wandb.ai/models/ref/query-panel/number.md)
- [object3D-file](https://docs.wandb.ai/models/ref/query-panel/object-3-d-file.md)
- [partitioned-table](https://docs.wandb.ai/models/ref/query-panel/partitioned-table.md)
- [project](https://docs.wandb.ai/models/ref/query-panel/project.md)
- [pytorch-model-file](https://docs.wandb.ai/models/ref/query-panel/pytorch-model-file.md)
- [run](https://docs.wandb.ai/models/ref/query-panel/run.md)
- [string](https://docs.wandb.ai/models/ref/query-panel/string.md)
- [table](https://docs.wandb.ai/models/ref/query-panel/table.md)
- [user](https://docs.wandb.ai/models/ref/query-panel/user.md)
- [video-file](https://docs.wandb.ai/models/ref/query-panel/video-file.md)
- [W&B SDK Python coding cheat sheet](https://docs.wandb.ai/models/ref/sdk-coding-cheat-sheet.md): Quick reference for common W&B Pyth…
- [Artifacts](https://docs.wandb.ai/models/ref/sdk-coding-cheat-sheet/artifacts.md): Create, update, download, and manag…
- [Logging](https://docs.wandb.ai/models/ref/sdk-coding-cheat-sheet/logging.md): Log metrics, hyperparameters, table…
- [Registry](https://docs.wandb.ai/models/ref/sdk-coding-cheat-sheet/registry.md): Work with W&B Model Registry to org…
- [Runs](https://docs.wandb.ai/models/ref/sdk-coding-cheat-sheet/runs.md): Initialize and manage W&B runs to o…
- [Reports](https://docs.wandb.ai/models/ref/wandb_workspaces/reports.md)
- [Workspaces](https://docs.wandb.ai/models/ref/wandb_workspaces/workspaces.md)
- [Registry overview](https://docs.wandb.ai/models/registry.md): Use W&B Registry to manage and shar…
- [Reference an artifact version with aliases](https://docs.wandb.ai/models/registry/aliases.md): Use default, custom, and protected…
- [Configure registry access](https://docs.wandb.ai/models/registry/configure_registry.md): Configure W&B Registry access by ma…
- [Create a collection](https://docs.wandb.ai/models/registry/create_collection.md): Create a collection of linked artif…
- [Create a registry](https://docs.wandb.ai/models/registry/create_registry.md): Create a W&B Registry with configur…
- [Delete registry](https://docs.wandb.ai/models/registry/delete_registry.md): Delete a W&B Registry as a Team adm…
- [Download an artifact from a registry](https://docs.wandb.ai/models/registry/download_use_artifact.md): Download an artifact linked to a W&…
- [Lineage graphs and audit history](https://docs.wandb.ai/models/registry/lineage.md): Use lineage graphs to visualize a l…
- [Link an artifact version to a collection](https://docs.wandb.ai/models/registry/link_version.md): Link an artifact version to a colle…
- [Organize versions with tags](https://docs.wandb.ai/models/registry/organize-with-tags.md): Use tags to organize collections or…
- [Annotate collections](https://docs.wandb.ai/models/registry/registry_cards.md): Add descriptions and documentation…
- [Find registry items](https://docs.wandb.ai/models/registry/search_registry.md): Learn how to search for registries,…
- [Reports overview](https://docs.wandb.ai/models/reports.md): Project management and collaboratio…
- [Clone and export reports](https://docs.wandb.ai/models/reports/clone-and-export-reports.md): Export W&B Reports as PDF or LaTeX…
- [Collaborate on reports](https://docs.wandb.ai/models/reports/collaborate-on-reports.md): Collaborate and share W&B Reports w…
- [Create a report](https://docs.wandb.ai/models/reports/create-a-report.md): Create a W&B Report with the W&B Ap…
- [Compare runs across projects](https://docs.wandb.ai/models/reports/cross-project-reports.md): Compare runs from two different pro…
- [Edit a report](https://docs.wandb.ai/models/reports/edit-a-report.md): Edit a report interactively with th…
- [Embed a report](https://docs.wandb.ai/models/reports/embed-reports.md): Embed W&B reports directly into Not…
- [Example reports](https://docs.wandb.ai/models/reports/reports-gallery.md): Explore example W&B Reports showcas…
- [Overview](https://docs.wandb.ai/models/runs.md): Learn about the basic building bloc…
- [Send an alert](https://docs.wandb.ai/models/runs/alert.md): Send alerts, triggered from your Py…
- [Semantic run plot legends](https://docs.wandb.ai/models/runs/color-code-runs.md): Color-code W&B runs based on metric…
- [Pin and compare runs](https://docs.wandb.ai/models/runs/compare-runs.md): Learn how to use pinned and baselin…
- [View runs in a project](https://docs.wandb.ai/models/runs/customize-run-display.md): Details about customizing how runs…
- [Delete runs](https://docs.wandb.ai/models/runs/delete-runs.md): Delete runs from a W&B project usin…
- [Filter runs](https://docs.wandb.ai/models/runs/filter-runs.md): Learn how to filter runs in the Run…
- [Fork a run](https://docs.wandb.ai/models/runs/forking.md): Explore different parameters or mod…
- [Organize runs](https://docs.wandb.ai/models/runs/grouping.md): Organize your runs into groups and…
- [Visualize CoreWeave infrastructure alerts](https://docs.wandb.ai/models/runs/infrastructure-alerts.md): View CoreWeave infrastructure alert…
- [Initialize runs](https://docs.wandb.ai/models/runs/initialize-run.md): Initialize W&B runs with wandb.init…
- [Move a run to a different project or team](https://docs.wandb.ai/models/runs/manage-runs.md): Move runs between projects or teams…
- [Resume a run](https://docs.wandb.ai/models/runs/resuming.md): Resume paused, stopped, or crashed…
- [Rewind a run](https://docs.wandb.ai/models/runs/rewind.md): Rewind a run to correct or modify i…
- [Customize run colors](https://docs.wandb.ai/models/runs/run-colors.md): Customize, randomize, and reset the…
- [Find and customize a run's ID or name](https://docs.wandb.ai/models/runs/run-identifiers.md): Learn how to find a run's unique id…
- [Run states](https://docs.wandb.ai/models/runs/run-states.md): Learn about the different states a…
- [Search runs](https://docs.wandb.ai/models/runs/search-runs.md): Learn how to search for specific ru…
- [Stop runs](https://docs.wandb.ai/models/runs/stop-runs.md): Stop runs programmatically using th…
- [Add labels to runs with tags](https://docs.wandb.ai/models/runs/tags.md): Add, update, and remove tags on W&B…
- [View a specific run in a project](https://docs.wandb.ai/models/runs/view-logged-runs.md): Learn how to view a specific logged…
- [Support: Models](https://docs.wandb.ai/models/support-models.md)
- [Sweeps overview](https://docs.wandb.ai/models/sweeps.md): Hyperparameter search and model opt…
- [Add W&B (wandb) to your code](https://docs.wandb.ai/models/sweeps/add-w-and-b-to-your-code.md): Add W&B to your Python code script…
- [Overview](https://docs.wandb.ai/models/sweeps/define-sweep-configuration.md): Learn how to create configuration f…
- [Tutorial: Create sweep job from project](https://docs.wandb.ai/models/sweeps/existing-project.md): Tutorial on how to create sweep job…
- [Initialize a sweep](https://docs.wandb.ai/models/sweeps/initialize-sweeps.md): Initialize a W&B Sweep using the Py…
- [Manage algorithms locally](https://docs.wandb.ai/models/sweeps/local-controller.md): Search and stop algorithms locally…
- [Parallelize agents](https://docs.wandb.ai/models/sweeps/parallelize-agents.md): Parallelize W&B Sweep agents on mul…
- [Manage sweeps](https://docs.wandb.ai/models/sweeps/pause-resume-and-cancel-sweeps.md): Pause, resume, and cancel a W&B Swe…
- [Signal handling and sweep runs](https://docs.wandb.ai/models/sweeps/signal-handling-sweep-runs.md): Learn how W&B Sweeps handle UNIX si…
- [Start a sweep agent](https://docs.wandb.ai/models/sweeps/start-sweep-agents.md): Start or stop a W&B Sweep Agent on…
- [Sweep configuration options](https://docs.wandb.ai/models/sweeps/sweep-config-keys.md): Reference for all W&B Sweep configu…
- [Sweeps troubleshooting](https://docs.wandb.ai/models/sweeps/troubleshoot-sweeps.md): Troubleshoot common W&B Sweep issue…
- [Learn more about sweeps](https://docs.wandb.ai/models/sweeps/useful-resources.md): Find links to academic papers, exam…
- [Visualize sweep results](https://docs.wandb.ai/models/sweeps/visualize-sweep-results.md): Visualize the results of your W&B S…
- [Tutorial: Define, initialize, and run a sweep](https://docs.wandb.ai/models/sweeps/walkthrough.md): Sweeps quickstart shows how to defi…
- [Tables overview](https://docs.wandb.ai/models/tables.md): Iterate on datasets and understand…
- [Log tables](https://docs.wandb.ai/models/tables/log_tables.md): Create and log W&B Tables with diff…
- [Export table data](https://docs.wandb.ai/models/tables/tables-download.md): Export W&B Table data to pandas Dat…
- [Example tables](https://docs.wandb.ai/models/tables/tables-gallery.md): Explore example W&B Tables projects…
- [Tutorial: Log tables, visualize and query data](https://docs.wandb.ai/models/tables/tables-walkthrough.md): Explore how to use W&B Tables with…
- [Visualize and analyze tables](https://docs.wandb.ai/models/tables/visualize-tables.md): Compare, filter, group, sort, and v…
- [Experiments overview](https://docs.wandb.ai/models/track.md): Track machine learning experiments…
- [Configure experiments](https://docs.wandb.ai/models/track/config.md): Use a dictionary-like object to sav…
- [Create an experiment](https://docs.wandb.ai/models/track/create-an-experiment.md): Create a W&B Experiment using the P…
- [Environment variables](https://docs.wandb.ai/models/track/environment-variables.md): Configure W&B SDK behavior using en…
- [Track Jupyter notebooks](https://docs.wandb.ai/models/track/jupyter.md): Use W&B with Jupyter to get interac…
- [Logging at scale and performance](https://docs.wandb.ai/models/track/limits.md): This page describes how logging pat…
- [Overview](https://docs.wandb.ai/models/track/log.md): Keep track of metrics, videos, cust…
- [Customize log axes](https://docs.wandb.ai/models/track/log/customize-logging-axes.md): Use define_metric() to set a custom…
- [Log distributed training experiments](https://docs.wandb.ai/models/track/log/distributed-training.md): Use W&B to log distributed training…
- [Log models](https://docs.wandb.ai/models/track/log/log-models.md): Log model artifacts to a W&B run an…
- [Log summary metrics](https://docs.wandb.ai/models/track/log/log-summary.md): Track and customize single summary…
- [Log tables](https://docs.wandb.ai/models/track/log/log-tables.md): Create, populate, and log W&B Table…
- [Log media and objects](https://docs.wandb.ai/models/track/log/media.md): Log rich media, from 3D point cloud…
- [Create and track plots from experiments](https://docs.wandb.ai/models/track/log/plots.md): Create and track plots from machine…
- [Track CSV files with experiments](https://docs.wandb.ai/models/track/log/working-with-csv.md): Import CSV files into W&B as Tables…
- [Projects](https://docs.wandb.ai/models/track/project-page.md): Compare versions of your model, exp…
- [Import and export data](https://docs.wandb.ai/models/track/public-api-guide.md): Import data from MLFlow, export or…
- [Reproduce experiments](https://docs.wandb.ai/models/track/reproduce_experiments.md): Reproduce a teammate's W&B experime…
- [View experiments results](https://docs.wandb.ai/models/track/workspaces.md): A playground for exploring run data…
- [Settings](https://docs.wandb.ai/platform/app/settings-page.md): Use the W&B Settings page to custom…
- [Manage billing settings](https://docs.wandb.ai/platform/app/settings-page/billing-settings.md): View plan details, monitor usage, a…
- [Manage email settings](https://docs.wandb.ai/platform/app/settings-page/emails.md): Add, delete, and manage email addre…
- [Manage storage](https://docs.wandb.ai/platform/app/settings-page/storage.md): Manage W&B data storage consumption…
- [Team settings](https://docs.wandb.ai/platform/app/settings-page/teams.md): Collaborate with your colleagues, s…
- [Manage user settings](https://docs.wandb.ai/platform/app/settings-page/user-settings.md): Manage your profile information, ac…
- [Deployment options overview](https://docs.wandb.ai/platform/hosting.md): Compare W&B deployment options incl…
- [Data encryption in Dedicated Cloud](https://docs.wandb.ai/platform/hosting/data-security/data-encryption.md): Learn how W&B encrypts data in Dedi…
- [Configure IP allowlisting for Dedicated Cloud](https://docs.wandb.ai/platform/hosting/data-security/ip-allowlisting.md): Restrict access to a W&B Dedicated…
- [Access BYOB using pre-signed URLs](https://docs.wandb.ai/platform/hosting/data-security/presigned-urls.md): Understand how W&B uses pre-signed…
- [Configure private connectivity to Dedicated Cloud](https://docs.wandb.ai/platform/hosting/data-security/private-connectivity.md): Connect to a W&B Dedicated Cloud in…
- [Bring your own bucket (BYOB)](https://docs.wandb.ai/platform/hosting/data-security/secure-storage-connector.md): Store W&B artifacts and data in you…
- [Configure environment variables](https://docs.wandb.ai/platform/hosting/env-vars.md): Configure a self-managed W&B Server…
- [Dedicated Cloud](https://docs.wandb.ai/platform/hosting/hosting-options/dedicated-cloud.md): Learn about W&B Dedicated Cloud dep…
- [Export data from Dedicated Cloud](https://docs.wandb.ai/platform/hosting/hosting-options/dedicated-cloud/export-data.md): Export runs, metrics, artifacts, an…
- [Rate limits](https://docs.wandb.ai/platform/hosting/hosting-options/dedicated-cloud/rate-limits.md): Default rate limits on Dedicated Cl…
- [Supported Dedicated Cloud regions](https://docs.wandb.ai/platform/hosting/hosting-options/dedicated-cloud/regions.md): View all supported AWS, Google Clou…
- [Multi-tenant Cloud](https://docs.wandb.ai/platform/hosting/hosting-options/multi_tenant_cloud.md): Learn about W&B Multi-tenant Cloud,…
- [W&B Self-Managed deployment overview](https://docs.wandb.ai/platform/hosting/hosting-options/self-managed.md): Deploy W&B Self-Managed on cloud or…
- [Access management](https://docs.wandb.ai/platform/hosting/iam/access-management-intro.md): Manage users, teams, roles, and pro…
- [Manage your organization](https://docs.wandb.ai/platform/hosting/iam/access-management/manage-organization.md): Manage users, teams, roles, seats,…
- [Manage access control for projects](https://docs.wandb.ai/platform/hosting/iam/access-management/restricted-projects.md): Manage project access using visibil…
- [Advanced IAM configuration](https://docs.wandb.ai/platform/hosting/iam/advanced_env_vars.md): Configure advanced IAM options for…
- [Automate user and team management](https://docs.wandb.ai/platform/hosting/iam/automate_iam.md): Automate user and team management a…
- [Use federated identities with SDK](https://docs.wandb.ai/platform/hosting/iam/identity_federation.md): Use identity federation with JSON W…
- [Configure SSO with LDAP](https://docs.wandb.ai/platform/hosting/iam/ldap.md): Configure LDAP-based SSO authentica…
- [Identity and access management (IAM)](https://docs.wandb.ai/platform/hosting/iam/org_team_struct.md): Understand the three IAM scopes in…
- [Manage users, groups, and roles with SCIM](https://docs.wandb.ai/platform/hosting/iam/scim.md): Use the SCIM API to manage users, g…
- [Use service accounts to automate workflows](https://docs.wandb.ai/platform/hosting/iam/service-accounts.md): Manage automated or non-interactive…
- [Configure SSO with OIDC](https://docs.wandb.ai/platform/hosting/iam/sso.md): Configure SSO using OpenID Connect…
- [Manage bucket storage and costs](https://docs.wandb.ai/platform/hosting/managing-bucket-storage.md): Understand how W&B uses object stor…
- [Track user activity with audit logs](https://docs.wandb.ai/platform/hosting/monitoring-usage/audit-logging.md): Access, fetch, and analyze W&B audi…
- [W&B Mobile App (iOS)](https://docs.wandb.ai/platform/hosting/monitoring-usage/mobile-app.md): Track training runs, review console…
- [View organization activity](https://docs.wandb.ai/platform/hosting/monitoring-usage/org_dashboard.md): View user status, activity, and usa…
- [Configure Slack alerts](https://docs.wandb.ai/platform/hosting/monitoring-usage/slack-alerts.md): Create and configure a Slack applic…
- [Disable automatic updates for W&B Server](https://docs.wandb.ai/platform/hosting/self-managed/disable-automatic-app-version-updates.md): Learn how to disable automatic upda…
- [Deploy on Air-Gapped Kubernetes](https://docs.wandb.ai/platform/hosting/self-managed/on-premises-deployments/kubernetes-airgapped.md): Deploy W&B Platform in air-gapped a…
- [Deploy W&B with Kubernetes Operator](https://docs.wandb.ai/platform/hosting/self-managed/operator.md): Deploy W&B Platform with Kubernetes…
- [Rate limits](https://docs.wandb.ai/platform/hosting/self-managed/rate-limits.md): Optional rate limits on Self-Manage…
- [Reference architecture](https://docs.wandb.ai/platform/hosting/self-managed/ref-arch.md): Review the reference architecture f…
- [Self-Managed infrastructure requirements](https://docs.wandb.ai/platform/hosting/self-managed/requirements.md): Infrastructure and software require…
- [Update W&B license and version](https://docs.wandb.ai/platform/hosting/server-upgrade-process.md): Guide for updating W&B version and…
- [W&B Launch](https://docs.wandb.ai/platform/launch.md): Scale and manage ML workloads with…
- [Add job to queue](https://docs.wandb.ai/platform/launch/add-job-to-queue.md): Add launch jobs to a W&B Launch que…
- [Create and deploy jobs](https://docs.wandb.ai/platform/launch/create-and-deploy-jobs.md): Create and deploy machine learning…
- [Create a launch job](https://docs.wandb.ai/platform/launch/create-launch-job.md): Create W&B Launch jobs from Git rep…
- [Launch integration guides](https://docs.wandb.ai/platform/launch/integration-guides.md): Browse integration guides for confi…
- [Manage job inputs](https://docs.wandb.ai/platform/launch/job-inputs.md): Programmatically manage and configu…
- [Launch FAQ](https://docs.wandb.ai/platform/launch/launch-faq.md): Find answers to frequently asked qu…
- [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 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)
- [Monitor launch queue](https://docs.wandb.ai/platform/launch/launch-queue-observability.md): Monitor launch queue workloads with…
- [Launch terms and concepts](https://docs.wandb.ai/platform/launch/launch-terminology.md): Learn key W&B Launch concepts inclu…
- [View launch jobs](https://docs.wandb.ai/platform/launch/launch-view-jobs.md): View launch job details, list avail…
- [Set up Launch](https://docs.wandb.ai/platform/launch/set-up-launch.md): Set up W&B Launch by configuring a…
- [Set up launch agent](https://docs.wandb.ai/platform/launch/setup-agent-advanced.md): Configure advanced agent options fo…
- [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 us…
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- [Tutorial: Set up W&B Launch on SageMaker](https://docs.wandb.ai/platform/launch/setup-launch-sagemaker.md): Configure W&B Launch to submit trai…
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- [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 V…
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- [W&B SDK releases](https://docs.wandb.ai/release-notes/sdk-releases.md): View release notes for the W&B Pyth…
- [Supported W&B Server releases](https://docs.wandb.ai/release-notes/server-releases.md): View release notes for W&B Server i…
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- [Serverless Sandboxes](https://docs.wandb.ai/sandboxes.md): On-demand, isolated compute environ…
- [Create sandboxes](https://docs.wandb.ai/sandboxes/create-sandbox.md): Create W&B Serverless Sandboxes tha…
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- [W&B Weave](https://docs.wandb.ai/weave.md): Track, test, and improve language m…
- [Choose an agent integration](https://docs.wandb.ai/weave/agent-integration-quickstart.md): Pick a built-in Weave integration f…
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- [Overview](https://docs.wandb.ai/weave/cookbooks.md): Practical guides and examples for b…
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- [Use Weave with W&B Models](https://docs.wandb.ai/weave/cookbooks/Models_and_Weave_Integration_Demo.md): Interactive notebook that walks thr…
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- [Use the Weave Service API to trace](https://docs.wandb.ai/weave/cookbooks/weave_via_service_api.md): Learn how to use Weave tracing thro…
- [Quickstart: Set up custom agent observability](https://docs.wandb.ai/weave/custom-agents-quickstart.md): Trace a multi-turn agent with the W…
- [Limits and expected behaviors](https://docs.wandb.ai/weave/details/limits.md): A list of Weave's limitations, know…
- [Support: Weave](https://docs.wandb.ai/weave/details/support-weave.md)
- [Collect and track datasets](https://docs.wandb.ai/weave/guides/core-types/datasets.md): Organize, collect, track, and versi…
- [Configure Weave environment variables](https://docs.wandb.ai/weave/guides/core-types/env-vars.md): Configure Weave's behavior at runti…
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- [Set up automations](https://docs.wandb.ai/weave/guides/evaluation/automations.md): Create event-driven automations tha…
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- [Export evaluation data](https://docs.wandb.ai/weave/guides/evaluation/export_eval.md): Programmatically export evaluation…
- [Set up guardrails](https://docs.wandb.ai/weave/guides/evaluation/guardrails.md): Ensure LLM safety and measure outpu…
- [Monitor using built-in signals](https://docs.wandb.ai/weave/guides/evaluation/monitors.md): W&B provides built-in scoring solut…
- [Scoring overview](https://docs.wandb.ai/weave/guides/evaluation/scorers.md): Evaluate AI outputs and return eval…
- [Evaluate using local scorers](https://docs.wandb.ai/weave/guides/evaluation/weave_local_scorers.md): Small language models that run loca…
- [Integrations overview](https://docs.wandb.ai/weave/guides/integrations.md): Trace agents and LLM applications w…
- [Claude Agent SDK](https://docs.wandb.ai/weave/guides/integrations/agents/claude-agents-sdk.md): Trace an agent built with the Claud…
- [Claude Code plugin](https://docs.wandb.ai/weave/guides/integrations/agents/claude-code-harness.md): Track Claude Code sessions in W&B W…
- [Codex plugin](https://docs.wandb.ai/weave/guides/integrations/agents/codex-harness.md): Trace Codex agentic sessions, LLM c…
- [Google ADK](https://docs.wandb.ai/weave/guides/integrations/agents/google-adk.md): Trace an agent built with Google's…
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- [Pi extension](https://docs.wandb.ai/weave/guides/integrations/agents/pi-dev-harness.md): Trace Pi agentic sessions, LLM call…
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- [Microsoft Azure](https://docs.wandb.ai/weave/guides/integrations/azure.md): Integrate Weave with Microsoft Azur…
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- [Bedrock Agents](https://docs.wandb.ai/weave/guides/integrations/bedrock_agents.md): Trace Amazon Bedrock Agents invocat…
- [Cerebras](https://docs.wandb.ai/weave/guides/integrations/cerebras.md): Use Weave to trace and log LLM call…
- [Cohere](https://docs.wandb.ai/weave/guides/integrations/cohere.md): Use Weave to automatically track an…
- [CrewAI](https://docs.wandb.ai/weave/guides/integrations/crewai.md): Integrate CrewAI with Weave for mon…
- [DSPy](https://docs.wandb.ai/weave/guides/integrations/dspy.md): Use Weave to automatically track an…
- [Google](https://docs.wandb.ai/weave/guides/integrations/google.md): Use Weave to trace and log Google G…
- [Groq](https://docs.wandb.ai/weave/guides/integrations/groq.md): Track and monitor Groq LPU inferenc…
- [Haystack](https://docs.wandb.ai/weave/guides/integrations/haystack.md): Trace Deepset Haystack pipelines wi…
- [Hugging Face Hub](https://docs.wandb.ai/weave/guides/integrations/huggingface.md): Integrate Hugging Face Hub with W&B…
- [Instructor](https://docs.wandb.ai/weave/guides/integrations/instructor.md): Trace structured data extraction fr…
- [TypeScript SDK: third-party integration guide](https://docs.wandb.ai/weave/guides/integrations/js.md): Integrate third-party libraries wit…
- [Koog](https://docs.wandb.ai/weave/guides/integrations/koog.md): Trace Kotlin-based Koog agents with…
- [LangChain](https://docs.wandb.ai/weave/guides/integrations/langchain.md): Use Weave to track and log all call…
- [LiteLLM](https://docs.wandb.ai/weave/guides/integrations/litellm.md): Automatically track and log LLM cal…
- [LlamaIndex](https://docs.wandb.ai/weave/guides/integrations/llamaindex.md): Trace and debug LlamaIndex applicat…
- [Local Models](https://docs.wandb.ai/weave/guides/integrations/local_models.md): Run open source models locally with…
- [Model Context Protocol (MCP) and Weave](https://docs.wandb.ai/weave/guides/integrations/mcp.md): Trace activity between your MCP cli…
- [MistralAI](https://docs.wandb.ai/weave/guides/integrations/mistral.md): Track and monitor MistralAI model c…
- [NVIDIA NIM](https://docs.wandb.ai/weave/guides/integrations/nvidia_nim.md): Use Weave to trace and log LLM call…
- [OpenAI](https://docs.wandb.ai/weave/guides/integrations/openai.md): Integrate OpenAI with Weave for tra…
- [OpenAI Realtime API](https://docs.wandb.ai/weave/guides/integrations/openai-realtime-audio.md): Use Weave to automatically trace yo…
- [OpenRouter](https://docs.wandb.ai/weave/guides/integrations/openrouter.md): Use OpenRouter's unified interface…
- [PydanticAI](https://docs.wandb.ai/weave/guides/integrations/pydantic_ai.md): Trace PydanticAI agent and tool cal…
- [Smolagents](https://docs.wandb.ai/weave/guides/integrations/smolagents.md): Track Smolagents applications with…
- [Together AI](https://docs.wandb.ai/weave/guides/integrations/together_ai.md): Track Together AI's open-source LLM…
- [Vercel AI SDK](https://docs.wandb.ai/weave/guides/integrations/vercel_ai_sdk.md): Trace Vercel AI SDK calls in Weave…
- [Verdict](https://docs.wandb.ai/weave/guides/integrations/verdict.md): Use Verdict evaluation framework wi…
- [Verifiers](https://docs.wandb.ai/weave/guides/integrations/verifiers.md): Track Verifiers RL environments and…
- [Deployment options and security features](https://docs.wandb.ai/weave/guides/platform.md): Learn about Weave's deployment opti…
- [Manage Weave projects](https://docs.wandb.ai/weave/guides/platform/weave-projects.md): Use Weave projects to organize rela…
- [Set up a self-managed W&B Weave instance](https://docs.wandb.ai/weave/guides/platform/weave-self-managed.md): Deploy and manage Weave on your own…
- [Define and log attributes](https://docs.wandb.ai/weave/guides/tools/attributes.md): Use attributes to add metadata to y…
- [Map columns in datasets](https://docs.wandb.ai/weave/guides/tools/column-mapping.md): Map columns in datasets to differen…
- [Compare traces and other logged information](https://docs.wandb.ai/weave/guides/tools/comparison.md): Visually compare and diff code, tra…
- [Compare model performance using the Evaluation Playground](https://docs.wandb.ai/weave/guides/tools/evaluation_playground.md): Compare and evaluate model performa…
- [Use the Playground to experiment with prompts](https://docs.wandb.ai/weave/guides/tools/playground.md): Simplify the process of iterating o…
- [Create and manage saved views](https://docs.wandb.ai/weave/guides/tools/saved-views.md): Customize how you interact with tra…
- [Use Weave with W&B training runs](https://docs.wandb.ai/weave/guides/tools/weave-in-workspaces.md): Integrate Weave traces with W&B tra…
- [Set up annotation queues](https://docs.wandb.ai/weave/guides/tracking/annotation-queues.md): Create annotation queues, route tra…
- [Review items in an annotation queue](https://docs.wandb.ai/weave/guides/tracking/annotation-review.md): Evaluate trace items and submit str…
- [Call schema reference](https://docs.wandb.ai/weave/guides/tracking/call-schema-reference.md): Reference for the Call object struc…
- [Track costs](https://docs.wandb.ai/weave/guides/tracking/costs.md): Understand automatic and custom cos…
- [Trace your code](https://docs.wandb.ai/weave/guides/tracking/create-call.md): Instrument your running code so its…
- [Collect feedback and use annotations](https://docs.wandb.ai/weave/guides/tracking/feedback.md): Collect and analyze feedback for LL…
- [Get a handle to the Call object during execution](https://docs.wandb.ai/weave/guides/tracking/get-call-object.md): Access the W&B Weave `Call` object…
- [Track and version objects](https://docs.wandb.ai/weave/guides/tracking/objects.md): Track and version any JSON-serializ…
- [Customize Ops](https://docs.wandb.ai/weave/guides/tracking/ops.md): Learn how to color your Ops for bet…
- [Send OpenTelemetry Traces to Weave](https://docs.wandb.ai/weave/guides/tracking/otel.md): Import OpenTelemetry compatible tra…
- [Query and export Calls](https://docs.wandb.ai/weave/guides/tracking/querying-calls.md): Filter, sort, and export Weave call…
- [Redact PII from traces](https://docs.wandb.ai/weave/guides/tracking/redact-pii.md): Automatically redact Personally Ide…
- [Set Call display name](https://docs.wandb.ai/weave/guides/tracking/set-call-display.md): Set or override the display name fo…
- [Trace threads](https://docs.wandb.ai/weave/guides/tracking/threads.md): Trace and analyze multi-turn conver…
- [Trace agent integrations](https://docs.wandb.ai/weave/guides/tracking/trace-agent-integrations.md): Connect W&B Weave to agent SDKs, ag…
- [Trace your agents](https://docs.wandb.ai/weave/guides/tracking/trace-agents.md): Use the Weave SDK to instrument mul…
- [Set attributes and events on agent spans](https://docs.wandb.ai/weave/guides/tracking/trace-agents-attributes.md): Attach custom attributes and record…
- [Batch logging for your agent](https://docs.wandb.ai/weave/guides/tracking/trace-agents-batch.md): Manually log agent traces for frame…
- [Disable tracing](https://docs.wandb.ai/weave/guides/tracking/trace-disable.md): Learn options to disable or conditi…
- [Trace generator functions](https://docs.wandb.ai/weave/guides/tracking/trace-generator-func.md): Track sync and async generator func…
- [Use trace plots](https://docs.wandb.ai/weave/guides/tracking/trace-plots.md): Visualize trace-level metrics with…
- [Trace sub-agents](https://docs.wandb.ai/weave/guides/tracking/trace-sub-agents.md): Use Weave's sub-agent span to trace…
- [Link a W&B run to trace function calls](https://docs.wandb.ai/weave/guides/tracking/trace-to-run.md): Associate Weave traces with W&B run…
- [Navigate the Weave Trace view](https://docs.wandb.ai/weave/guides/tracking/trace-tree.md): Use Weave's Trace view to make sens…
- [Understand Ops, Calls, and Traces](https://docs.wandb.ai/weave/guides/tracking/tracing.md): Learn how Ops, Calls, and Traces cr…
- [Update and delete Calls](https://docs.wandb.ai/weave/guides/tracking/update-call.md): Modify display names, add feedback,…
- [View agent activity](https://docs.wandb.ai/weave/guides/tracking/view-agent-activity.md): Use W&B Weave's Agents view to unde…
- [Monitor your agents with signals](https://docs.wandb.ai/weave/guides/tracking/view-agent-signals.md): Use W&B Weave signals to score agen…
- [View and customize trace display](https://docs.wandb.ai/weave/guides/tracking/view-call.md): View Calls in the UI and customize…
- [Write-ahead log](https://docs.wandb.ai/weave/guides/tracking/write-ahead-log.md): Improve the resilience of W&B Weave…
- [Quickstart: Track LLM inputs and outputs](https://docs.wandb.ai/weave/quickstart.md): Get started with W&B Weave by addin…
- [Learn Weave with Serverless Inference](https://docs.wandb.ai/weave/quickstart-inference.md): Learn Weave fundamentals using Serv…
- [Python SDK](https://docs.wandb.ai/weave/ref-link-python.md)
- [Service API](https://docs.wandb.ai/weave/ref-link-service-api.md)
- [TypeScript SDK](https://docs.wandb.ai/weave/ref-link-typescript.md)
- [Overview](https://docs.wandb.ai/weave/reference.md): API documentation and SDK reference…
- [weave](https://docs.wandb.ai/weave/reference/python-sdk.md): Python SDK reference for weave
- [feedback](https://docs.wandb.ai/weave/reference/python-sdk/trace/feedback.md): Python SDK reference for weave.trac…
- [op](https://docs.wandb.ai/weave/reference/python-sdk/trace/op.md): Python SDK reference for weave.trac…
- [util](https://docs.wandb.ai/weave/reference/python-sdk/trace/util.md): Python SDK reference for weave.trac…
- [weave_client](https://docs.wandb.ai/weave/reference/python-sdk/trace/weave_client.md): Python SDK reference for weave.trac…
- [trace_server_interface](https://docs.wandb.ai/weave/reference/python-sdk/trace_server/trace_server_interface.md): Python SDK reference for weave.trac…
- [remote_http_trace_server](https://docs.wandb.ai/weave/reference/python-sdk/trace_server_bindings/remote_http_trace_server.md): Python SDK reference for weave.trac…
- [Service API overview](https://docs.wandb.ai/weave/reference/service-api.md): Use the Weave Service API, which pr…
- [Export Genai Trace](https://docs.wandb.ai/weave/reference/service-api/agents/export-genai-trace.md): Ingest OTel spans into the GenAI ob…
- [Genai Agent Versions Query](https://docs.wandb.ai/weave/reference/service-api/agents/genai-agent-versions-query.md)
- [Genai Agents Query](https://docs.wandb.ai/weave/reference/service-api/agents/genai-agents-query.md)
- [Genai Conversation Chat](https://docs.wandb.ai/weave/reference/service-api/agents/genai-conversation-chat.md)
- [Genai Conversation Spans](https://docs.wandb.ai/weave/reference/service-api/agents/genai-conversation-spans.md)
- [Genai Custom Attrs Schema](https://docs.wandb.ai/weave/reference/service-api/agents/genai-custom-attrs-schema.md): Discover typed custom attribute key…
- [Genai Search](https://docs.wandb.ai/weave/reference/service-api/agents/genai-search.md)
- [Genai Spans Query](https://docs.wandb.ai/weave/reference/service-api/agents/genai-spans-query.md): Query agent spans, either as raw ro…
- [Genai Spans Stats](https://docs.wandb.ai/weave/reference/service-api/agents/genai-spans-stats.md): Query chart-ready aggregations over…
- [Genai Traces Chat](https://docs.wandb.ai/weave/reference/service-api/agents/genai-traces-chat.md)
- [Annotation Queue Add Calls](https://docs.wandb.ai/weave/reference/service-api/annotation-queues/annotation-queue-add-calls.md): Add calls to an annotation queue.
- [Annotation Queue Create](https://docs.wandb.ai/weave/reference/service-api/annotation-queues/annotation-queue-create.md): Create a new annotation queue.
- [Annotation Queue Delete](https://docs.wandb.ai/weave/reference/service-api/annotation-queues/annotation-queue-delete.md): Delete (soft-delete) an annotation…
- [Annotation Queue Item Progress Update](https://docs.wandb.ai/weave/reference/service-api/annotation-queues/annotation-queue-item-progress-update.md): Update the annotation state of a qu…
- [Annotation Queue Items Query](https://docs.wandb.ai/weave/reference/service-api/annotation-queues/annotation-queue-items-query.md): Query items in an annotation queue…
- [Annotation Queue Read](https://docs.wandb.ai/weave/reference/service-api/annotation-queues/annotation-queue-read.md): Read a specific annotation queue.
- [Annotation Queue Update](https://docs.wandb.ai/weave/reference/service-api/annotation-queues/annotation-queue-update.md): Update an annotation queue's metada…
- [Annotation Queues Query Stream](https://docs.wandb.ai/weave/reference/service-api/annotation-queues/annotation-queues-query-stream.md): Query annotation queues for a proje…
- [Annotation Queues Stats](https://docs.wandb.ai/weave/reference/service-api/annotation-queues/annotation-queues-stats.md): Get stats for multiple annotation q…
- [Call End](https://docs.wandb.ai/weave/reference/service-api/calls/call-end.md)
- [Call Read](https://docs.wandb.ai/weave/reference/service-api/calls/call-read.md)
- [Call Start](https://docs.wandb.ai/weave/reference/service-api/calls/call-start.md)
- [Call Start Batch](https://docs.wandb.ai/weave/reference/service-api/calls/call-start-batch.md)
- [Call Stats](https://docs.wandb.ai/weave/reference/service-api/calls/call-stats.md)
- [Call Update](https://docs.wandb.ai/weave/reference/service-api/calls/call-update.md)
- [Calls Complete](https://docs.wandb.ai/weave/reference/service-api/calls/calls-complete.md): Upsert a batch of completed calls d…
- [Calls Delete](https://docs.wandb.ai/weave/reference/service-api/calls/calls-delete.md)
- [Calls Query Stats](https://docs.wandb.ai/weave/reference/service-api/calls/calls-query-stats.md)
- [Calls Query Stream](https://docs.wandb.ai/weave/reference/service-api/calls/calls-query-stream.md)
- [Calls Usage](https://docs.wandb.ai/weave/reference/service-api/calls/calls-usage.md): Compute aggregated usage for multip…
- [Trace Usage](https://docs.wandb.ai/weave/reference/service-api/calls/trace-usage.md): Compute per-call usage for a trace,…
- [Cost Create](https://docs.wandb.ai/weave/reference/service-api/costs/cost-create.md)
- [Cost Purge](https://docs.wandb.ai/weave/reference/service-api/costs/cost-purge.md)
- [Cost Query](https://docs.wandb.ai/weave/reference/service-api/costs/cost-query.md)
- [Dataset Create](https://docs.wandb.ai/weave/reference/service-api/datasets/dataset-create.md): Create a dataset object.
- [Dataset Delete](https://docs.wandb.ai/weave/reference/service-api/datasets/dataset-delete.md): Delete a dataset object. If digests…
- [Dataset List](https://docs.wandb.ai/weave/reference/service-api/datasets/dataset-list.md): List dataset objects.
- [Dataset Read](https://docs.wandb.ai/weave/reference/service-api/datasets/dataset-read.md): Get a dataset object.
- [Eval Results Query](https://docs.wandb.ai/weave/reference/service-api/eval-results/eval-results-query.md): Read grouped evaluation result rows…
- [Evaluation Run Create](https://docs.wandb.ai/weave/reference/service-api/evaluation-runs/evaluation-run-create.md): Create an evaluation run.
- [Evaluation Run Delete](https://docs.wandb.ai/weave/reference/service-api/evaluation-runs/evaluation-run-delete.md): Delete evaluation runs.
- [Evaluation Run Finish](https://docs.wandb.ai/weave/reference/service-api/evaluation-runs/evaluation-run-finish.md): Finish an evaluation run.
- [Evaluation Run List](https://docs.wandb.ai/weave/reference/service-api/evaluation-runs/evaluation-run-list.md): List evaluation runs.
- [Evaluation Run Read](https://docs.wandb.ai/weave/reference/service-api/evaluation-runs/evaluation-run-read.md): Read an evaluation run.
- [Evaluate Model](https://docs.wandb.ai/weave/reference/service-api/evaluations/evaluate-model.md)
- [Evaluation Create](https://docs.wandb.ai/weave/reference/service-api/evaluations/evaluation-create.md): Create an evaluation object.
- [Evaluation Delete](https://docs.wandb.ai/weave/reference/service-api/evaluations/evaluation-delete.md): Delete an evaluation object.
- [Evaluation List](https://docs.wandb.ai/weave/reference/service-api/evaluations/evaluation-list.md): List evaluation objects.
- [Evaluation Read](https://docs.wandb.ai/weave/reference/service-api/evaluations/evaluation-read.md): Get an evaluation object.
- [Evaluation Status](https://docs.wandb.ai/weave/reference/service-api/evaluations/evaluation-status.md)
- [Rescore Evaluation](https://docs.wandb.ai/weave/reference/service-api/evaluations/rescore-evaluation.md): Rescore an existing evaluation run…
- [Feedback Aggregate](https://docs.wandb.ai/weave/reference/service-api/feedback/feedback-aggregate.md): Aggregate typed scorer feedback (ta…
- [Feedback Create](https://docs.wandb.ai/weave/reference/service-api/feedback/feedback-create.md): Add feedback to a call or object.
- [Feedback Create Batch](https://docs.wandb.ai/weave/reference/service-api/feedback/feedback-create-batch.md): Add multiple feedback items to call…
- [Feedback Payload Schema](https://docs.wandb.ai/weave/reference/service-api/feedback/feedback-payload-schema.md): Discover feedback payload schema (p…
- [Feedback Purge](https://docs.wandb.ai/weave/reference/service-api/feedback/feedback-purge.md): Permanently delete feedback.
- [Feedback Query](https://docs.wandb.ai/weave/reference/service-api/feedback/feedback-query.md): Query for feedback.
- [Feedback Replace](https://docs.wandb.ai/weave/reference/service-api/feedback/feedback-replace.md)
- [Feedback Stats](https://docs.wandb.ai/weave/reference/service-api/feedback/feedback-stats.md): Return aggregated feedback statisti…
- [File Content](https://docs.wandb.ai/weave/reference/service-api/files/file-content.md)
- [File Create](https://docs.wandb.ai/weave/reference/service-api/files/file-create.md)
- [Files Stats](https://docs.wandb.ai/weave/reference/service-api/files/files-stats.md)
- [Image Create](https://docs.wandb.ai/weave/reference/service-api/images/image-create.md)
- [Inference Analysis Artificialanalysis Models](https://docs.wandb.ai/weave/reference/service-api/inference/inference-analysis-artificialanalysis-models.md): Returns a list of available models…
- [Inference Catalog Models](https://docs.wandb.ai/weave/reference/service-api/inference/inference-catalog-models.md): Returns a list of available Serverl…
- [Inference Modelsdev Models](https://docs.wandb.ai/weave/reference/service-api/inference/inference-modelsdev-models.md): Returns the available models in the…
- [Inference Router Openrouter Models](https://docs.wandb.ai/weave/reference/service-api/inference/inference-router-openrouter-models.md): Returns a list of models that are a…
- [Nvidia Hardware](https://docs.wandb.ai/weave/reference/service-api/inference/nvidia-hardware.md): Returns available hardware and pric…
- [Model Create](https://docs.wandb.ai/weave/reference/service-api/models/model-create.md): Create a model object.
- [Model Delete](https://docs.wandb.ai/weave/reference/service-api/models/model-delete.md): Delete a model object. If digests a…
- [Model List](https://docs.wandb.ai/weave/reference/service-api/models/model-list.md): List model objects.
- [Model Read](https://docs.wandb.ai/weave/reference/service-api/models/model-read.md): Get a model object.
- [Aliases List](https://docs.wandb.ai/weave/reference/service-api/objects/aliases-list.md): List all aliases in a project.
- [Obj Add Tags](https://docs.wandb.ai/weave/reference/service-api/objects/obj-add-tags.md): Add tags to an object version.
- [Obj Create](https://docs.wandb.ai/weave/reference/service-api/objects/obj-create.md)
- [Obj Delete](https://docs.wandb.ai/weave/reference/service-api/objects/obj-delete.md)
- [Obj Read](https://docs.wandb.ai/weave/reference/service-api/objects/obj-read.md)
- [Obj Remove Aliases](https://docs.wandb.ai/weave/reference/service-api/objects/obj-remove-aliases.md): Remove aliases from an object.
- [Obj Remove Tags](https://docs.wandb.ai/weave/reference/service-api/objects/obj-remove-tags.md): Remove tags from an object version.
- [Obj Set Aliases](https://docs.wandb.ai/weave/reference/service-api/objects/obj-set-aliases.md): Set aliases for an object version.
- [Objs Query](https://docs.wandb.ai/weave/reference/service-api/objects/objs-query.md)
- [Tags List](https://docs.wandb.ai/weave/reference/service-api/objects/tags-list.md): List all tags in a project.
- [Export Trace](https://docs.wandb.ai/weave/reference/service-api/opentelemetry/export-trace.md)
- [Op Create](https://docs.wandb.ai/weave/reference/service-api/ops/op-create.md): Create an op object.
- [Op Delete](https://docs.wandb.ai/weave/reference/service-api/ops/op-delete.md): Delete an op object. If digests are…
- [Op List](https://docs.wandb.ai/weave/reference/service-api/ops/op-list.md): List op objects.
- [Op Read](https://docs.wandb.ai/weave/reference/service-api/ops/op-read.md): Get an op object.
- [Prediction Create](https://docs.wandb.ai/weave/reference/service-api/predictions/prediction-create.md): Create a prediction.
- [Prediction Delete](https://docs.wandb.ai/weave/reference/service-api/predictions/prediction-delete.md): Delete predictions.
- [Prediction Finish](https://docs.wandb.ai/weave/reference/service-api/predictions/prediction-finish.md): Finish a prediction.
- [Prediction List](https://docs.wandb.ai/weave/reference/service-api/predictions/prediction-list.md): List predictions.
- [Prediction Read](https://docs.wandb.ai/weave/reference/service-api/predictions/prediction-read.md): Read a prediction.
- [Refs Read Batch](https://docs.wandb.ai/weave/reference/service-api/refs/refs-read-batch.md)
- [Link To Registry](https://docs.wandb.ai/weave/reference/service-api/registry/link-to-registry.md)
- [Scorer Create](https://docs.wandb.ai/weave/reference/service-api/scorers/scorer-create.md): Create a scorer object.
- [Scorer Delete](https://docs.wandb.ai/weave/reference/service-api/scorers/scorer-delete.md): Delete a scorer object.
- [Scorer List](https://docs.wandb.ai/weave/reference/service-api/scorers/scorer-list.md): List scorer objects.
- [Scorer Read](https://docs.wandb.ai/weave/reference/service-api/scorers/scorer-read.md): Get a scorer object.
- [Calls Score](https://docs.wandb.ai/weave/reference/service-api/scores/calls-score.md)
- [Score Create](https://docs.wandb.ai/weave/reference/service-api/scores/score-create.md): Create a score.
- [Score Delete](https://docs.wandb.ai/weave/reference/service-api/scores/score-delete.md): Delete scores.
- [Score List](https://docs.wandb.ai/weave/reference/service-api/scores/score-list.md): List scores.
- [Score Read](https://docs.wandb.ai/weave/reference/service-api/scores/score-read.md): Read a score.
- [Get Caller Location](https://docs.wandb.ai/weave/reference/service-api/service/get-caller-location.md): Lookup the geographic location of a…
- [Projects Info](https://docs.wandb.ai/weave/reference/service-api/service/projects-info.md)
- [Read Root](https://docs.wandb.ai/weave/reference/service-api/service/read-root.md)
- [Read Version](https://docs.wandb.ai/weave/reference/service-api/service/read-version.md)
- [Server Info](https://docs.wandb.ai/weave/reference/service-api/service/server-info.md)
- [Table Create](https://docs.wandb.ai/weave/reference/service-api/tables/table-create.md)
- [Table Create From Digests](https://docs.wandb.ai/weave/reference/service-api/tables/table-create-from-digests.md)
- [Table Query](https://docs.wandb.ai/weave/reference/service-api/tables/table-query.md)
- [Table Query Stats](https://docs.wandb.ai/weave/reference/service-api/tables/table-query-stats.md)
- [Table Query Stats Batch](https://docs.wandb.ai/weave/reference/service-api/tables/table-query-stats-batch.md)
- [Table Update](https://docs.wandb.ai/weave/reference/service-api/tables/table-update.md)
- [Threads Query Stream](https://docs.wandb.ai/weave/reference/service-api/threads/threads-query-stream.md)
- [weave](https://docs.wandb.ai/weave/reference/typescript-sdk.md): TypeScript SDK reference
- [Class: Conversation](https://docs.wandb.ai/weave/reference/typescript-sdk/classes/conversation.md): TypeScript SDK reference
- [Class: Dataset<R>](https://docs.wandb.ai/weave/reference/typescript-sdk/classes/dataset.md): TypeScript SDK reference
- [Class: Evaluation<R, E, M>](https://docs.wandb.ai/weave/reference/typescript-sdk/classes/evaluation.md): TypeScript SDK reference
- [Class: EvaluationLogger](https://docs.wandb.ai/weave/reference/typescript-sdk/classes/evaluationlogger.md): TypeScript SDK reference
- [Class: LLM](https://docs.wandb.ai/weave/reference/typescript-sdk/classes/llm.md): TypeScript SDK reference
- [Class: MessagesPrompt](https://docs.wandb.ai/weave/reference/typescript-sdk/classes/messagesprompt.md): TypeScript SDK reference
- [Class: ObjectRef](https://docs.wandb.ai/weave/reference/typescript-sdk/classes/objectref.md): TypeScript SDK reference
- [Class: ScoreLogger](https://docs.wandb.ai/weave/reference/typescript-sdk/classes/scorelogger.md): TypeScript SDK reference
- [Class: StringPrompt](https://docs.wandb.ai/weave/reference/typescript-sdk/classes/stringprompt.md): TypeScript SDK reference
- [Class: SubAgent](https://docs.wandb.ai/weave/reference/typescript-sdk/classes/subagent.md): TypeScript SDK reference
- [Class: Tool](https://docs.wandb.ai/weave/reference/typescript-sdk/classes/tool.md): TypeScript SDK reference
- [Class: Turn](https://docs.wandb.ai/weave/reference/typescript-sdk/classes/turn.md): TypeScript SDK reference
- [Class: WeaveAdkPlugin](https://docs.wandb.ai/weave/reference/typescript-sdk/classes/weaveadkplugin.md): TypeScript SDK reference
- [Class: WeaveClient](https://docs.wandb.ai/weave/reference/typescript-sdk/classes/weaveclient.md): TypeScript SDK reference
- [Class: WeaveObject](https://docs.wandb.ai/weave/reference/typescript-sdk/classes/weaveobject.md): TypeScript SDK reference
- [createOpenAIAgentsTracingProcessor](https://docs.wandb.ai/weave/reference/typescript-sdk/functions/createopenaiagentstracingprocessor.md): TypeScript SDK reference
- [createOtelExtension](https://docs.wandb.ai/weave/reference/typescript-sdk/functions/createotelextension.md): TypeScript SDK reference
- [endConversation](https://docs.wandb.ai/weave/reference/typescript-sdk/functions/endconversation.md): TypeScript SDK reference
- [endLLM](https://docs.wandb.ai/weave/reference/typescript-sdk/functions/endllm.md): TypeScript SDK reference
- [endSession](https://docs.wandb.ai/weave/reference/typescript-sdk/functions/endsession.md): TypeScript SDK reference
- [endTurn](https://docs.wandb.ai/weave/reference/typescript-sdk/functions/endturn.md): TypeScript SDK reference
- [flushOTel](https://docs.wandb.ai/weave/reference/typescript-sdk/functions/flushotel.md): TypeScript SDK reference
- [getCurrentConversation](https://docs.wandb.ai/weave/reference/typescript-sdk/functions/getcurrentconversation.md): TypeScript SDK reference
- [getCurrentLLM](https://docs.wandb.ai/weave/reference/typescript-sdk/functions/getcurrentllm.md): TypeScript SDK reference
- [getCurrentSession](https://docs.wandb.ai/weave/reference/typescript-sdk/functions/getcurrentsession.md): TypeScript SDK reference
- [getCurrentTurn](https://docs.wandb.ai/weave/reference/typescript-sdk/functions/getcurrentturn.md): TypeScript SDK reference
- [init](https://docs.wandb.ai/weave/reference/typescript-sdk/functions/init.md): TypeScript SDK reference
- [instrumentOpenAIAgents](https://docs.wandb.ai/weave/reference/typescript-sdk/functions/instrumentopenaiagents.md): TypeScript SDK reference
- [login](https://docs.wandb.ai/weave/reference/typescript-sdk/functions/login.md): TypeScript SDK reference
- [op](https://docs.wandb.ai/weave/reference/typescript-sdk/functions/op.md): TypeScript SDK reference
- [patchRealtimeSession](https://docs.wandb.ai/weave/reference/typescript-sdk/functions/patchrealtimesession.md): TypeScript SDK reference
- [requireCurrentCallStackEntry](https://docs.wandb.ai/weave/reference/typescript-sdk/functions/requirecurrentcallstackentry.md): TypeScript SDK reference
- [requireCurrentChildSummary](https://docs.wandb.ai/weave/reference/typescript-sdk/functions/requirecurrentchildsummary.md): TypeScript SDK reference
- [runIsolated](https://docs.wandb.ai/weave/reference/typescript-sdk/functions/runisolated.md): TypeScript SDK reference
- [startConversation](https://docs.wandb.ai/weave/reference/typescript-sdk/functions/startconversation.md): TypeScript SDK reference
- [startLLM](https://docs.wandb.ai/weave/reference/typescript-sdk/functions/startllm.md): TypeScript SDK reference
- [startSession](https://docs.wandb.ai/weave/reference/typescript-sdk/functions/startsession.md): TypeScript SDK reference
- [startSubagent](https://docs.wandb.ai/weave/reference/typescript-sdk/functions/startsubagent.md): TypeScript SDK reference
- [startTool](https://docs.wandb.ai/weave/reference/typescript-sdk/functions/starttool.md): TypeScript SDK reference
- [startTurn](https://docs.wandb.ai/weave/reference/typescript-sdk/functions/startturn.md): TypeScript SDK reference
- [weaveAudio](https://docs.wandb.ai/weave/reference/typescript-sdk/functions/weaveaudio.md): TypeScript SDK reference
- [weaveImage](https://docs.wandb.ai/weave/reference/typescript-sdk/functions/weaveimage.md): TypeScript SDK reference
- [withAttributes](https://docs.wandb.ai/weave/reference/typescript-sdk/functions/withattributes.md): TypeScript SDK reference
- [wrapClaudeAgentSdk](https://docs.wandb.ai/weave/reference/typescript-sdk/functions/wrapclaudeagentsdk.md): TypeScript SDK reference
- [wrapGoogleGenAI](https://docs.wandb.ai/weave/reference/typescript-sdk/functions/wrapgooglegenai.md): TypeScript SDK reference
- [wrapOpenAI](https://docs.wandb.ai/weave/reference/typescript-sdk/functions/wrapopenai.md): TypeScript SDK reference
- [Interface: CallSchema](https://docs.wandb.ai/weave/reference/typescript-sdk/interfaces/callschema.md): TypeScript SDK reference
- [Interface: CallsFilter](https://docs.wandb.ai/weave/reference/typescript-sdk/interfaces/callsfilter.md): TypeScript SDK reference
- [Interface: ConversationInit](https://docs.wandb.ai/weave/reference/typescript-sdk/interfaces/conversationinit.md): TypeScript SDK reference
- [Interface: GetAgentsOptions](https://docs.wandb.ai/weave/reference/typescript-sdk/interfaces/getagentsoptions.md): TypeScript SDK reference
- [Interface: GetAgentSpansOptions](https://docs.wandb.ai/weave/reference/typescript-sdk/interfaces/getagentspansoptions.md): TypeScript SDK reference
- [Interface: GetAgentTurnOptions](https://docs.wandb.ai/weave/reference/typescript-sdk/interfaces/getagentturnoptions.md): TypeScript SDK reference
- [Interface: GetAgentTurnsOptions](https://docs.wandb.ai/weave/reference/typescript-sdk/interfaces/getagentturnsoptions.md): TypeScript SDK reference
- [Interface: GetAgentVersionsOptions](https://docs.wandb.ai/weave/reference/typescript-sdk/interfaces/getagentversionsoptions.md): TypeScript SDK reference
- [Interface: GetCallsOptions](https://docs.wandb.ai/weave/reference/typescript-sdk/interfaces/getcallsoptions.md): TypeScript SDK reference
- [Interface: HttpResponse<D, E>](https://docs.wandb.ai/weave/reference/typescript-sdk/interfaces/httpresponse.md): TypeScript SDK reference
- [Interface: HTTPValidationError](https://docs.wandb.ai/weave/reference/typescript-sdk/interfaces/httpvalidationerror.md): TypeScript SDK reference
- [Interface: LLMInit](https://docs.wandb.ai/weave/reference/typescript-sdk/interfaces/llminit.md): TypeScript SDK reference
- [Interface: Message](https://docs.wandb.ai/weave/reference/typescript-sdk/interfaces/message.md): TypeScript SDK reference
- [Interface: Query](https://docs.wandb.ai/weave/reference/typescript-sdk/interfaces/query.md): TypeScript SDK reference
- [Interface: Reasoning](https://docs.wandb.ai/weave/reference/typescript-sdk/interfaces/reasoning.md): TypeScript SDK reference
- [Interface: SortBy](https://docs.wandb.ai/weave/reference/typescript-sdk/interfaces/sortby.md): TypeScript SDK reference
- [Interface: SubAgentInit](https://docs.wandb.ai/weave/reference/typescript-sdk/interfaces/subagentinit.md): TypeScript SDK reference
- [Interface: ToolInit](https://docs.wandb.ai/weave/reference/typescript-sdk/interfaces/toolinit.md): TypeScript SDK reference
- [Interface: TurnInit](https://docs.wandb.ai/weave/reference/typescript-sdk/interfaces/turninit.md): TypeScript SDK reference
- [Interface: Usage](https://docs.wandb.ai/weave/reference/typescript-sdk/interfaces/usage.md): TypeScript SDK reference
- [Interface: WeaveAudio](https://docs.wandb.ai/weave/reference/typescript-sdk/interfaces/weaveaudio.md): TypeScript SDK reference
- [Interface: WeaveImage](https://docs.wandb.ai/weave/reference/typescript-sdk/interfaces/weaveimage.md): TypeScript SDK reference
- [Agent](https://docs.wandb.ai/weave/reference/typescript-sdk/type-aliases/agent.md): TypeScript SDK reference
- [AgentMessage](https://docs.wandb.ai/weave/reference/typescript-sdk/type-aliases/agentmessage.md): TypeScript SDK reference
- [AgentSpan](https://docs.wandb.ai/weave/reference/typescript-sdk/type-aliases/agentspan.md): TypeScript SDK reference
- [AgentTurn](https://docs.wandb.ai/weave/reference/typescript-sdk/type-aliases/agentturn.md): TypeScript SDK reference
- [AgentVersion](https://docs.wandb.ai/weave/reference/typescript-sdk/type-aliases/agentversion.md): TypeScript SDK reference
- [GetAgentSpansResult](https://docs.wandb.ai/weave/reference/typescript-sdk/type-aliases/getagentspansresult.md): TypeScript SDK reference
- [GetAgentsResult](https://docs.wandb.ai/weave/reference/typescript-sdk/type-aliases/getagentsresult.md): TypeScript SDK reference
- [GetAgentTurnResult](https://docs.wandb.ai/weave/reference/typescript-sdk/type-aliases/getagentturnresult.md): TypeScript SDK reference
- [GetAgentTurnsResult](https://docs.wandb.ai/weave/reference/typescript-sdk/type-aliases/getagentturnsresult.md): TypeScript SDK reference
- [GetAgentVersionsResult](https://docs.wandb.ai/weave/reference/typescript-sdk/type-aliases/getagentversionsresult.md): TypeScript SDK reference
- [MessagePart](https://docs.wandb.ai/weave/reference/typescript-sdk/type-aliases/messagepart.md): TypeScript SDK reference
- [Modality](https://docs.wandb.ai/weave/reference/typescript-sdk/type-aliases/modality.md): TypeScript SDK reference
- [Op](https://docs.wandb.ai/weave/reference/typescript-sdk/type-aliases/op.md): TypeScript SDK reference
- [OpDecorator](https://docs.wandb.ai/weave/reference/typescript-sdk/type-aliases/opdecorator.md): TypeScript SDK reference
- [Response](https://docs.wandb.ai/weave/reference/typescript-sdk/type-aliases/response.md): TypeScript SDK reference
- [Role](https://docs.wandb.ai/weave/reference/typescript-sdk/type-aliases/role.md): TypeScript SDK reference
- [Session](https://docs.wandb.ai/weave/reference/typescript-sdk/type-aliases/session.md): TypeScript SDK reference
- [SessionInit](https://docs.wandb.ai/weave/reference/typescript-sdk/type-aliases/sessioninit.md): TypeScript SDK reference
- [Settings](https://docs.wandb.ai/weave/reference/typescript-sdk/type-aliases/settings.md): TypeScript SDK reference
- [Build an evaluation](https://docs.wandb.ai/weave/tutorial-eval.md): Learn how to build an evaluation pi…
- [Evaluate RAG applications](https://docs.wandb.ai/weave/tutorial-rag.md): Build and evaluate RAG applications…
- [Trace nested functions](https://docs.wandb.ai/weave/tutorial-tracing_2.md): Learn how to track deeply nested Ca…
- [Tutorial: App versioning](https://docs.wandb.ai/weave/tutorial-weave_models.md): Learn how to use Weave Model to tra…

## OpenAPI Specs

- [openapi](https://docs.wandb.ai/serverless-training/api-reference/openapi.json)