# Weights & Biases Documentation ## Docs - [Create Chat Completion](https://wb-21fd5541-weave-caching.mintlify.app/api-reference/chat-completions/create-chat-completion.md): Create a new chat completion. - [Create Chat Completion](https://wb-21fd5541-weave-caching.mintlify.app/api-reference/chat-completions/create-chat-completion-1.md): Create a new chat completion. - [Health Check](https://wb-21fd5541-weave-caching.mintlify.app/api-reference/health/health-check.md) - [System Check](https://wb-21fd5541-weave-caching.mintlify.app/api-reference/health/system-check.md): Check health of all system components. - [Create Model](https://wb-21fd5541-weave-caching.mintlify.app/api-reference/models/create-model.md): Create a new model. - [Delete Model](https://wb-21fd5541-weave-caching.mintlify.app/api-reference/models/delete-model.md): Delete a model, all its checkpoints, artifacts, and the associated W&B run. - [Delete Model Checkpoints](https://wb-21fd5541-weave-caching.mintlify.app/api-reference/models/delete-model-checkpoints.md): Delete specific checkpoints for a model. - [List Model Checkpoints](https://wb-21fd5541-weave-caching.mintlify.app/api-reference/models/list-model-checkpoints.md) - [Log](https://wb-21fd5541-weave-caching.mintlify.app/api-reference/models/log.md): Log trajectories and calculate metrics. - [Create RL Training Job](https://wb-21fd5541-weave-caching.mintlify.app/api-reference/training-jobs/create-rl-training-job.md) - [Create SFT Training Job](https://wb-21fd5541-weave-caching.mintlify.app/api-reference/training-jobs/create-sft-training-job.md): Create a new SFT (Supervised Fine-Tuning) training job. - [Get Training Job](https://wb-21fd5541-weave-caching.mintlify.app/api-reference/training-jobs/get-training-job.md): Get a training job by ID. - [Get Training Job Events](https://wb-21fd5541-weave-caching.mintlify.app/api-reference/training-jobs/get-training-job-events.md): Get events for a training job. - [W&B Tutorials & Blog](https://wb-21fd5541-weave-caching.mintlify.app/blog.md) - [W&B Courses](https://wb-21fd5541-weave-caching.mintlify.app/courses.md) - [Get Started with Weights & Biases](https://wb-21fd5541-weave-caching.mintlify.app/get-started.md): Choose the right W&B product for your use case and learn how to get started - [Weights & Biases Documentation](https://wb-21fd5541-weave-caching.mintlify.app/index.md): View the documentation for all Weights & Biases products - [W&B Inference](https://wb-21fd5541-weave-caching.mintlify.app/inference.md): Access open-source foundation models through W&B Weave and an OpenAI-compatible API - [API Overview](https://wb-21fd5541-weave-caching.mintlify.app/inference/api-reference.md): Complete API reference for W&B Inference service - [Chat Completions](https://wb-21fd5541-weave-caching.mintlify.app/inference/api-reference/chat-completions.md): Create chat completions using the OpenAI-compatible endpoint - [API Errors](https://wb-21fd5541-weave-caching.mintlify.app/inference/api-reference/errors.md): Common API errors and how to resolve them - [List Models](https://wb-21fd5541-weave-caching.mintlify.app/inference/api-reference/list-models.md): Get all available models and their IDs - [Usage Examples](https://wb-21fd5541-weave-caching.mintlify.app/inference/examples.md): Learn how to use W&B Inference with practical code examples - [Model Lifecycle](https://wb-21fd5541-weave-caching.mintlify.app/inference/lifecycle.md): Learn about W&B Inference model lifecycle and retirement - [Use Serverless LoRA Inference](https://wb-21fd5541-weave-caching.mintlify.app/inference/lora.md): Bring your own custom LoRA for serving fine-tuned models on W&B Inference. - [Available Models](https://wb-21fd5541-weave-caching.mintlify.app/inference/models.md): Browse the foundation models available through W&B Inference - [Prerequisites](https://wb-21fd5541-weave-caching.mintlify.app/inference/prerequisites.md): Set up your environment to use W&B Inference - [Enable JSON mode](https://wb-21fd5541-weave-caching.mintlify.app/inference/response-settings/json-mode.md): How to use JSON mode with W&B Inference - [View reasoning information](https://wb-21fd5541-weave-caching.mintlify.app/inference/response-settings/reasoning.md): How to return and view reasoning in your W&B Inference responses - [Enable streaming responses](https://wb-21fd5541-weave-caching.mintlify.app/inference/response-settings/streaming.md): How to use streaming output with W&B Inference - [Enable structured output](https://wb-21fd5541-weave-caching.mintlify.app/inference/response-settings/structured-output.md): How to configure structured output in W&B Inference responses - [Call tools](https://wb-21fd5541-weave-caching.mintlify.app/inference/response-settings/tool-calling.md): How to call tools with W&B Inference - [Creating a fine-tuned LoRA](https://wb-21fd5541-weave-caching.mintlify.app/inference/tutorials/creating-lora.md): Learn how to create a fine-tuned LoRA to use with W&B Inference. - [Cline with W&B Inference](https://wb-21fd5541-weave-caching.mintlify.app/inference/tutorials/integration-cline.md): Learn how to configure the Cline coding agent to use W&B Inference. - [UI Guide](https://wb-21fd5541-weave-caching.mintlify.app/inference/ui-guide.md): Access W&B Inference models through the web interface - [Usage Information and Limits](https://wb-21fd5541-weave-caching.mintlify.app/inference/usage-limits.md): Understand pricing, usage limits, and account restrictions for W&B Inference - [W&B Models](https://wb-21fd5541-weave-caching.mintlify.app/models.md) - [Console logs](https://wb-21fd5541-weave-caching.mintlify.app/models/app/console-logs.md) - [Manage workspace, section, and panel settings](https://wb-21fd5541-weave-caching.mintlify.app/models/app/features/cascade-settings.md) - [Custom charts overview](https://wb-21fd5541-weave-caching.mintlify.app/models/app/features/custom-charts.md): Create custom charts in W&B projects with Vega visualizations - [Tutorial: Use custom charts](https://wb-21fd5541-weave-caching.mintlify.app/models/app/features/custom-charts/walkthrough.md): Tutorial of using the custom charts feature in the W&B UI - [Panels](https://wb-21fd5541-weave-caching.mintlify.app/models/app/features/panels.md): Use and customize workspace panels to visualize your logged data - [Bar plots](https://wb-21fd5541-weave-caching.mintlify.app/models/app/features/panels/bar-plot.md): Visualize metrics, customize axes, and compare categorical data as bars. - [Save and diff code](https://wb-21fd5541-weave-caching.mintlify.app/models/app/features/panels/code.md) - [Line plots overview](https://wb-21fd5541-weave-caching.mintlify.app/models/app/features/panels/line-plot.md): Visualize metrics, customize axes, and compare multiple lines on a plot - [Line plot reference](https://wb-21fd5541-weave-caching.mintlify.app/models/app/features/panels/line-plot/reference.md) - [Point aggregation](https://wb-21fd5541-weave-caching.mintlify.app/models/app/features/panels/line-plot/sampling.md) - [Smooth line plots](https://wb-21fd5541-weave-caching.mintlify.app/models/app/features/panels/line-plot/smoothing.md): In line plots, use smoothing to see trends in noisy data. - [Media panels](https://wb-21fd5541-weave-caching.mintlify.app/models/app/features/panels/media.md) - [Parallel coordinates](https://wb-21fd5541-weave-caching.mintlify.app/models/app/features/panels/parallel-coordinates.md): Compare results across machine learning experiments - [Parameter importance](https://wb-21fd5541-weave-caching.mintlify.app/models/app/features/panels/parameter-importance.md): Visualize the relationships between your model's hyperparameters and output metrics - [Query panels overview](https://wb-21fd5541-weave-caching.mintlify.app/models/app/features/panels/query-panels.md): Some features on this page are in beta, hidden behind a feature flag. Add `weave-plot` to your bio on your profile page to unlock all related features. - [Embed objects](https://wb-21fd5541-weave-caching.mintlify.app/models/app/features/panels/query-panels/embedding-projector.md): W&B's Embedding Projector allows users to plot multi-dimensional embeddings on a 2D plane using common dimension reduction algorithms like PCA, UMAP, and t-SNE. - [Compare run metrics](https://wb-21fd5541-weave-caching.mintlify.app/models/app/features/panels/run-comparer.md): Compare metrics across multiple runs - [Scatter plots](https://wb-21fd5541-weave-caching.mintlify.app/models/app/features/panels/scatter-plot.md) - [Keyboard shortcuts](https://wb-21fd5541-weave-caching.mintlify.app/models/app/keyboard-shortcuts.md): Learn about the keyboard shortcuts available in W&B. - [Artifacts overview](https://wb-21fd5541-weave-caching.mintlify.app/models/artifacts.md): Overview of W&B Artifacts, how they work, and how to get started using them. - [Tutorial: Create, track, and use a dataset artifact](https://wb-21fd5541-weave-caching.mintlify.app/models/artifacts/artifacts-walkthrough.md): Create, track, and use a dataset artifact with W&B. - [Create an artifact](https://wb-21fd5541-weave-caching.mintlify.app/models/artifacts/construct-an-artifact.md): Create and log a W&B Artifact. Learn how to add one or more files or a URI reference to an Artifact. - [Create an artifact alias](https://wb-21fd5541-weave-caching.mintlify.app/models/artifacts/create-a-custom-alias.md): Create custom aliases for W&B Artifacts. - [Create an artifact version](https://wb-21fd5541-weave-caching.mintlify.app/models/artifacts/create-a-new-artifact-version.md): Create a new artifact version from a single run or from a distributed process. - [Artifact data privacy and compliance](https://wb-21fd5541-weave-caching.mintlify.app/models/artifacts/data-privacy-and-compliance.md): Learn where W&B files are stored by default. Explore how to save, store sensitive information. - [Delete an artifact](https://wb-21fd5541-weave-caching.mintlify.app/models/artifacts/delete-artifacts.md): Delete artifacts interactively with the App UI or programmatically with the W&B Python SDK. - [Download and use artifacts](https://wb-21fd5541-weave-caching.mintlify.app/models/artifacts/download-and-use-an-artifact.md): Download and use Artifacts from multiple projects. - [Explore artifact lineage graphs](https://wb-21fd5541-weave-caching.mintlify.app/models/artifacts/explore-and-traverse-an-artifact-graph.md): Traverse direct acyclic W&B Artifact graphs. - [Manage artifact storage and memory allocation](https://wb-21fd5541-weave-caching.mintlify.app/models/artifacts/storage.md): Manage storage, memory allocation of W&B Artifacts. - [Track external files](https://wb-21fd5541-weave-caching.mintlify.app/models/artifacts/track-external-files.md): Track files saved in an external bucket, HTTP file server, or an NFS share. - [Manage artifact data retention](https://wb-21fd5541-weave-caching.mintlify.app/models/artifacts/ttl.md): Time to live policies (TTL) - [Update an artifact](https://wb-21fd5541-weave-caching.mintlify.app/models/artifacts/update-an-artifact.md): Update an existing Artifact inside and outside of a W&B Run. - [Automations overview](https://wb-21fd5541-weave-caching.mintlify.app/models/automations.md): Use W&B Automations for triggering workflows based on events in W&B - [Automation events and scopes](https://wb-21fd5541-weave-caching.mintlify.app/models/automations/automation-events.md) - [Overview](https://wb-21fd5541-weave-caching.mintlify.app/models/automations/create-automations.md): Create and manage W&B automations to streamline your ML workflows - [Create a Slack automation](https://wb-21fd5541-weave-caching.mintlify.app/models/automations/create-automations/slack.md) - [Create a webhook automation](https://wb-21fd5541-weave-caching.mintlify.app/models/automations/create-automations/webhook.md) - [View an automation's history](https://wb-21fd5541-weave-caching.mintlify.app/models/automations/view-automation-history.md) - [Integrations overview](https://wb-21fd5541-weave-caching.mintlify.app/models/integrations.md): Explore W&B integrations with ML frameworks, cloud platforms, and workflow orchestration tools - [Hugging Face Accelerate](https://wb-21fd5541-weave-caching.mintlify.app/models/integrations/accelerate.md): Training and inference at scale made simple, efficient and adaptable - [Add W&B to a Python library](https://wb-21fd5541-weave-caching.mintlify.app/models/integrations/add-wandb-to-any-library.md) - [Azure OpenAI Fine-Tuning](https://wb-21fd5541-weave-caching.mintlify.app/models/integrations/azure-openai-fine-tuning.md): How to Fine-Tune Azure OpenAI models using W&B. - [Hugging Face Diffusers](https://wb-21fd5541-weave-caching.mintlify.app/models/integrations/diffusers.md) - [Hugging Face](https://wb-21fd5541-weave-caching.mintlify.app/models/integrations/huggingface.md) - [Hugging Face Transformers](https://wb-21fd5541-weave-caching.mintlify.app/models/integrations/huggingface_transformers.md) - [Hydra](https://wb-21fd5541-weave-caching.mintlify.app/models/integrations/hydra.md): How to integrate W&B with Hydra. - [PyTorch Ignite](https://wb-21fd5541-weave-caching.mintlify.app/models/integrations/ignite.md): How to integrate W&B with PyTorch Ignite. - [Keras](https://wb-21fd5541-weave-caching.mintlify.app/models/integrations/keras.md) - [PyTorch Lightning](https://wb-21fd5541-weave-caching.mintlify.app/models/integrations/lightning.md) - [OpenAI API](https://wb-21fd5541-weave-caching.mintlify.app/models/integrations/openai-api.md): How to use W&B with the OpenAI API. - [OpenAI Fine-Tuning](https://wb-21fd5541-weave-caching.mintlify.app/models/integrations/openai-fine-tuning.md): How to Fine-Tune OpenAI models using W&B. - [OpenAI Gym](https://wb-21fd5541-weave-caching.mintlify.app/models/integrations/openai-gym.md): How to integrate W&B with OpenAI Gym. - [PyTorch](https://wb-21fd5541-weave-caching.mintlify.app/models/integrations/pytorch.md) - [PyTorch Geometric](https://wb-21fd5541-weave-caching.mintlify.app/models/integrations/pytorch-geometric.md) - [Hugging Face Simple Transformers](https://wb-21fd5541-weave-caching.mintlify.app/models/integrations/simpletransformers.md): How to integrate W&B with the Transformers library by Hugging Face. - [TensorFlow](https://wb-21fd5541-weave-caching.mintlify.app/models/integrations/tensorflow.md) - [Pytorch torchtune](https://wb-21fd5541-weave-caching.mintlify.app/models/integrations/torchtune.md) - [XGBoost](https://wb-21fd5541-weave-caching.mintlify.app/models/integrations/xgboost.md): Track your trees with W&B. - [YOLOv5](https://wb-21fd5541-weave-caching.mintlify.app/models/integrations/yolov5.md) - [YOLOX](https://wb-21fd5541-weave-caching.mintlify.app/models/integrations/yolox.md): How to integrate W&B with YOLOX. - [LLM Evaluation Jobs](https://wb-21fd5541-weave-caching.mintlify.app/models/launch.md): Evaluate model checkpoints or hosted API models within W&B and analyze the results using automatically generated leaderboards. - [Evaluate a hosted API model](https://wb-21fd5541-weave-caching.mintlify.app/models/launch/evaluate-hosted-model.md): Evaluate a hosted API model using infrastructure managed by CoreWeave - [Evaluate a model checkpoint](https://wb-21fd5541-weave-caching.mintlify.app/models/launch/evaluate-model-checkpoint.md): Evaluate a VLLM-compatible model checkpoint using infrastructure managed by CoreWeave - [Evaluation benchmark catalog](https://wb-21fd5541-weave-caching.mintlify.app/models/launch/evaluations.md): Browse the evaluation benchmarks available through LLM Evaluation Jobs - [Get Started with W&B Models](https://wb-21fd5541-weave-caching.mintlify.app/models/models_quickstart.md) - [W&B Quickstart](https://wb-21fd5541-weave-caching.mintlify.app/models/quickstart.md): W&B Quickstart - [Reference overview](https://wb-21fd5541-weave-caching.mintlify.app/models/ref.md): Generated documentation for W&B APIs - [CLI Reference SDK 0.25.0](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli.md): Use the W&B Command Line Interface (CLI) to log in, run jobs, execute sweeps, and more using shell commands - [wandb agent](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli/wandb-agent.md) - [wandb artifact](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli/wandb-artifact.md) - [wandb artifact cache](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli/wandb-artifact/wandb-artifact-cache.md) - [wandb artifact cache cleanup](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli/wandb-artifact/wandb-artifact-cache/wandb-artifact-cache-cleanup.md) - [wandb artifact get](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli/wandb-artifact/wandb-artifact-get.md) - [wandb artifact ls](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli/wandb-artifact/wandb-artifact-ls.md) - [wandb artifact put](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli/wandb-artifact/wandb-artifact-put.md) - [wandb beta](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli/wandb-beta.md) - [wandb beta leet](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli/wandb-beta/wandb-beta-leet.md) - [wandb beta leet config](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli/wandb-beta/wandb-beta-leet/wandb-beta-leet-config.md) - [wandb beta leet run](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli/wandb-beta/wandb-beta-leet/wandb-beta-leet-run.md) - [wandb beta sync](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli/wandb-beta/wandb-beta-sync.md) - [wandb controller](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli/wandb-controller.md) - [wandb disabled](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli/wandb-disabled.md) - [wandb docker](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli/wandb-docker.md) - [wandb docker-run](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli/wandb-docker-run.md) - [wandb enabled](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli/wandb-enabled.md) - [wandb init](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli/wandb-init.md) - [wandb job](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli/wandb-job.md) - [wandb job create](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli/wandb-job/wandb-job-create.md) - [wandb job describe](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli/wandb-job/wandb-job-describe.md) - [wandb job list](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli/wandb-job/wandb-job-list.md) - [wandb local](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli/wandb-local.md) - [wandb login](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli/wandb-login.md) - [wandb off](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli/wandb-off.md) - [wandb offline](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli/wandb-offline.md) - [wandb on](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli/wandb-on.md) - [wandb online](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli/wandb-online.md) - [wandb projects](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli/wandb-projects.md) - [wandb pull](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli/wandb-pull.md) - [wandb restore](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli/wandb-restore.md) - [wandb server](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli/wandb-server.md) - [wandb server start](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli/wandb-server/wandb-server-start.md) - [wandb server stop](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli/wandb-server/wandb-server-stop.md) - [wandb status](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli/wandb-status.md) - [wandb sweep](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli/wandb-sweep.md) - [wandb sync](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli/wandb-sync.md) - [wandb verify](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/cli/wandb-verify.md) - [Python SDK 0.25.0](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python.md) - [Automations overview](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/automations.md): Use the W&B Automations API to create and manage automated workflows in your ML pipelines - [Automation](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/automations/automation.md) - [DoNothing](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/automations/donothing.md) - [MetricChangeFilter](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/automations/metricchangefilter.md) - [MetricThresholdFilter](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/automations/metricthresholdfilter.md) - [MetricZScoreFilter](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/automations/metriczscorefilter.md) - [NewAutomation](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/automations/newautomation.md) - [OnAddArtifactAlias](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/automations/onaddartifactalias.md) - [OnCreateArtifact](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/automations/oncreateartifact.md) - [OnLinkArtifact](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/automations/onlinkartifact.md) - [OnRunMetric](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/automations/onrunmetric.md) - [OnRunState](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/automations/onrunstate.md) - [RunStateFilter](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/automations/runstatefilter.md) - [SendNotification](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/automations/sendnotification.md) - [SendWebhook](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/automations/sendwebhook.md) - [Custom Charts overview](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/custom-charts.md): Use custom charts in the W&B Python SDK for interactive visualizations in project dashboards - [bar()](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/custom-charts/bar.md) - [confusion_matrix()](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/custom-charts/confusion_matrix.md) - [histogram](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/custom-charts/histogram.md) - [line()](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/custom-charts/line.md) - [line_series()](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/custom-charts/line_series.md) - [plot_table()](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/custom-charts/plot_table.md) - [pr_curve()](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/custom-charts/pr_curve.md) - [roc_curve()](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/custom-charts/roc_curve.md) - [scatter()](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/custom-charts/scatter.md) - [Data Types overview](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/data-types.md): Data Types in the W&B Python SDK for logging media and structured data - [Audio](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/data-types/audio.md) - [box3d()](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/data-types/box3d.md) - [Histogram](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/data-types/histogram.md) - [Html](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/data-types/html.md) - [Image](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/data-types/image.md) - [Molecule](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/data-types/molecule.md) - [Object3D](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/data-types/object3d.md) - [Plotly](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/data-types/plotly.md) - [Table](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/data-types/table.md) - [Video](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/data-types/video.md) - [Experiments overview](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/experiments.md): Use foundational classes in the W&B Python SDK for tracking experiments and managing artifacts - [Artifact](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/experiments/artifact.md) - [Run](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/experiments/run.md) - [Settings](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/experiments/settings.md) - [System Metrics Reference](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/experiments/system-metrics.md): Metrics automatically logged by W&B. - [Global Functions overview](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/functions.md): Global functions in the W&B Python SDK - [agent()](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/functions/agent.md) - [controller()](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/functions/controller.md) - [finish()](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/functions/finish.md) - [init()](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/functions/init.md) - [login()](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/functions/login.md) - [restore()](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/functions/restore.md) - [setup()](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/functions/setup.md) - [sweep()](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/functions/sweep.md) - [teardown()](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/functions/teardown.md) - [Public API overview](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/public-api.md): Use the W&B Public API to programmatically access and manage W&B data - [Api](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/public-api/api.md) - [ArtifactCollection](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/public-api/artifactcollection.md) - [ArtifactCollections](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/public-api/artifactcollections.md) - [ArtifactFiles](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/public-api/artifactfiles.md) - [Artifacts](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/public-api/artifacts.md) - [ArtifactType](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/public-api/artifacttype.md) - [ArtifactTypes](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/public-api/artifacttypes.md) - [Automations](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/public-api/automations.md) - [BetaReport](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/public-api/betareport.md) - [DownloadHistoryResult](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/public-api/downloadhistoryresult.md) - [File](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/public-api/file.md) - [Files](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/public-api/files.md) - [IncompleteRunHistoryError](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/public-api/incompleterunhistoryerror.md) - [Member](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/public-api/member.md) - [Project](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/public-api/project.md) - [Projects](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/public-api/projects.md) - [Registry](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/public-api/registry.md) - [Reports](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/public-api/reports.md) - [Run](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/public-api/run.md) - [RunArtifacts](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/public-api/runartifacts.md) - [Runs](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/public-api/runs.md) - [Sweep](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/public-api/sweep.md) - [Sweeps](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/public-api/sweeps.md) - [Team](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/public-api/team.md) - [User](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/python/public-api/user.md) - [Query Expression Language overview](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/query-panel.md): A beta query language to select and aggregate data in W&B - [artifact](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/query-panel/artifact.md) - [artifactType](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/query-panel/artifact-type.md) - [artifactVersion](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/query-panel/artifact-version.md) - [audio-file](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/query-panel/audio-file.md) - [bokeh-file](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/query-panel/bokeh-file.md) - [boolean](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/query-panel/boolean.md) - [entity](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/query-panel/entity.md) - [file](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/query-panel/file.md) - [float](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/query-panel/float.md) - [html-file](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/query-panel/html-file.md) - [image-file](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/query-panel/image-file.md) - [int](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/query-panel/int.md) - [joined-table](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/query-panel/joined-table.md) - [molecule-file](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/query-panel/molecule-file.md) - [number](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/query-panel/number.md) - [object3D-file](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/query-panel/object-3-d-file.md) - [partitioned-table](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/query-panel/partitioned-table.md) - [project](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/query-panel/project.md) - [pytorch-model-file](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/query-panel/pytorch-model-file.md) - [run](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/query-panel/run.md) - [string](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/query-panel/string.md) - [table](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/query-panel/table.md) - [user](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/query-panel/user.md) - [video-file](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/query-panel/video-file.md) - [W&B SDK Python coding cheat sheet](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/sdk-coding-cheat-sheet.md): Quick reference for common W&B Python SDK patterns and code examples - [Artifacts](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/sdk-coding-cheat-sheet/artifacts.md): Create, update, download, and manage W&B Artifacts for data versioning. - [Logging](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/sdk-coding-cheat-sheet/logging.md): Log metrics, hyperparameters, tables, and custom data to W&B. - [Registry](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/sdk-coding-cheat-sheet/registry.md): Work with W&B Model Registry to organize and manage model versions. - [Runs](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/sdk-coding-cheat-sheet/runs.md): Initialize and manage W&B runs to organize your experiments and track your work. - [Reports](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/wandb_workspaces/reports.md) - [Workspaces](https://wb-21fd5541-weave-caching.mintlify.app/models/ref/wandb_workspaces/workspaces.md) - [Registry overview](https://wb-21fd5541-weave-caching.mintlify.app/models/registry.md): W&B Registry to manage and share artifact versions across your organization - [Reference an artifact version with aliases](https://wb-21fd5541-weave-caching.mintlify.app/models/registry/aliases.md) - [Configure registry access](https://wb-21fd5541-weave-caching.mintlify.app/models/registry/configure_registry.md) - [Create a collection](https://wb-21fd5541-weave-caching.mintlify.app/models/registry/create_collection.md) - [Create a registry](https://wb-21fd5541-weave-caching.mintlify.app/models/registry/create_registry.md) - [Delete registry](https://wb-21fd5541-weave-caching.mintlify.app/models/registry/delete_registry.md) - [Download an artifact from a registry](https://wb-21fd5541-weave-caching.mintlify.app/models/registry/download_use_artifact.md) - [Lineage graphs and audit history](https://wb-21fd5541-weave-caching.mintlify.app/models/registry/lineage.md): Use lineage graphs to visualize a linked artifact's history and audit a collection's history. - [Link an artifact version to a collection](https://wb-21fd5541-weave-caching.mintlify.app/models/registry/link_version.md) - [Organize versions with tags](https://wb-21fd5541-weave-caching.mintlify.app/models/registry/organize-with-tags.md): Use tags to organize collections or artifact versions within collections. You can add, remove, edit tags with the Python SDK or W&B App UI. - [Annotate collections](https://wb-21fd5541-weave-caching.mintlify.app/models/registry/registry_cards.md) - [Find registry items](https://wb-21fd5541-weave-caching.mintlify.app/models/registry/search_registry.md): Learn how to search for registries, collections, and artifact versions in the W&B Registry using the global search bar or queries. - [Reports overview](https://wb-21fd5541-weave-caching.mintlify.app/models/reports.md): Project management and collaboration tools for machine learning projects - [Clone and export reports](https://wb-21fd5541-weave-caching.mintlify.app/models/reports/clone-and-export-reports.md): Export a W&B Report as a PDF or LaTeX. - [Collaborate on reports](https://wb-21fd5541-weave-caching.mintlify.app/models/reports/collaborate-on-reports.md): Collaborate and share W&B Reports with peers, co-workers, and your team. - [Create a report](https://wb-21fd5541-weave-caching.mintlify.app/models/reports/create-a-report.md): Create a W&B Report with the W&B App or programmatically. - [Compare runs across projects](https://wb-21fd5541-weave-caching.mintlify.app/models/reports/cross-project-reports.md): Compare runs from two different projects with cross-project reports. - [Edit a report](https://wb-21fd5541-weave-caching.mintlify.app/models/reports/edit-a-report.md): Edit a report interactively with the App UI or programmatically with the W&B SDK. - [Embed a report](https://wb-21fd5541-weave-caching.mintlify.app/models/reports/embed-reports.md): Embed W&B reports directly into Notion or with an HTML IFrame element. - [Example reports](https://wb-21fd5541-weave-caching.mintlify.app/models/reports/reports-gallery.md): Reports gallery - [Overview](https://wb-21fd5541-weave-caching.mintlify.app/models/runs.md): Learn about the basic building block of W&B, Runs. - [Send an alert](https://wb-21fd5541-weave-caching.mintlify.app/models/runs/alert.md): Send alerts, triggered from your Python code, to your Slack or email - [Semantic run plot legends](https://wb-21fd5541-weave-caching.mintlify.app/models/runs/color-code-runs.md): Create semantic legends for charts - [Pin and compare runs](https://wb-21fd5541-weave-caching.mintlify.app/models/runs/compare-runs.md): Learn how to use pinned and baseline runs to keep track of important runs and efficiently evaluate model experiments. - [View runs in a project](https://wb-21fd5541-weave-caching.mintlify.app/models/runs/customize-run-display.md): Details about customizing how runs are displayed in your project's runs table - [Delete runs](https://wb-21fd5541-weave-caching.mintlify.app/models/runs/delete-runs.md): Learn how to delete runs from a W&B project using the W&B App. - [Filter runs](https://wb-21fd5541-weave-caching.mintlify.app/models/runs/filter-runs.md): Learn how to filter runs in the Runs table using the expression editor. - [Fork a run](https://wb-21fd5541-weave-caching.mintlify.app/models/runs/forking.md): Explore different parameters or models from a specific point in an experiment without impacting the original run. - [Organize runs](https://wb-21fd5541-weave-caching.mintlify.app/models/runs/grouping.md): Organize your runs into groups and other properties. - [Visualize CoreWeave infrastructure alerts](https://wb-21fd5541-weave-caching.mintlify.app/models/runs/infrastructure-alerts.md) - [Initialize runs](https://wb-21fd5541-weave-caching.mintlify.app/models/runs/initialize-run.md) - [Move a run to a different project or team](https://wb-21fd5541-weave-caching.mintlify.app/models/runs/manage-runs.md): Move runs between projects or teams using the W&B App. - [Resume a run](https://wb-21fd5541-weave-caching.mintlify.app/models/runs/resuming.md): Resume a paused or exited W&B Run - [Rewind a run](https://wb-21fd5541-weave-caching.mintlify.app/models/runs/rewind.md): Rewind a run to correct or modify its history without losing original data. - [Customize run colors](https://wb-21fd5541-weave-caching.mintlify.app/models/runs/run-colors.md) - [Find and customize a run's ID or name](https://wb-21fd5541-weave-caching.mintlify.app/models/runs/run-identifiers.md): Learn how to find a run's unique identifier and run name, how to create a custom run ID, and how to customize a run's name. - [Run states](https://wb-21fd5541-weave-caching.mintlify.app/models/runs/run-states.md): Learn about the different states a W&B run can have. - [Search runs](https://wb-21fd5541-weave-caching.mintlify.app/models/runs/search-runs.md): Learn how to search for specific runs by name or ID in your project's Runs table or Workspace. - [Stop runs](https://wb-21fd5541-weave-caching.mintlify.app/models/runs/stop-runs.md): Stop runs programmatically using the W&B Python SDK or manually from the W&B App. - [Add labels to runs with tags](https://wb-21fd5541-weave-caching.mintlify.app/models/runs/tags.md) - [View a specific run in a project](https://wb-21fd5541-weave-caching.mintlify.app/models/runs/view-logged-runs.md): Learn how to view a specific logged run and its properties using the W&B App or the LEET terminal UI. - [Support](https://wb-21fd5541-weave-caching.mintlify.app/models/support.md) - [Sweeps overview](https://wb-21fd5541-weave-caching.mintlify.app/models/sweeps.md): Hyperparameter search and model optimization with W&B Sweeps - [Add W&B (wandb) to your code](https://wb-21fd5541-weave-caching.mintlify.app/models/sweeps/add-w-and-b-to-your-code.md): Add W&B to your Python code script or Jupyter Notebook. - [Overview](https://wb-21fd5541-weave-caching.mintlify.app/models/sweeps/define-sweep-configuration.md): Learn how to create configuration files for sweeps. - [Tutorial: Create sweep job from project](https://wb-21fd5541-weave-caching.mintlify.app/models/sweeps/existing-project.md): Tutorial on how to create sweep jobs from a pre-existing W&B project. - [Initialize a sweep](https://wb-21fd5541-weave-caching.mintlify.app/models/sweeps/initialize-sweeps.md): Initialize a W&B Sweep - [Manage algorithms locally](https://wb-21fd5541-weave-caching.mintlify.app/models/sweeps/local-controller.md): Search and stop algorithms locally instead of using the W&B cloud-hosted service. - [Parallelize agents](https://wb-21fd5541-weave-caching.mintlify.app/models/sweeps/parallelize-agents.md): Parallelize W&B Sweep agents on multi-core or multi-GPU machine. - [Manage sweeps](https://wb-21fd5541-weave-caching.mintlify.app/models/sweeps/pause-resume-and-cancel-sweeps.md): Pause, resume, and cancel a W&B Sweep with the CLI. - [Start a sweep agent](https://wb-21fd5541-weave-caching.mintlify.app/models/sweeps/start-sweep-agents.md): Start or stop a W&B Sweep Agent on one or more machines. - [Sweep configuration options](https://wb-21fd5541-weave-caching.mintlify.app/models/sweeps/sweep-config-keys.md) - [Sweeps UI](https://wb-21fd5541-weave-caching.mintlify.app/models/sweeps/sweeps-ui.md): Describes the different components of the Sweeps UI. - [Sweeps troubleshooting](https://wb-21fd5541-weave-caching.mintlify.app/models/sweeps/troubleshoot-sweeps.md): Troubleshoot common W&B Sweep issues. - [Learn more about sweeps](https://wb-21fd5541-weave-caching.mintlify.app/models/sweeps/useful-resources.md): Collection of useful sources for Sweeps. - [Visualize sweep results](https://wb-21fd5541-weave-caching.mintlify.app/models/sweeps/visualize-sweep-results.md): Visualize the results of your W&B Sweeps with the W&B App UI. - [Tutorial: Define, initialize, and run a sweep](https://wb-21fd5541-weave-caching.mintlify.app/models/sweeps/walkthrough.md): Sweeps quickstart shows how to define, initialize, and run a sweep. There are four main steps - [Tables overview](https://wb-21fd5541-weave-caching.mintlify.app/models/tables.md): Iterate on datasets and understand model predictions - [Log tables](https://wb-21fd5541-weave-caching.mintlify.app/models/tables/log_tables.md) - [Export table data](https://wb-21fd5541-weave-caching.mintlify.app/models/tables/tables-download.md): How to export data from tables. - [Example tables](https://wb-21fd5541-weave-caching.mintlify.app/models/tables/tables-gallery.md): Examples of W&B Tables - [Tutorial: Log tables, visualize and query data](https://wb-21fd5541-weave-caching.mintlify.app/models/tables/tables-walkthrough.md): Explore how to use W&B Tables with this 5 minute Quickstart. - [Visualize and analyze tables](https://wb-21fd5541-weave-caching.mintlify.app/models/tables/visualize-tables.md): Visualize and analyze W&B Tables. - [Experiments overview](https://wb-21fd5541-weave-caching.mintlify.app/models/track.md): Track machine learning experiments with W&B. - [Configure experiments](https://wb-21fd5541-weave-caching.mintlify.app/models/track/config.md): Use a dictionary-like object to save your experiment configuration - [Create an experiment](https://wb-21fd5541-weave-caching.mintlify.app/models/track/create-an-experiment.md): Create a W&B Experiment. - [Environment variables](https://wb-21fd5541-weave-caching.mintlify.app/models/track/environment-variables.md): Set W&B environment variables. - [Track Jupyter notebooks](https://wb-21fd5541-weave-caching.mintlify.app/models/track/jupyter.md): Use W&B with Jupyter to get interactive visualizations without leaving your notebook. - [Experiments limits and performance](https://wb-21fd5541-weave-caching.mintlify.app/models/track/limits.md): Keep your pages in W&B faster and more responsive by logging within these suggested bounds. - [Overview](https://wb-21fd5541-weave-caching.mintlify.app/models/track/log.md): Keep track of metrics, videos, custom plots, and more - [Customize log axes](https://wb-21fd5541-weave-caching.mintlify.app/models/track/log/customize-logging-axes.md) - [Log distributed training experiments](https://wb-21fd5541-weave-caching.mintlify.app/models/track/log/distributed-training.md): Use W&B to log distributed training experiments with multiple GPUs. - [Log models](https://wb-21fd5541-weave-caching.mintlify.app/models/track/log/log-models.md) - [Log summary metrics](https://wb-21fd5541-weave-caching.mintlify.app/models/track/log/log-summary.md) - [Log tables](https://wb-21fd5541-weave-caching.mintlify.app/models/track/log/log-tables.md): Log tables with W&B. - [Log media and objects](https://wb-21fd5541-weave-caching.mintlify.app/models/track/log/media.md): Log rich media, from 3D point clouds and molecules to HTML and histograms - [Create and track plots from experiments](https://wb-21fd5541-weave-caching.mintlify.app/models/track/log/plots.md): Create and track plots from machine learning experiments. - [Track CSV files with experiments](https://wb-21fd5541-weave-caching.mintlify.app/models/track/log/working-with-csv.md): Importing and logging data into W&B - [Projects](https://wb-21fd5541-weave-caching.mintlify.app/models/track/project-page.md): Compare versions of your model, explore results in a scratch workspace, and export findings to a report to save notes and visualizations - [Import and export data](https://wb-21fd5541-weave-caching.mintlify.app/models/track/public-api-guide.md): Import data from MLFlow, export or update data that you have saved to W&B - [Reproduce experiments](https://wb-21fd5541-weave-caching.mintlify.app/models/track/reproduce_experiments.md) - [View experiments results](https://wb-21fd5541-weave-caching.mintlify.app/models/track/workspaces.md): A playground for exploring run data with interactive visualizations - [Settings](https://wb-21fd5541-weave-caching.mintlify.app/platform/app/settings-page.md): Use the Weights and Biases Settings Page to customize your individual user profile or team settings. - [Manage billing settings](https://wb-21fd5541-weave-caching.mintlify.app/platform/app/settings-page/billing-settings.md): Manage your organization's billing settings - [Manage email settings](https://wb-21fd5541-weave-caching.mintlify.app/platform/app/settings-page/emails.md): Manage emails from the Settings page. - [Manage storage](https://wb-21fd5541-weave-caching.mintlify.app/platform/app/settings-page/storage.md): Ways to manage W&B data storage. - [Team settings](https://wb-21fd5541-weave-caching.mintlify.app/platform/app/settings-page/teams.md): Collaborate with your colleagues, share results, and track all the experiments across your team. Manage team settings including members, alerts, and privacy. - [Manage user settings](https://wb-21fd5541-weave-caching.mintlify.app/platform/app/settings-page/user-settings.md): Manage your profile information, account defaults, alerts, participation in beta products, GitHub integration, storage usage, account activation, and create teams in your user settings. - [Deployment options overview](https://wb-21fd5541-weave-caching.mintlify.app/platform/hosting.md) - [Data encryption in Dedicated Cloud](https://wb-21fd5541-weave-caching.mintlify.app/platform/hosting/data-security/data-encryption.md) - [Configure IP allowlisting for Dedicated Cloud](https://wb-21fd5541-weave-caching.mintlify.app/platform/hosting/data-security/ip-allowlisting.md) - [Access BYOB using pre-signed URLs](https://wb-21fd5541-weave-caching.mintlify.app/platform/hosting/data-security/presigned-urls.md) - [Configure private connectivity to Dedicated Cloud](https://wb-21fd5541-weave-caching.mintlify.app/platform/hosting/data-security/private-connectivity.md) - [Bring your own bucket (BYOB)](https://wb-21fd5541-weave-caching.mintlify.app/platform/hosting/data-security/secure-storage-connector.md) - [Configure environment variables](https://wb-21fd5541-weave-caching.mintlify.app/platform/hosting/env-vars.md): How to configure the W&B Server installation - [Dedicated Cloud](https://wb-21fd5541-weave-caching.mintlify.app/platform/hosting/hosting-options/dedicated-cloud.md): Deploy W&B Dedicated Cloud in production - [Export data from Dedicated Cloud](https://wb-21fd5541-weave-caching.mintlify.app/platform/hosting/hosting-options/dedicated-cloud/export-data.md): Export data from Dedicated Cloud - [Rate limits](https://wb-21fd5541-weave-caching.mintlify.app/platform/hosting/hosting-options/dedicated-cloud/rate-limits.md): Default rate limits on Dedicated Cloud and how to request changes - [Supported Dedicated Cloud regions](https://wb-21fd5541-weave-caching.mintlify.app/platform/hosting/hosting-options/dedicated-cloud/regions.md) - [Multi-tenant Cloud](https://wb-21fd5541-weave-caching.mintlify.app/platform/hosting/hosting-options/multi_tenant_cloud.md): Deploy Multi-tenant Cloud in production - [W&B Self-Managed deployment overview](https://wb-21fd5541-weave-caching.mintlify.app/platform/hosting/hosting-options/self-managed.md): Deploy W&B Self-Managed on cloud or on-premises infrastructure - [Access management](https://wb-21fd5541-weave-caching.mintlify.app/platform/hosting/iam/access-management-intro.md) - [Manage your organization](https://wb-21fd5541-weave-caching.mintlify.app/platform/hosting/iam/access-management/manage-organization.md) - [Manage access control for projects](https://wb-21fd5541-weave-caching.mintlify.app/platform/hosting/iam/access-management/restricted-projects.md): Manage project access using visibility scopes and project-level roles - [Advanced IAM configuration](https://wb-21fd5541-weave-caching.mintlify.app/platform/hosting/iam/advanced_env_vars.md) - [Automate user and team management](https://wb-21fd5541-weave-caching.mintlify.app/platform/hosting/iam/automate_iam.md) - [Use federated identities with SDK](https://wb-21fd5541-weave-caching.mintlify.app/platform/hosting/iam/identity_federation.md) - [Configure SSO with LDAP](https://wb-21fd5541-weave-caching.mintlify.app/platform/hosting/iam/ldap.md) - [Identity and access management (IAM)](https://wb-21fd5541-weave-caching.mintlify.app/platform/hosting/iam/org_team_struct.md) - [Manage users, groups, and roles with SCIM](https://wb-21fd5541-weave-caching.mintlify.app/platform/hosting/iam/scim.md) - [Use service accounts to automate workflows](https://wb-21fd5541-weave-caching.mintlify.app/platform/hosting/iam/service-accounts.md): Manage automated or non-interactive workflows using org and team scoped service accounts - [Configure SSO with OIDC](https://wb-21fd5541-weave-caching.mintlify.app/platform/hosting/iam/sso.md) - [Track user activity with audit logs](https://wb-21fd5541-weave-caching.mintlify.app/platform/hosting/monitoring-usage/audit-logging.md) - [View organization activity](https://wb-21fd5541-weave-caching.mintlify.app/platform/hosting/monitoring-usage/org_dashboard.md) - [Configure Slack alerts](https://wb-21fd5541-weave-caching.mintlify.app/platform/hosting/monitoring-usage/slack-alerts.md) - [Disable automatic updates for W&B Server](https://wb-21fd5541-weave-caching.mintlify.app/platform/hosting/self-managed/disable-automatic-app-version-updates.md): Learn how to disable automatic updates for W&B Server. - [Deploy on Air-Gapped Kubernetes](https://wb-21fd5541-weave-caching.mintlify.app/platform/hosting/self-managed/on-premises-deployments/kubernetes-airgapped.md): Deploy W&B Platform in air-gapped and disconnected Kubernetes environments - [Deploy W&B with Kubernetes Operator](https://wb-21fd5541-weave-caching.mintlify.app/platform/hosting/self-managed/operator.md): Deploy W&B Platform with Kubernetes Operator on cloud or on-premises - [Rate limits](https://wb-21fd5541-weave-caching.mintlify.app/platform/hosting/self-managed/rate-limits.md): Optional rate limits on Self-Managed instances for stability - [Reference Architecture](https://wb-21fd5541-weave-caching.mintlify.app/platform/hosting/self-managed/ref-arch.md): W&B Reference Architecture - [Self-Managed infrastructure requirements](https://wb-21fd5541-weave-caching.mintlify.app/platform/hosting/self-managed/requirements.md): Infrastructure and software requirements for W&B Self-Managed deployments - [Update W&B license and version](https://wb-21fd5541-weave-caching.mintlify.app/platform/hosting/server-upgrade-process.md): Guide for updating W&B version and license across different installation methods. - [Access the W&B MCP Server](https://wb-21fd5541-weave-caching.mintlify.app/platform/mcp-server.md): Connect your IDE or LLM application to W&B's Model Context Protocol (MCP) server to provide your agent with access to your W&B workspace, data, and W&B's documentation. - [Manage secrets](https://wb-21fd5541-weave-caching.mintlify.app/platform/secrets.md): Overview of W&B secrets, how they work, and how to get started using them. - [Use W&B Skills](https://wb-21fd5541-weave-caching.mintlify.app/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. - [W&B Pricing](https://wb-21fd5541-weave-caching.mintlify.app/pricing.md) - [Release Notes](https://wb-21fd5541-weave-caching.mintlify.app/release-notes.md) - [Release policies and processes](https://wb-21fd5541-weave-caching.mintlify.app/release-notes/release-policies.md): Release process for W&B Server - [W&B SDK releases](https://wb-21fd5541-weave-caching.mintlify.app/release-notes/sdk-releases.md) - [Supported W&B Server releases](https://wb-21fd5541-weave-caching.mintlify.app/release-notes/server-releases.md) - [Archived W&B Server releases](https://wb-21fd5541-weave-caching.mintlify.app/release-notes/server-releases-archived.md) - [W&B Platform Security](https://wb-21fd5541-weave-caching.mintlify.app/security.md) - [W&B Training](https://wb-21fd5541-weave-caching.mintlify.app/training.md): Post-train your models using reinforcement learning and supervised fine-tuning - [API Overview](https://wb-21fd5541-weave-caching.mintlify.app/training/api-reference.md): Complete API documentation for W&B Training - [Prerequisites](https://wb-21fd5541-weave-caching.mintlify.app/training/prerequisites.md): Set up your environment to use W&B Training - [Serverless RL](https://wb-21fd5541-weave-caching.mintlify.app/training/serverless-rl.md): Learn about how to more efficiently post-train your models using reinforcement learning - [Available models](https://wb-21fd5541-weave-caching.mintlify.app/training/serverless-rl/available-models.md): See the models you can train with Serverless RL - [Usage information and limits](https://wb-21fd5541-weave-caching.mintlify.app/training/serverless-rl/usage-limits.md): Understand pricing, usage limits, and account restrictions for W&B Serverless RL - [Use your trained models](https://wb-21fd5541-weave-caching.mintlify.app/training/serverless-rl/use-trained-models.md): Make inference requests to the models you've trained - [Serverless SFT](https://wb-21fd5541-weave-caching.mintlify.app/training/sft-training.md): Learn how to fine-tune models using supervised fine-tuning (SFT) on W&B - [How to use Serverless SFT](https://wb-21fd5541-weave-caching.mintlify.app/training/sft-training/sft-training.md) - [W&B Weave](https://wb-21fd5541-weave-caching.mintlify.app/weave.md): Track, test, and improve language model apps with W&B Weave - [Community](https://wb-21fd5541-weave-caching.mintlify.app/weave/community.md): Connect with the Weights & Biases community and learn from experts - [What is Weave?](https://wb-21fd5541-weave-caching.mintlify.app/weave/concepts/what-is-weave.md): Learn about W&B Weave and how it helps you build, evaluate, and improve LLM applications - [Overview](https://wb-21fd5541-weave-caching.mintlify.app/weave/cookbooks.md): Practical guides and examples for building with Weights & Biases Weave - [Introduction to Evaluations](https://wb-21fd5541-weave-caching.mintlify.app/weave/cookbooks/Intro_to_Weave_Hello_Eval.md): Learn how to use introduction to evaluations with W&B Weave - [Introduction to Traces](https://wb-21fd5541-weave-caching.mintlify.app/weave/cookbooks/Intro_to_Weave_Hello_Trace.md): Learn how to use introduction to traces with W&B Weave - [Use Weave with W&B Models](https://wb-21fd5541-weave-caching.mintlify.app/weave/cookbooks/Models_and_Weave_Integration_Demo.md): Learn how to use use weave with w&b models with W&B Weave - [Audio With Weave](https://wb-21fd5541-weave-caching.mintlify.app/weave/cookbooks/audio_with_weave.md): Learn how to use audio with weave with W&B Weave - [Chain Of Density](https://wb-21fd5541-weave-caching.mintlify.app/weave/cookbooks/chain_of_density.md): Learn how to use chain of density with W&B Weave - [Codegen](https://wb-21fd5541-weave-caching.mintlify.app/weave/cookbooks/codegen.md): Learn how to use codegen with W&B Weave - [Custom Model Cost](https://wb-21fd5541-weave-caching.mintlify.app/weave/cookbooks/custom_model_cost.md): Learn how to use custom model cost with W&B Weave - [DSPy Prompt Optimization](https://wb-21fd5541-weave-caching.mintlify.app/weave/cookbooks/dspy_prompt_optimization.md): Learn how to use dspy prompt optimization with W&B Weave - [Feedback Prod](https://wb-21fd5541-weave-caching.mintlify.app/weave/cookbooks/feedback_prod.md): Learn how to use feedback prod with W&B Weave - [HuggingFace Dataset Evaluations](https://wb-21fd5541-weave-caching.mintlify.app/weave/cookbooks/hf_dataset_evals.md): Learn how to use huggingface dataset evaluations with W&B Weave - [Import From Csv](https://wb-21fd5541-weave-caching.mintlify.app/weave/cookbooks/import_from_csv.md): Learn how to use import from csv with W&B Weave - [Leaderboard Quickstart](https://wb-21fd5541-weave-caching.mintlify.app/weave/cookbooks/leaderboard_quickstart.md): Learn how to use leaderboard quickstart with W&B Weave - [Multi Agent Structured Output](https://wb-21fd5541-weave-caching.mintlify.app/weave/cookbooks/multi-agent-structured-output.md): Learn how to use multi agent structured output with W&B Weave - [NotDiamond Custom Routing](https://wb-21fd5541-weave-caching.mintlify.app/weave/cookbooks/notdiamond_custom_routing.md): Learn how to use notdiamond custom routing with W&B Weave - [Trace and Evaluate a Computer Vision Pipeline with Weave](https://wb-21fd5541-weave-caching.mintlify.app/weave/cookbooks/ocr-pipeline.md): Learn how to use trace and evaluate a computer vision pipeline with weave with W&B Weave - [Online Monitoring](https://wb-21fd5541-weave-caching.mintlify.app/weave/cookbooks/online_monitoring.md): Learn how to use online monitoring with W&B Weave - [PII Data Handling](https://wb-21fd5541-weave-caching.mintlify.app/weave/cookbooks/pii.md): Learn how to use pii data handling with W&B Weave - [Scorers As Guardrails](https://wb-21fd5541-weave-caching.mintlify.app/weave/cookbooks/scorers_as_guardrails.md): Learn how to use scorers as guardrails with W&B Weave - [Use the Weave Service API to trace](https://wb-21fd5541-weave-caching.mintlify.app/weave/cookbooks/weave_via_service_api.md): Learn how to use Weave tracing via service api with W&B Weave - [FAQs](https://wb-21fd5541-weave-caching.mintlify.app/weave/details/faqs.md): Answers to common questions about Weave tracing - [Limits and expected behaviors](https://wb-21fd5541-weave-caching.mintlify.app/weave/details/limits.md): A list of Weave's limitations, known issues, and expected behaviors - [Collect and track datasets](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/core-types/datasets.md): Organize, collect, track, and version examples for LLM application evaluation - [Configure Weave environment variables](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/core-types/env-vars.md): Configure Weave's behavior at runtime using environment variables - [Evaluations overview](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/core-types/evaluations.md): Evaluation-driven LLM application development to systematically improve applications - [Compare and rank models](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/core-types/leaderboards.md): Compare and rank different model versions based on evaluation metrics - [Log media](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/core-types/media.md): Log media returned in your traces, such as images and videos. - [Track application versions with models](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/core-types/models.md): Track versions of your application with structured models that combine data and code. - [Store and track versions of prompts](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/core-types/prompts.md): Store, organize, and track versions of your prompts for LLM applications - [Server response caching](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/core-types/server-caching.md): Improve performance with Weave server response caching for repeated queries and limited bandwidth - [Use builtin scorers](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/evaluation/builtin_scorers.md): Use Weave's predefined scorers for evaluating your AI applications - [Create dynamic Leaderboards in Evaluations](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/evaluation/dynamic_leaderboards.md): Dynamic Leaderboards let you configure, customize, save, and update Leaderboard views directly from an evaluation. - [Log evaluation data from your code](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/evaluation/evaluation_logger.md): Flexible, incremental way to log evaluation data from Python and TypeScript code - [Set up guardrails](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/evaluation/guardrails.md): Ensure LLM safety and measure output quality in production applications - [Set up monitors](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/evaluation/monitors.md): Passively score production traffic to surface trends and issues - [Scoring Overview](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/evaluation/scorers.md): Evaluate AI outputs and return evaluation metrics with Weave Scorers - [Evaluate using local scorers](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/evaluation/weave_local_scorers.md): Small language models that run locally to evaluate AI system safety and quality - [Integrations overview](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/integrations.md): Seamlessly trace and monitor LLM calls across 30+ providers and frameworks with Weave's automatic patching, supporting OpenAI, Anthropic, Google AI, and major orchestration tools without code changes. - [Agno](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/integrations/agno.md): Trace Agno multi-agent systems with Weave using OpenTelemetry, capturing agent interactions, tool calls, shared memory operations, and multi-modal workflows for comprehensive observability of your AI agent systems. - [Anthropic](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/integrations/anthropic.md): Use Weave to automatically track and log LLM calls made via the Anthropic SDK - [AutoGen](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/integrations/autogen.md): Use Weave to track and monitor AutoGen agents and multi-agent systems - [Control automatic LLM call tracking](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/integrations/autopatching.md): Control how W&B Weave automatically records calls to OpenAI, Anthropic, and other LLM libraries - [Microsoft Azure](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/integrations/azure.md): Integrate Weave with Microsoft Azure OpenAI services - [Bedrock](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/integrations/bedrock.md): Track and monitor Amazon Bedrock LLM calls with Weave, capturing foundation model interactions, converse API usage, and multi-provider model deployments through AWS's unified API for comprehensive observability. - [Cerebras](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/integrations/cerebras.md): Use Weave to trace and log LLM calls made via the Cerebras Cloud SDK - [Cohere](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/integrations/cohere.md): Use Weave to automatically track and log LLM calls made via the Cohere Python library - [CrewAI](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/integrations/crewai.md): Integrate CrewAI with Weave for monitoring and tracing multi-agent applications - [DSPy](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/integrations/dspy.md): Use Weave to automatically track and log calls made using DSPy modules and functions - [Google](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/integrations/google.md): Use Weave to trace and log Google GenAI model calls - [Google Agent Development Kit (ADK)](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/integrations/google_adk.md): Trace Google Agent Development Kit (ADK) agent and tool calls in Weave using OpenTelemetry - [Groq](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/integrations/groq.md): Track and monitor Groq's ultra-fast LPU™ inference with Weave, capturing model calls, performance metrics, and function chains for high-speed LLM applications using Groq's specialized hardware acceleration. - [Hugging Face Hub](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/integrations/huggingface.md): Integrate Hugging Face Hub with W&B Weave to track and analyze your machine learning applications - [Instructor](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/integrations/instructor.md): Trace and evaluate structured data extraction from LLMs with Weave's Instructor integration, capturing Pydantic model validation, retry logic, and JSON schema enforcement for reliable structured output workflows. - [TypeScript SDK: Third-Party Integration Guide](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/integrations/js.md): Integrate third-party libraries with the Weave TypeScript SDK - [Koog](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/integrations/koog.md): Trace Kotlin-based Koog agents with Weave's built-in OpenTelemetry support, capturing single-run and complex workflow executions, tool calls, prompts, and completions for full observability of your Kotlin AI applications. - [LangChain](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/integrations/langchain.md): Use Weave to track and log all calls made through the LangChain Python library - [LiteLLM](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/integrations/litellm.md): Automatically track and log LLM calls made via LiteLLM - [LlamaIndex](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/integrations/llamaindex.md): Automatically trace and debug LlamaIndex applications with Weave, capturing all LLM calls, RAG pipelines, agent steps, and evaluations for comprehensive observability of your data-connected AI workflows. - [Local models](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/integrations/local_models.md) - [Model Context Protocol (MCP) and Weave](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/integrations/mcp.md): Trace activity between your MCP client and MCP server with Weave - [MistralAI](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/integrations/mistral.md): Track and monitor MistralAI model calls with Weave's automatic tracing, capturing chat completions, function calling, and model interactions for open-weight and commercial Mistral models. - [NVIDIA NIM](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/integrations/nvidia_nim.md): Use Weave to trace and log LLM calls made via the ChatNVIDIA library - [OpenAI](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/integrations/openai.md): Integrate OpenAI with Weave for tracing, evaluation, and monitoring - [OpenAI Agents SDK](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/integrations/openai_agents.md): Use W&B Weave with the OpenAI Agents SDK to track and monitor your agentic applications - [OpenRouter](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/integrations/openrouter.md): Use OpenRouter's unified interface for many LLMs with automatic Weave integration - [PydanticAI](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/integrations/pydantic_ai.md): Trace PydanticAI agent and tool calls in Weave using OpenTelemetry - [Smolagents](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/integrations/smolagents.md): Track and analyze Smolagents agentic applications with Weave's automatic tracing, capturing tool calls, model inferences, and multi-step workflows across OpenAI, Hugging Face, and Anthropic LLM providers. - [Together AI](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/integrations/together_ai.md): Track and evaluate Together AI's open source LLMs using Weave's OpenAI SDK compatibility for seamless integration with model calls, fine-tuning workflows, and hosted models. - [Verdict](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/integrations/verdict.md): Use Verdict evaluation framework with Weave to trace and monitor your LLM evaluation pipelines - [Verifiers](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/integrations/verifiers.md): Track and debug Verifiers RL environments and LLM agent training with Weave, capturing multi-round conversations, evaluation rollouts, and model performance metrics for comprehensive observability of reinforcement learning workflows. - [Deployment options and security features](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/platform.md): Learn about Weave's deployment options, IAM management, and data security features. - [Manage Weave Projects](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/platform/weave-projects.md): Use Weave projects to organize related assets like traces, prompts, evaluations, models, and dashboards. - [Set up a self-managed W&B Weave instance](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/platform/weave-self-managed.md): Deploy and manage Weave on your own infrastructure - [Define and log attributes](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/tools/attributes.md): Use attributes to add meta data to your traces and evaluations. - [Map columns in datasets](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/tools/column-mapping.md): Map columns in datasets to different names. This helps you align the column names in your dataset with the column names expected by the scorer. - [Compare traces and other logged information](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/tools/comparison.md): Visually compare and diff code, traces, prompts, models, and configurations - [Compare model performance using the Evaluation Playground](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/tools/evaluation_playground.md): Compare and evaluate model performance without code using Weave's interactive playground, running evaluations with custom datasets and LLM judges to test system prompts, models, and scoring criteria in a visual interface. - [Use the Playground to experiment with prompts](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/tools/playground.md): Simplify the process of iterating on LLM prompts and responses - [Create and manage saved views](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/tools/saved-views.md): Customize how you interact with traced function calls and evaluations - [Use Weave with W&B training runs](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/tools/weave-in-workspaces.md): Integrate Weave traces with W&B training runs to gain deep visibility into model behavior during training, capturing function execution details and diagnostics alongside traditional ML metrics in customizable workspace dashboards. - [Set up annotation queues](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/tracking/annotation-queues.md): Create annotation queues, route traces to domain experts, and export structured feedback. - [Review items in an annotation queue](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/tracking/annotation-review.md): Evaluate trace items and submit structured feedback using a simplified review interface. - [Call schema reference](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/tracking/call-schema-reference.md): Reference for the Call object structure and properties - [Track costs](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/tracking/costs.md): Track and manage costs for LLM operations in Weave - [Trace your code](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/tracking/create-call.md): Instrument your running code so its execution appears as detailed traces in W&B Weave. - [Collect feedback and use annotations](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/tracking/feedback.md): Collect and analyze feedback for LLM applications through UI and SDK - [Get a handle to the Call object during execution](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/tracking/get-call-object.md): Access the W&B Weave Call object at runtime for feedback, display names, and other metadata - [Track and version objects](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/tracking/objects.md): Track and version any JSON-serializable object in W&B Weave - [Customize Ops](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/tracking/ops.md): Learn how to color your Ops for better visibility, how to modify what's logged, and how to control the sampling rate - [Send OpenTelemetry Traces to Weave](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/tracking/otel.md): Ingest OpenTelemetry compatible trace data through a dedicated endpoint - [Query and export Calls](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/tracking/querying-calls.md): Filter, sort, and export your W&B Weave Call data - [Redact PII from traces](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/tracking/redact-pii.md): Automatically redact Personally Identifiable Information from traces - [Set Call display name](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/tracking/set-call-display.md): Set or override the display name for a Call in W&B Weave tracing - [Trace threads](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/tracking/threads.md): Trace and analyze multi-turn conversations in your LLM applications using threads. - [Disable tracing](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/tracking/trace-disable.md): Learn options to disable or conditionally turn off W&B Weave tracing - [Trace generator functions](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/tracking/trace-generator-func.md): Track sync and async generator functions with W&B Weave tracing - [Use trace plots](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/tracking/trace-plots.md): Visualize and debug trace-level metrics with interactive charts in Weave, exploring latency, cost, and token usage patterns through default and custom plots to optimize LLM application performance. - [Link a W&B run to trace function calls](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/tracking/trace-to-run.md): Associate Weave traces with W&B runs for experiment tracking - [Navigate the Weave Trace view](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/tracking/trace-tree.md): Use Weave's Trace view to make sense of complex execution paths in your LLM and agentic apps. - [Understand Ops and Calls](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/tracking/tracing.md): Learn how Ops and Calls create the foundation of W&B Weave's tracing system. - [Update and delete Calls](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/tracking/update-call.md): Modify display names, add feedback, and delete Calls in W&B Weave - [View and customize trace display](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/tracking/view-call.md): View calls in the UI and customize how trace data is displayed - [Troubleshoot Weave issues](https://wb-21fd5541-weave-caching.mintlify.app/weave/guides/troubleshooting.md): Solutions and guidance for common issues you may encounter with Weave - [Open Source](https://wb-21fd5541-weave-caching.mintlify.app/weave/open-source.md): Explore Weave's open source resources and contribute to the project - [Quickstart: Track LLM inputs & outputs](https://wb-21fd5541-weave-caching.mintlify.app/weave/quickstart.md): Begin debugging LLM apps by adding tracing. - [Learn Weave with W&B Inference](https://wb-21fd5541-weave-caching.mintlify.app/weave/quickstart-inference.md) - [Overview](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference.md): Comprehensive API documentation and SDK references for Weights & Biases Weave - [weave](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/python-sdk.md): Python SDK reference for weave - [feedback](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/python-sdk/trace/feedback.md): Python SDK reference for weave.trace.feedback - [op](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/python-sdk/trace/op.md): Python SDK reference for weave.trace.op - [util](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/python-sdk/trace/util.md): Python SDK reference for weave.trace.util - [weave_client](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/python-sdk/trace/weave_client.md): Python SDK reference for weave.trace.weave_client - [trace_server_interface](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/python-sdk/trace_server/trace_server_interface.md): Python SDK reference for weave.trace_server.trace_server_interface - [remote_http_trace_server](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/python-sdk/trace_server_bindings/remote_http_trace_server.md): Python SDK reference for weave.trace_server_bindings.remote_http_trace_server - [Service API overview](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api.md): Use the Weave Service API, which provides REST endpoints for programmatic access to Weave functionality. - [Annotation Queue Add Calls](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/annotation-queues/annotation-queue-add-calls.md): Add calls to an annotation queue. - [Annotation Queue Create](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/annotation-queues/annotation-queue-create.md): Create a new annotation queue. - [Annotation Queue Item Progress Update](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/annotation-queues/annotation-queue-item-progress-update.md): Update the annotation state of a queue item for the current annotator. - [Annotation Queue Items Query](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/annotation-queues/annotation-queue-items-query.md): Query items in an annotation queue with pagination and sorting. - [Annotation Queue Read](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/annotation-queues/annotation-queue-read.md): Read a specific annotation queue. - [Annotation Queues Query Stream](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/annotation-queues/annotation-queues-query-stream.md): Query annotation queues for a project (streaming NDJSON response). - [Annotation Queues Stats](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/annotation-queues/annotation-queues-stats.md): Get stats for multiple annotation queues. - [Call End](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/calls/call-end.md) - [Call Read](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/calls/call-read.md) - [Call Start](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/calls/call-start.md) - [Call Start Batch](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/calls/call-start-batch.md) - [Call Stats](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/calls/call-stats.md) - [Call Update](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/calls/call-update.md) - [Calls Delete](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/calls/calls-delete.md) - [Calls Query Stats](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/calls/calls-query-stats.md) - [Calls Query Stream](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/calls/calls-query-stream.md) - [Calls Usage](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/calls/calls-usage.md): Compute aggregated usage for multiple root calls, with descendant rollup. - [Trace Usage](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/calls/trace-usage.md): Compute per-call usage for a trace, with descendant rollup. - [Cost Create](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/costs/cost-create.md) - [Cost Purge](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/costs/cost-purge.md) - [Cost Query](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/costs/cost-query.md) - [Dataset Create](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/datasets/dataset-create.md): Create a dataset object. - [Dataset Delete](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/datasets/dataset-delete.md): Delete a dataset object. If digests are provided, only those versions are deleted. Otherwise, all versions are deleted. - [Dataset List](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/datasets/dataset-list.md): List dataset objects. - [Dataset Read](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/datasets/dataset-read.md): Get a dataset object. - [Evaluation Run Create](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/evaluation-runs/evaluation-run-create.md): Create an evaluation run. - [Evaluation Run Delete](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/evaluation-runs/evaluation-run-delete.md): Delete evaluation runs. - [Evaluation Run Finish](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/evaluation-runs/evaluation-run-finish.md): Finish an evaluation run. - [Evaluation Run List](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/evaluation-runs/evaluation-run-list.md): List evaluation runs. - [Evaluation Run Read](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/evaluation-runs/evaluation-run-read.md): Read an evaluation run. - [Evaluate Model](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/evaluations/evaluate-model.md) - [Evaluation Create](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/evaluations/evaluation-create.md): Create an evaluation object. - [Evaluation Delete](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/evaluations/evaluation-delete.md): Delete an evaluation object. - [Evaluation List](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/evaluations/evaluation-list.md): List evaluation objects. - [Evaluation Read](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/evaluations/evaluation-read.md): Get an evaluation object. - [Evaluation Status](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/evaluations/evaluation-status.md) - [Feedback Create](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/feedback/feedback-create.md): Add feedback to a call or object. - [Feedback Create Batch](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/feedback/feedback-create-batch.md): Add multiple feedback items to calls or objects. - [Feedback Purge](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/feedback/feedback-purge.md): Permanently delete feedback. - [Feedback Query](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/feedback/feedback-query.md): Query for feedback. - [Feedback Replace](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/feedback/feedback-replace.md) - [File Content](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/files/file-content.md) - [File Create](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/files/file-create.md) - [Files Stats](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/files/files-stats.md) - [Image Create](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/images/image-create.md) - [Inference Get](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/inference/inference-get.md): OpenAI-compatible APIs. - [Inference Post](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/inference/inference-post.md): OpenAI-compatible APIs. - [Inference Router Openrouter Models](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/inference/inference-router-openrouter-models.md): Returns a list of models that are available to be used with OpenRouter. - [Model Create](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/models/model-create.md): Create a model object. - [Model Delete](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/models/model-delete.md): Delete a model object. If digests are provided, only those versions are deleted. Otherwise, all versions are deleted. - [Model List](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/models/model-list.md): List model objects. - [Model Read](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/models/model-read.md): Get a model object. - [Obj Create](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/objects/obj-create.md) - [Obj Delete](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/objects/obj-delete.md) - [Obj Read](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/objects/obj-read.md) - [Objs Query](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/objects/objs-query.md) - [Export Trace](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/opentelemetry/export-trace.md) - [Op Create](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/ops/op-create.md): Create an op object. - [Op Delete](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/ops/op-delete.md): Delete an op object. If digests are provided, only those versions are deleted. Otherwise, all versions are deleted. - [Op List](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/ops/op-list.md): List op objects. - [Op Read](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/ops/op-read.md): Get an op object. - [Prediction Create](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/predictions/prediction-create.md): Create a prediction. - [Prediction Delete](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/predictions/prediction-delete.md): Delete predictions. - [Prediction Finish](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/predictions/prediction-finish.md): Finish a prediction. - [Prediction List](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/predictions/prediction-list.md): List predictions. - [Prediction Read](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/predictions/prediction-read.md): Read a prediction. - [Refs Read Batch](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/refs/refs-read-batch.md) - [Scorer Create](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/scorers/scorer-create.md): Create a scorer object. - [Scorer Delete](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/scorers/scorer-delete.md): Delete a scorer object. - [Scorer List](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/scorers/scorer-list.md): List scorer objects. - [Scorer Read](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/scorers/scorer-read.md): Get a scorer object. - [Score Create](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/scores/score-create.md): Create a score. - [Score Delete](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/scores/score-delete.md): Delete scores. - [Score List](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/scores/score-list.md): List scores. - [Score Read](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/scores/score-read.md): Read a score. - [Get Caller Location](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/service/get-caller-location.md): Lookup the geographic location of a user based on their IP address. - [Read Root](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/service/read-root.md) - [Read Version](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/service/read-version.md) - [Server Info](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/service/server-info.md) - [Table Create](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/tables/table-create.md) - [Table Create From Digests](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/tables/table-create-from-digests.md) - [Table Query](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/tables/table-query.md) - [Table Query Stats](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/tables/table-query-stats.md) - [Table Query Stats Batch](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/tables/table-query-stats-batch.md) - [Table Update](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/tables/table-update.md) - [Threads Query Stream](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/service-api/threads/threads-query-stream.md) - [weave](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/typescript-sdk.md): TypeScript SDK reference - [Class: Dataset](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/typescript-sdk/classes/dataset.md): TypeScript SDK reference - [Class: Evaluation](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/typescript-sdk/classes/evaluation.md): TypeScript SDK reference - [Class: EvaluationLogger](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/typescript-sdk/classes/evaluationlogger.md): TypeScript SDK reference - [Class: MessagesPrompt](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/typescript-sdk/classes/messagesprompt.md): TypeScript SDK reference - [Class: ObjectRef](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/typescript-sdk/classes/objectref.md): TypeScript SDK reference - [Class: ScoreLogger](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/typescript-sdk/classes/scorelogger.md): TypeScript SDK reference - [Class: StringPrompt](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/typescript-sdk/classes/stringprompt.md): TypeScript SDK reference - [Class: WeaveClient](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/typescript-sdk/classes/weaveclient.md): TypeScript SDK reference - [Class: WeaveObject](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/typescript-sdk/classes/weaveobject.md): TypeScript SDK reference - [init](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/typescript-sdk/functions/init.md): TypeScript SDK reference - [login](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/typescript-sdk/functions/login.md): TypeScript SDK reference - [op](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/typescript-sdk/functions/op.md): TypeScript SDK reference - [requireCurrentCallStackEntry](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/typescript-sdk/functions/requirecurrentcallstackentry.md): TypeScript SDK reference - [requireCurrentChildSummary](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/typescript-sdk/functions/requirecurrentchildsummary.md): TypeScript SDK reference - [weaveAudio](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/typescript-sdk/functions/weaveaudio.md): TypeScript SDK reference - [weaveImage](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/typescript-sdk/functions/weaveimage.md): TypeScript SDK reference - [withAttributes](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/typescript-sdk/functions/withattributes.md): TypeScript SDK reference - [wrapOpenAI](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/typescript-sdk/functions/wrapopenai.md): TypeScript SDK reference - [Interface: CallSchema](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/typescript-sdk/interfaces/callschema.md): TypeScript SDK reference - [Interface: CallsFilter](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/typescript-sdk/interfaces/callsfilter.md): TypeScript SDK reference - [Interface: WeaveAudio](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/typescript-sdk/interfaces/weaveaudio.md): TypeScript SDK reference - [Interface: WeaveImage](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/typescript-sdk/interfaces/weaveimage.md): TypeScript SDK reference - [Op](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/typescript-sdk/type-aliases/op.md): TypeScript SDK reference - [OpDecorator](https://wb-21fd5541-weave-caching.mintlify.app/weave/reference/typescript-sdk/type-aliases/opdecorator.md): TypeScript SDK reference - [Build an evaluation](https://wb-21fd5541-weave-caching.mintlify.app/weave/tutorial-eval.md): Learn how to build an evaluation pipeline with Weave Models and Evaluations - [Evaluate RAG applications](https://wb-21fd5541-weave-caching.mintlify.app/weave/tutorial-rag.md): Build and evaluate RAG applications using Weave with LLM judges - [Trace nested functions](https://wb-21fd5541-weave-caching.mintlify.app/weave/tutorial-tracing_2.md): Learn how to track deeply nested Call structures with W&B tracing - [Tutorial: App versioning](https://wb-21fd5541-weave-caching.mintlify.app/weave/tutorial-weave_models.md): Learn how to use Weave Model to track and version your application and its parameters ## OpenAPI Specs - [openapi](https://wb-21fd5541-weave-caching.mintlify.app/training/api-reference/openapi.json)