Weights & Biases
ML platformweights-and-biases
Hosted experiment tracking, artifacts, sweeps and model registry for ML teams.
- Provider
- default
- Kind
- ML platform
- Category
- Compute
- Official docs
- https://docs.wandb.ai/guides/hosting/
- Also known as
- W&B, wandb, Weave, W&B Weave
| property | type | values | required | kind default | this component |
|---|---|---|---|---|---|
| computeInstances | integer | — | no | — | inherited |
| deployment | enum | multi-tenant-cloud | dedicated-cloud | self-managed | no | multi-tenant-cloud | inherited |
| experimentTracking | boolean | — | no | true | ▸ true |
| gpuEnabled | boolean | — | no | — | inherited |
| managed | boolean | — | no | false | ▸ true |
| modelRegistry | boolean | — | no | true | ▸ true |
| publicAccess | boolean | — | no | — | ▸ true |
Every rule whose selector covers this component's kind or its category. Whether a rule fires depends on the design: its properties, its edges and its groups.
stateful-node-without-zone-redundancy
A stateful compute node pinned to exactly one availability zone disappears with that zone, and its state goes with it. Nodes inside a cell are exempt, because there the cell is deliberately single-zone and redundancy comes from the other cells.
- — all of these hold:
- — the node's `stateless` is false
- — the node sits inside exactly 1 availability-zone group
- — this does not hold:
- — the node sits inside at least one cell group
nodes:
- { id: "weights-and-biases", component: "weights-and-biases" }Platform for AIalibaba-paiAWS Clean Rooms MLaws-clean-rooms-mlAmazon SageMaker AIaws-sagemakerAmazon SageMaker Canvasaws-sagemaker-canvasAmazon SageMaker Feature Storeaws-sagemaker-feature-storeManaged MLflow on Amazon SageMaker AIaws-sagemaker-mlflowAmazon SageMaker Unified Studioaws-sagemaker-unified-studioMicrosoft Foundryazure-ai-foundryAzure Machine Learningazure-machine-learningAbacus.AIabacus-aiAlteryxalteryxArgillaargillaC3 AI Platformc3-aiClearMLclearmlCometcomet-mlCVATcvatDataikudataikuDataRobotdatarobotDatasaurdatasaurDetermined AIdeterminedDomino Data Labdomino-data-labDVCdvcEncordencordFeastfeastFlyteflyteH2O.aih2oKilikiliKNIMEknimeKubeflowkubeflowLabel Studiolabel-studioLabelboxlabelboxMetaflowmetaflowGeneric ML platformml-platformMLflowmlflowneptune.aineptune-aiNVIDIA DGX Cloudnvidia-dgx-cloudPachydermpachydermPolyaxonpolyaxonProdigyprodigyRapidMiner AI Hubrapidminer
and 21 more → ML platform page# yaml-language-server: $schema=../../schema/component.schema.json # Weights & Biases: hosted experiment tracking, artifacts, sweeps and model registry. # Defaults from "Deployment options": Multi-tenant Cloud is the W&B-hosted default deployment, # with Dedicated Cloud and Self-Managed as alternatives. schemaVersion: "1" type: "component" id: "weights-and-biases" kind: "ml-platform" provider: "default" docs: "https://docs.wandb.ai/guides/hosting/" aliases: ["W&B", "wandb", "Weave", "W&B Weave"] defaults: experimentTracking: true modelRegistry: true publicAccess: true managed: true properties: deployment: type: "enum" values: ["multi-tenant-cloud", "dedicated-cloud", "self-managed"] default: "multi-tenant-cloud"