# CoreWeave Docs: Korean > Learn how to deploy, manage, and observe your AI training and inference workloads on CoreWeave. ## Korean - [Korean / 인프라 (614 pages)](https://docs.coreweave.com/_llms/ko/tab.txt): Documentation for Korean / 인프라. - [Korean / Forge (1028 pages)](https://docs.coreweave.com/_llms/ko/forge.txt): Documentation for Korean / Forge. - [Korean / Monolith AI (143 pages)](https://docs.coreweave.com/_llms/ko/monolith-ai.txt): Documentation for Korean / Monolith AI. ### 레퍼런스 - [레퍼런스 홈](https://docs.coreweave.com/ko/reference-home.md): CoreWeave Infrastructure 및 Forge 제품의 API, SDK, CLI, Terraform 레퍼런스 #### 인프라 ##### Terraform 프로바이더 - [CoreWeave Provider](https://docs.coreweave.com/platform/terraform.md): Manage CKS, VPC, Object Storage, and Managed Inference resources as code with Terraform ###### 리소스 - [coreweave_cks_cluster (Resource)](https://docs.coreweave.com/platform/terraform/resources/cks_cluster.md): Terraform resource for creating and managing CoreWeave Kubernetes Service (CKS) clusters - [coreweave_inference_capacity_claim (Resource)](https://docs.coreweave.com/platform/terraform/resources/inference_capacity_claim.md): Terraform resource for creating and managing CoreWeave Managed Inference capacity claims - [coreweave_inference_deployment (Resource)](https://docs.coreweave.com/platform/terraform/resources/inference_deployment.md): Terraform resource for creating and managing CoreWeave Managed Inference deployments - [coreweave_inference_gateway (Resource)](https://docs.coreweave.com/platform/terraform/resources/inference_gateway.md): Terraform resource for creating and managing CoreWeave Managed Inference gateways - [coreweave_networking_vpc (Resource)](https://docs.coreweave.com/platform/terraform/resources/networking_vpc.md): Terraform resource for creating and managing CoreWeave VPCs with host prefixes and IPAM configuration - [coreweave_object_storage_bucket (Resource)](https://docs.coreweave.com/platform/terraform/resources/object_storage_bucket.md): Terraform resource for creating CoreWeave Object Storage buckets with availability zone and tag configuration - [coreweave_object_storage_bucket_inventory (Resource)](https://docs.coreweave.com/platform/terraform/resources/object_storage_bucket_inventory.md) - [coreweave_object_storage_bucket_lifecycle_configuration (Resource)](https://docs.coreweave.com/platform/terraform/resources/object_storage_bucket_lifecycle_configuration.md): Terraform resource for configuring lifecycle rules on CoreWeave Object Storage buckets - [coreweave_object_storage_bucket_policy (Resource)](https://docs.coreweave.com/platform/terraform/resources/object_storage_bucket_policy.md): Terraform resource for attaching S3-compatible access policies to CoreWeave Object Storage buckets - [coreweave_object_storage_bucket_settings (Resource)](https://docs.coreweave.com/platform/terraform/resources/object_storage_bucket_settings.md): Terraform resource for managing CoreWeave Object Storage bucket settings such as audit logging - [coreweave_object_storage_bucket_versioning (Resource)](https://docs.coreweave.com/platform/terraform/resources/object_storage_bucket_versioning.md): Terraform resource for enabling or suspending versioning on CoreWeave Object Storage buckets - [coreweave_object_storage_organization_access_policy (Resource)](https://docs.coreweave.com/platform/terraform/resources/object_storage_organization_access_policy.md): Terraform resource for creating organization-wide access policies for CoreWeave Object Storage - [coreweave_workload_federation_oidc_config (Resource)](https://docs.coreweave.com/platform/terraform/resources/workload_federation_oidc_config.md) ###### 데이터 소스 - [coreweave_caller_identity (Data source)](https://docs.coreweave.com/platform/terraform/data-sources/caller_identity.md): Terraform data source for the organization and principal IDs of the configured CoreWeave API token - [coreweave_cks_cluster (Data source)](https://docs.coreweave.com/platform/terraform/data-sources/cks_cluster.md): Terraform data source for querying information about an existing CoreWeave CKS cluster by ID - [coreweave_inference_capacity_claim_parameters (Data source)](https://docs.coreweave.com/platform/terraform/data-sources/inference_capacity_claim_parameters.md): Terraform data source for querying available Managed Inference capacity claim parameters - [coreweave_inference_deployment_parameters (Data source)](https://docs.coreweave.com/platform/terraform/data-sources/inference_deployment_parameters.md): Terraform data source for querying available Managed Inference deployment parameters - [coreweave_inference_gateway_parameters (Data source)](https://docs.coreweave.com/platform/terraform/data-sources/inference_gateway_parameters.md): Terraform data source for querying available Managed Inference gateway parameters - [coreweave_networking_vpc (Data source)](https://docs.coreweave.com/platform/terraform/data-sources/networking_vpc.md): Terraform data source for querying information about an existing CoreWeave VPC by ID - [coreweave_object_storage_bucket_policy_document (Data source)](https://docs.coreweave.com/platform/terraform/data-sources/object_storage_bucket_policy_document.md): Terraform data source for generating type-safe JSON bucket access policies for CoreWeave Object Storage - [coreweave_workload_federation_oidc_config (Data source)](https://docs.coreweave.com/platform/terraform/data-sources/workload_federation_oidc_config.md) ##### 레퍼런스 아키텍처 ###### Terraform 레퍼런스 아키텍처 - [Terraform reference architecture](https://docs.coreweave.com/platform/reference-architecture.md): Deploy CoreWeave infrastructure as code with Terraform using a modular, two-phase approach - [1. Deploy core infrastructure](https://docs.coreweave.com/platform/reference-architecture/1-deploy-core-infrastructure.md): Create a CoreWeave VPC and CKS cluster with Terraform (Phase 1) - [2. Add Node Pools and Storage](https://docs.coreweave.com/platform/reference-architecture/2-add-storage-and-workloads.md): Add Node Pools and DFS volumes, and optionally Object Storage, to your CoreWeave Terraform deployment ##### 용량 레퍼런스 - [Capacity Finder API](https://docs.coreweave.com/platform/capacity-plans/capacity-finder-api.md): Find which Availability Zones are most likely to support your capacity needs before you create a Spot Node Pool ##### Mission Control MCP 레퍼런스 - [Mission Control MCP tool reference](https://docs.coreweave.com/observability/mission-control-mcp/reference/tools.md): Mission Control MCP tools for observability, resources, and supported write actions. ##### CKS 레퍼런스 - [CKS reference](https://docs.coreweave.com/products/cks/reference.md): Specifications, schemas, limits, and the API for CoreWeave Kubernetes Service (CKS). ##### 객체 저장소 레퍼런스 - [About Object Storage APIs](https://docs.coreweave.com/products/storage/object-storage/reference/about.md): Introduction to the S3-compatible API and the AI Object Storage API for identity and access management ##### VPC 레퍼런스 - [VPC API](https://docs.coreweave.com/products/networking/vpc/vpc-api.md): REST and gRPC API for creating, listing, updating, and deleting CoreWeave VPCs. ##### Telemetry Relay Reference - [Telemetry Relay API](https://docs.coreweave.com/observability/telemetry-forwarding/telemetry-relay-api.md): REST API for managing forwarding endpoints, pipelines, and telemetry streams for CoreWeave Telemetry Relay. ##### SUNK 레퍼런스 - [SUNK reference](https://docs.coreweave.com/products/sunk/reference.md): Container images, custom resource fields, configuration parameters, and version mappings for SUNK. ##### 추론 레퍼런스 - [Dedicated Inference API reference](https://docs.coreweave.com/products/inference/reference/api-overview.md): Authentication, protocols, status values, and error formats for the Dedicated Inference API #### Forge ##### Weights & Biases - [Weights & Biases 레퍼런스](https://docs.coreweave.com/ko/products/wandb/ref.md): W&B Python SDK, CLI, query panel 데이터 유형에 대해 자동 생성된 API 레퍼런스 문서를 살펴보세요. ##### W&B Weave - [W&B Weave 레퍼런스](https://docs.coreweave.com/ko/products/wandb/weave/reference.md): Weights & Biases Weave를 위한 API 문서 및 SDK 레퍼런스 ##### Model Distillation - [Model Distillation API 레퍼런스](https://docs.coreweave.com/ko/model-distillation/reference/overview.md): Management API와 inference proxy 중 적합한 것을 선택하세요. ##### Serverless Training - [Serverless Training API 레퍼런스](https://docs.coreweave.com/ko/products/post-training/serverless-training/api-reference.md): Serverless Training API의 Chat Completion, 모델, 트레이닝 작업, 헬스 체크 엔드포인트와 인증 관련 세부 정보를 살펴보세요. ##### Agent Lens - [Agent Lens SDK 레퍼런스](https://docs.coreweave.com/ko/products/agent-lens/reference.md): 에이전트 트레이스를 Agent Lens로 전송하는 Python 및 TypeScript SDK 레퍼런스입니다. ##### Serverless Inference - [Serverless Inference API 레퍼런스](https://docs.coreweave.com/ko/products/inference/serverless/api-reference.md): 엔드포인트와 인증을 포함한 Serverless Inference 서비스의 전체 REST API 레퍼런스를 살펴보세요. ##### 서버리스 샌드박스 - [Serverless Sandbox 레퍼런스](https://docs.coreweave.com/ko/products/sandboxes/serverless/reference.md): Serverless Sandbox의 제한 및 할당량, 사용량 추적, Python 클라이언트 레퍼런스입니다. ### 릴리스 노트 - [릴리스 노트](https://docs.coreweave.com/ko/release-notes.md): CoreWeave 인프라 제품 및 Forge 제품의 릴리스 노트 #### 인프라 - [Changelog](https://docs.coreweave.com/release-notes/changelog.md): Track all customer-facing CoreWeave product changes, updates, and new feature announcements ##### 릴리스 노트 - [September 30, 2026 - Vera Rubin NVL72 instances](https://docs.coreweave.com/release-notes/vera-rubin-nvl72.md): Vera Rubin NVL72 instances enter limited availability in US-CENTRAL-09A - [September 25, 2026 - Custom dashboards in CoreWeave Grafana](https://docs.coreweave.com/release-notes/grafana-custom-dashboards.md): Create and save your own dashboards in CoreWeave Grafana, now in preview - [September 24, 2026 - Mission Control Agent](https://docs.coreweave.com/release-notes/mission-control-agent.md): Investigate your CoreWeave environment and request supported changes with Mission Control Agent - [September 22, 2026 - Capacity Finder API](https://docs.coreweave.com/release-notes/capacity-finder-api.md): Compare Spot capacity across Availability Zones programmatically with the Capacity Finder API, now in beta - [September 11, 2026 - FOCUS usage export API](https://docs.coreweave.com/release-notes/focus-export-api.md): A new public preview API exports hourly CoreWeave usage in FOCUS JSON or CSV - [August 6, 2026 - Login methods GA](https://docs.coreweave.com/release-notes/login-methods-ga.md): Login methods are now generally available for all CoreWeave organizations - [July 23, 2026 - SUNK v8.0.0 release](https://docs.coreweave.com/release-notes/sunk-8-0.md): SUNK v8.0.0 moves cluster configuration to the SUNK operator through a single SlurmCluster resource - [July 8, 2026 - Login methods](https://docs.coreweave.com/release-notes/login-methods.md): Limited availability: control how users authenticate to your CoreWeave organization - [June 29, 2026 - Default access policies in IAM](https://docs.coreweave.com/release-notes/default-access-policies.md): CoreWeave-managed default policies now define baseline Admin and Viewer access - [July 10, 2026 - AI Object Storage group-based access control](https://docs.coreweave.com/release-notes/ai-object-storage-group-based-access.md): Reference IAM and OIDC group memberships directly in CAIOS bucket policy conditions - [June 29, 2026 - AI Object Storage direct API token exchange](https://docs.coreweave.com/release-notes/ai-object-storage-api-token-exchange.md): Exchange a CoreWeave API access token directly for temporary AI Object Storage credentials - [June 15, 2026 - Telemetry Relay self-service configuration](https://docs.coreweave.com/release-notes/telemetry-relay-self-service.md): Configure Telemetry Relay destinations and pipelines in the Cloud Console or with the API - [June 12, 2026 - Browse and manage objects in AI Object Storage from the Cloud Console](https://docs.coreweave.com/release-notes/ai-object-storage-cloud-console-objects.md): Browse, upload, download, and manage objects in AI Object Storage buckets directly from the CoreWeave Cloud Console - [May 28, 2026 - Tailscale VPN access for CKS clusters](https://docs.coreweave.com/release-notes/cks-tailscale-vpn.md): CKS clusters now support private Kubernetes API server access through a CoreWeave-managed Tailscale proxy - [May 22, 2026 - Capacity Finder](https://docs.coreweave.com/release-notes/capacity-finder.md): New Cloud Console tool that ranks Availability Zones by Spot capacity before you create a Spot Node Pool - [April 30, 2026 - AI Object Storage lifecycle and bucket cleanup docs](https://docs.coreweave.com/release-notes/ai-object-storage-lifecycle-and-bucket-cleanup.md): New docs cover bucket lifecycle policies, aborting incomplete multipart uploads, and emptying and deleting buckets. - [April 27, 2026 - Cabinet Wrangler and Cabinet Visualizer updated to show rack name](https://docs.coreweave.com/release-notes/cabinet-wrangler-rack-name.md): Cabinet Wrangler and Cabinet Visualizer now display rack name as the primary label instead of NVLink domain - [April 21, 2026 - cert-manager chart now uses DNS01 challenges](https://docs.coreweave.com/release-notes/cks-cert-manager-dns01.md): cert-manager chart v1.18.0 switches Let's Encrypt ClusterIssuers to DNS01, removing the ingress controller requirement. - [April 20, 2026 - Billing insights](https://docs.coreweave.com/release-notes/billing-insights.md): A new Billing insights page in the Cloud Console shows billable usage, measured usage, and exclusions by resource type. - [April 8, 2026 - CoreWeave Grafana home page](https://docs.coreweave.com/release-notes/grafana-home-page.md): CoreWeave Grafana now opens to a branded home page with environment metrics, announcements, and live service status. - [April 7, 2026 - LOTA now runs on CPU Nodes](https://docs.coreweave.com/release-notes/ai-object-storage-lota-cpu-nodes.md): LOTA is now available on CPU Nodes, including CPU-only CKS clusters - [April 3, 2026 - CoreWeave Alerts](https://docs.coreweave.com/release-notes/coreweave-alerts-integrations.md): Real-time alert integrations for clusters, deployments, and operations - [March 31, 2026 - CoreWeave Inference](https://docs.coreweave.com/release-notes/inference.md): Deploy and serve AI models with serverless, dedicated, or self-managed inference options - [March 31, 2026 - New marimo notebook tutorials: JAX and TensorRT-LLM](https://docs.coreweave.com/release-notes/marimo-jax-tensorrt.md): New tutorials for running JAX training and TensorRT-LLM inference in interactive marimo notebooks on CKS - [March 30, 2026 - Dedicated VAST Storage](https://docs.coreweave.com/release-notes/dedicated-vast-storage.md): Documentation for Dedicated VAST Storage single-tenant clusters with physical isolation and multi-protocol access - [March 26, 2026 - Support Access Management](https://docs.coreweave.com/release-notes/support-access-management.md): Control and audit CoreWeave employee access to your CKS environment - [March 23, 2026 - CoreWeave AI Object Storage conditional writes](https://docs.coreweave.com/release-notes/ai-object-storage-conditional-writes.md): CoreWeave AI Object Storage now supports conditional writes for PutObject, CompleteMultipartUpload, and CopyObject - [March 20, 2026 - CoreWeave Omni](https://docs.coreweave.com/release-notes/omni.md): Run the CoreWeave cloud platform in your data center with CoreWeave-managed operations - [March 20, 2026 - Deploy a P2P registry mirror on CKS with Spegel](https://docs.coreweave.com/release-notes/cks-spegel-mirror.md): New tutorial for deploying Spegel as a peer-to-peer OCI registry mirror on CKS for faster image pulls - [March 16, 2026 - CoreWeave AI Object Storage pre-stage cache](https://docs.coreweave.com/release-notes/ai-object-storage-prestage-cache.md): CoreWeave AI Object Storage now supports proactive LOTA cache warming with a single HeadObject call - [March 10, 2026 - Spot Node Pools and Capacity plans](https://docs.coreweave.com/release-notes/spot-node-pools.md): Spot Node Pools now available in CKS, providing preemptible pay-as-you-go access to unused compute capacity - [February 23, 2026 - Deploy a container registry on CKS with Zot](https://docs.coreweave.com/release-notes/cks-zot-registry.md): New tutorial for deploying Zot OCI registry on CKS with Object Storage and LOTA, with OCI conformance validation - [February 4, 2026 - Node configuration visibility and management](https://docs.coreweave.com/release-notes/nodeprofile-ux-updates.md): Enhanced Node Pool configuration management with staging, rollback, and comprehensive status tracking - [January 30, 2026 - CoreWeave AI Object Storage RenameObject API](https://docs.coreweave.com/release-notes/ai-object-storage-rename-object.md): CoreWeave AI Object Storage now supports atomic object renaming with the RenameObject API - [January 29, 2026 - Usage by Product and Zone dashboard now shows measured and net usage](https://docs.coreweave.com/release-notes/usage-dashboard-measured-net.md): The Usage by Product and Zone dashboard now displays two usage layers for each resource type - [January 27, 2026 - PVC namespace rebinding with rebind-pvc.sh utility](https://docs.coreweave.com/release-notes/pvc-rebinding.md): Automate binding persistent volumes to new namespaces with the rebind-pvc.sh script - [January 20, 2026 - New Tutorial: Run GitHub Actions Runners on SUNK](https://docs.coreweave.com/release-notes/sunk-github-actions-runners.md): New tutorial for deploying self-hosted GitHub Actions runners on SUNK using the Actions Runner Controller - [January 8, 2026 - SUNK releases v7.2.0](https://docs.coreweave.com/release-notes/sunk-7-2.md): SUNK releases v7.2.0 with new features and bug fixes - [December 17, 2025 - AI Object Storage Console Access for Non-Admin Users](https://docs.coreweave.com/release-notes/object-storage-iam-access-policies.md): Grant non-admin users access to specific AI Object Storage actions in the Cloud Console - [December 10, 2025 - SUNK releases v6.10.0 and v7.1.0](https://docs.coreweave.com/release-notes/sunk-7-1-and-6-10.md): SUNK releases two new versions with features and bug fixes - [December 9, 2025 - Mission Control and Telemetry Relay](https://docs.coreweave.com/release-notes/mission-control.md): Learn about CoreWeave Mission Control Agent and Telemetry Relay - [November 20, 2025 - OIDC Workload Identity Federation](https://docs.coreweave.com/release-notes/oidc-workload-identity-federation.md): Eliminate credential management with federated authentication for CKS and AI Object Storage - [November 20, 2025 - SUNK User Provisioning (SUP)](https://docs.coreweave.com/release-notes/sunk-user-provisioning.md): Automatic provisioning of POSIX and Slurm identities in SUNK clusters - [November 20, 2025 - Automated User Provisioning (AUP)](https://docs.coreweave.com/release-notes/automated-user-provisioning.md): Real-time identity synchronization from your IdP to CoreWeave IAM - [November 20, 2025 - IAM Access Policies](https://docs.coreweave.com/release-notes/iam-access-policies.md): Platform-wide role-based access control for CoreWeave services - [November 13, 2025 - SUNK v7.0.0 release](https://docs.coreweave.com/release-notes/sunk-v-7-0-0.md): SUNK v7.0.0 upgrades Slurm to 25.05.3 with priority-based node scaling and nsscache as the default directory service - [November 6, 2025 - IMEX with Dynamic Resource Allocation](https://docs.coreweave.com/release-notes/cks-imex-dra.md): Limited availability: IMEX with Dynamic Resource Allocation (DRA) - [October 31, 2025 - SUNK v6.9.1 release](https://docs.coreweave.com/release-notes/sunk-v-6-9-1.md): SUNK v6.9.1 patch release with fixes for topology.conf reconfigures, stuck completing jobs, and state duration - [October 31, 2025 - CoreWeave AI Object Storage Usage-Based Billing](https://docs.coreweave.com/release-notes/ai-object-storage-usage-based-billing.md): Three-tier usage-based billing model for AI Object Storage with Hot, Warm, and Cold pricing tiers - [October 15, 2025 - SUNK v6.9.0 release](https://docs.coreweave.com/release-notes/sunk-v6-9-0.md): SUNK v6.9.0 introduces automatic job requeueing during rolling upgrades and new slurmrestd configuration options - [September 17, 2025 - SUNK v6.8.0 release](https://docs.coreweave.com/release-notes/sunk-v6-8-0.md): SUNK v6.8.0 adds job/node cleanup, cache-dropper sidecars, SCIM filtering, and Syncer auto-reconfigure - [August 28, 2025 - CoreWeave Observe™](https://docs.coreweave.com/release-notes/observ-dashboards.md): CoreWeave Observe™: New Slurm Block Topology and Kueue Metrics Dashboards - [August 26, 2025 - CKS Kubernetes v1.33 available](https://docs.coreweave.com/release-notes/cks-kubernetes-v1-33.md): CKS adds Kubernetes v1.33 support with cgroup v2 as the default and containerd 2.0 - [August 25, 2025 - CKS External Hostname Controller changes](https://docs.coreweave.com/release-notes/dns-record-allocation.md): Enhancements to the CKS External Hostname Controller for coreweave.app DNS record allocation - [August 19, 2025 - CoreWeave Launches GB300 NVL72-Powered Cloud Instances](https://docs.coreweave.com/release-notes/gb300-nvl72.md): CoreWeave launches GB300 NVL72 cloud instances on racks of 72 NVIDIA Blackwell Ultra GPUs with NVLink interconnect - [August 15, 2025 - GPU driver management features now available](https://docs.coreweave.com/release-notes/gpu-driver-management.md): GPU driver management now available in CKS and SUNK for targeting specific driver versions - [August 14, 2025 - SUNK v6.7.0 release](https://docs.coreweave.com/release-notes/sunk-6-7-0.md): SUNK v6.7.0 adds CUDA 12.9 support, SCIM filtering, nsscache updates, and HDF5 plugin support - [August 11, 2025 - CoreWeave Observe™](https://docs.coreweave.com/release-notes/o11y-dashboards.md): CoreWeave Observe™: New dashboards and reorganized folders. - [August 6, 2025 - AI Object Storage Terraform Provider Support](https://docs.coreweave.com/release-notes/terraform-ai-object-storage.md): CoreWeave Terraform provider now supports AI Object Storage management - [August 4, 2025 - CoreWeave AI Object Storage SSE-C support](https://docs.coreweave.com/release-notes/ai-object-storage-sse-c.md): CoreWeave AI Object Storage now supports server-side encryption with customer keys (SSE-C) - [July 31, 2025 - CoreWeave Telemetry Relay availability](https://docs.coreweave.com/release-notes/telecaster-availability.md): CoreWeave Telemetry Relay is now available in CoreWeave Observe™ for telemetry forwarding - [July 31, 2025 - CKS Kubernetes upgrade support](https://docs.coreweave.com/release-notes/cks-kubernetes-upgrade.md): CKS now supports Kubernetes upgrades with updated control group defaults - [July 11, 2025 - SUNK v6.6.0 release](https://docs.coreweave.com/release-notes/sunk-v6-6-0.md): SUNK v6.6.0 introduces SCIM provisioning, dashboard links, improved node reconciliation, and new GPU definitions - [July 9, 2025 - NVIDIA RTX PRO 6000 Blackwell available](https://docs.coreweave.com/release-notes/rtx-pro-6000-blackwell.md): NVIDIA RTX PRO 6000 Blackwell instances now available for enhanced graphics and compute performance - [July 9, 2025 - CKS encryption at rest](https://docs.coreweave.com/release-notes/cks-encryption-at-rest.md): CKS now supports encryption at rest for enhanced data security and compliance - [July 7, 2025 - Unmanaged auth API](https://docs.coreweave.com/release-notes/unmanaged-auth.md): Unmanaged authentication API for CKS clusters, enabling OIDC, Service Account, and Webhook authentication - [July 7, 2025 - Control Plane Node Pools](https://docs.coreweave.com/release-notes/control-plane-node-pools.md): Control Plane Node Pools are no longer provisioned in CKS clusters - [June 30, 2025 - Node Pool condition transition](https://docs.coreweave.com/release-notes/node-pool-conditions.md): Node Pool conditions updated for better user experience and clearer semantics - [June 13, 2025 - SUNK v6.5.0 release](https://docs.coreweave.com/release-notes/sunk-v6-5-0.md): SUNK v6.5.0 released with Slurm upgrades, CUDA image support, and enhanced container awareness features - [June 3, 2025 - Introducing Cabinet Wrangler](https://docs.coreweave.com/release-notes/cabinet-wrangler.md): Cabinet Wrangler is now available in CoreWeave Observe™ - [June 2, 2025 - SUNK v6.4.1 release](https://docs.coreweave.com/release-notes/sunk-v6-4-1.md): SUNK v6.4.1 released with critical memory parsing fixes, MOTD improvements, and container runtime enhancements - [May 29, 2025 - NVIDIA B200 instances available](https://docs.coreweave.com/release-notes/b200-instances.md): NVIDIA B200 instances are now available on CoreWeave, providing the latest in AI compute performance - [May 26, 2025 - SUNK v6.4.0 release](https://docs.coreweave.com/release-notes/sunk-v6-4-0.md): SUNK v6.4.0 released with enhanced login Pod management and configuration capabilities - [May 20, 2025 - Introducing the Internet Transit Dashboard](https://docs.coreweave.com/release-notes/internet-transit-dashboard.md): Internet Transit Dashboard now available in CoreWeave Observe™ - [May 15, 2025 - Node Pool UI enhancements](https://docs.coreweave.com/release-notes/node-pool-ui.md): Enhanced Node Pool user interface with improved visibility and workflow efficiency - [April 25, 2025 - SUNK v6.3.0 release](https://docs.coreweave.com/release-notes/sunk-v6-3-0.md): SUNK v6.3.0 released with enhanced enroot support, topology improvements, and GPU configuration updates - [April 17, 2025 - SUNK v6.2.0 release](https://docs.coreweave.com/release-notes/sunk-v6-2-0.md): SUNK v6.2.0 released with Device Plugin chart integration, Slurm 24.11.4 upgrade, and enhanced configuration options - [April 9, 2025 - Grafana Explore now available in CoreWeave Observe™](https://docs.coreweave.com/release-notes/grafana-explore.md): Grafana Explore now available in CoreWeave Observe™ for enhanced data exploration - [April 4, 2025 - SUNK v6.1.0 release](https://docs.coreweave.com/release-notes/sunk-v6-1-0.md): SUNK v6.1.0 released with enhanced monitoring capabilities and infrastructure improvements - [March 31, 2025 - CoreWeave AI Object Storage GA](https://docs.coreweave.com/release-notes/ai-object-storage-ga.md): CoreWeave AI Object Storage reaches General Availability with S3-compatible API access and LOTA integration - [March 14, 2025 - SUNK v6.0.0 release](https://docs.coreweave.com/release-notes/sunk-v6-0-0.md): SUNK v6.0.0 released with major version upgrade and new features - [February 21, 2025 - CKS API and Terraform provider](https://docs.coreweave.com/release-notes/cks-api-terraform.md): CKS API and Terraform provider now available for programmatic resource management - [February 6, 2025 - SUNK v5.7.0 release](https://docs.coreweave.com/release-notes/sunk-v5-7-0.md): SUNK v5.7.0 released with switch to direct RPCs instead of REST API - [February 3, 2025 - GB200 NVL72 instances available](https://docs.coreweave.com/release-notes/gb200-nvl72.md): GB200 NVL72-powered cloud instances now available for next-generation AI compute - [January 13, 2025 - H100 and H200 firmware update](https://docs.coreweave.com/release-notes/h100-h200-firmware.md): H100 and H200 based instances now support NV HGX 1.5.0 firmware #### Forge - [릴리스 정책 및 프로세스](https://docs.coreweave.com/ko/release-notes/release-policies.md): 버전 관리, 지원 기간, 업그레이드 정책을 포함한 W&B Server 릴리스 프로세스를 알아보세요. ##### W&B Server - [지원되는 W&B Server 릴리스](https://docs.coreweave.com/ko/release-notes/server-releases.md): W&B Server의 새로운 기능, 개선 사항, 버그 수정 및 업그레이드 지침이 담긴 릴리스 노트를 확인하세요. - [보관된 W&B Server 릴리스](https://docs.coreweave.com/ko/release-notes/server-releases-archived.md): 지원이 종료된 이전 W&B Server 버전의 보관된 릴리스 노트를 확인하세요. ##### W&B SDK - [W&B SDK releases](https://docs.coreweave.com/ko/release-notes/sdk-releases.md): View release notes for the W&B Python SDK including new features, bug fixes, and breaking changes by version. - [Weave SDK 릴리스](https://docs.coreweave.com/ko/release-notes/weave-sdk-releases.md): Weave Python SDK(`weave` 패키지)의 버전별 릴리스 노트를 확인하세요. 새로운 기능, 버그 수정, 성능 개선 사항이 포함되어 있습니다. ### 지원 #### 지원 홈 - [지원 홈](https://docs.coreweave.com/ko/support.md): Forge와 CoreWeave 인프라 전반의 지원 아티클을 제품 영역별로 살펴보세요 ##### 인프라 지원 ###### CKS - [CKS support](https://docs.coreweave.com/support/cks.md) - [Administrator](https://docs.coreweave.com/support/cks/tags/administrator.md) - [Authentication & Access](https://docs.coreweave.com/support/cks/tags/authentication-access.md) - [Nodes](https://docs.coreweave.com/support/cks/tags/nodes.md) - [Quotas & Rate Limits](https://docs.coreweave.com/support/cks/tags/quotas-rate-limits.md) - [Server Errors](https://docs.coreweave.com/support/cks/tags/server-errors.md) - [Workload Scheduling](https://docs.coreweave.com/support/cks/tags/workload-scheduling.md) ###### 네트워킹 - [Networking support](https://docs.coreweave.com/support/networking.md) - [Administrator](https://docs.coreweave.com/support/networking/tags/administrator.md) - [Server Errors](https://docs.coreweave.com/support/networking/tags/server-errors.md) ###### 관측성 - [Observability support](https://docs.coreweave.com/support/observability.md) - [Administrator](https://docs.coreweave.com/support/observability/tags/administrator.md) - [Authentication & Access](https://docs.coreweave.com/support/observability/tags/authentication-access.md) - [Server Errors](https://docs.coreweave.com/support/observability/tags/server-errors.md) ###### 플랫폼 - [Platform support](https://docs.coreweave.com/support/platform.md) - [Administrator](https://docs.coreweave.com/support/platform/tags/administrator.md) - [Authentication & Access](https://docs.coreweave.com/support/platform/tags/authentication-access.md) ###### 샌드박스 - [Sandboxes support](https://docs.coreweave.com/support/sandboxes.md) - [Authentication & Access](https://docs.coreweave.com/support/sandboxes/tags/authentication-access.md) - [Command Execution](https://docs.coreweave.com/support/sandboxes/tags/command-execution.md) - [Lifecycle](https://docs.coreweave.com/support/sandboxes/tags/lifecycle.md) - [Server Errors](https://docs.coreweave.com/support/sandboxes/tags/server-errors.md) ###### 저장소 - [Storage support](https://docs.coreweave.com/support/storage.md) - [Administrator](https://docs.coreweave.com/support/storage/tags/administrator.md) - [Authentication & Access](https://docs.coreweave.com/support/storage/tags/authentication-access.md) - [Server Errors](https://docs.coreweave.com/support/storage/tags/server-errors.md) ###### SUNK - [SUNK support](https://docs.coreweave.com/support/sunk.md) - [Authentication & Access](https://docs.coreweave.com/support/sunk/tags/authentication-access.md) - [Nodes](https://docs.coreweave.com/support/sunk/tags/nodes.md) - [Server Errors](https://docs.coreweave.com/support/sunk/tags/server-errors.md) - [Storage](https://docs.coreweave.com/support/sunk/tags/storage.md) - [Workload Scheduling](https://docs.coreweave.com/support/sunk/tags/workload-scheduling.md) ##### Forge 지원 ###### W&B 모델 - [W&B Models 지원](https://docs.coreweave.com/ko/support/models.md) - [Academic](https://docs.coreweave.com/ko/support/models/tags/academic.md) - [Admin](https://docs.coreweave.com/ko/support/models/tags/administrator.md) - [Alerts](https://docs.coreweave.com/ko/support/models/tags/alerts.md) - [Anonymous](https://docs.coreweave.com/ko/support/models/tags/anonymous.md) - [API](https://docs.coreweave.com/ko/support/models/tags/api.md) - [API Keys](https://docs.coreweave.com/ko/support/models/tags/api-keys.md) - [Artifacts](https://docs.coreweave.com/ko/support/models/tags/artifacts.md) - [Authentication](https://docs.coreweave.com/ko/support/models/tags/authentication.md) - [AWS](https://docs.coreweave.com/ko/support/models/tags/aws.md) - [Billing](https://docs.coreweave.com/ko/support/models/tags/billing.md) - [차트](https://docs.coreweave.com/ko/support/models/tags/charts.md) - [Connectivity](https://docs.coreweave.com/ko/support/models/tags/connectivity.md) - [환경 변수](https://docs.coreweave.com/ko/support/models/tags/environment-variables.md) - [Experiments](https://docs.coreweave.com/ko/support/models/tags/experiments.md) - [Hyperparameter](https://docs.coreweave.com/ko/support/models/tags/hyperparameter.md) - [추론](https://docs.coreweave.com/ko/support/models/tags/inference.md) - [Logs](https://docs.coreweave.com/ko/support/models/tags/logs.md) - [메트릭](https://docs.coreweave.com/ko/support/models/tags/metrics.md) - [노트북](https://docs.coreweave.com/ko/support/models/tags/notebooks.md) - [조직 관리](https://docs.coreweave.com/ko/support/models/tags/org-management.md) - [Outage](https://docs.coreweave.com/ko/support/models/tags/outage.md) - [Privacy](https://docs.coreweave.com/ko/support/models/tags/privacy.md) - [Projects](https://docs.coreweave.com/ko/support/models/tags/projects.md) - [Python](https://docs.coreweave.com/ko/support/models/tags/python.md) - [Reports](https://docs.coreweave.com/ko/support/models/tags/reports.md) - [Resuming](https://docs.coreweave.com/ko/support/models/tags/resuming.md) - [Run Crashes](https://docs.coreweave.com/ko/support/models/tags/run-crashes.md) - [Runs](https://docs.coreweave.com/ko/support/models/tags/runs.md) - [SDK](https://docs.coreweave.com/ko/support/models/tags/sdk.md) - [Security](https://docs.coreweave.com/ko/support/models/tags/security.md) - [저장소](https://docs.coreweave.com/ko/support/models/tags/storage.md) - [스윕](https://docs.coreweave.com/ko/support/models/tags/sweeps.md) - [Tables](https://docs.coreweave.com/ko/support/models/tags/tables.md) - [팀 관리](https://docs.coreweave.com/ko/support/models/tags/team-management.md) - [팀](https://docs.coreweave.com/ko/support/models/tags/teams.md) - [TensorBoard](https://docs.coreweave.com/ko/support/models/tags/tensorboard.md) - [User Management](https://docs.coreweave.com/ko/support/models/tags/user-management.md) - [Workspace](https://docs.coreweave.com/ko/support/models/tags/workspace.md) - [Workspaces](https://docs.coreweave.com/ko/support/models/tags/workspaces.md) - [Wysiwyg](https://docs.coreweave.com/ko/support/models/tags/wysiwyg.md) ###### W&B Weave - [W&B Weave 지원](https://docs.coreweave.com/ko/support/weave.md) - [Client Info](https://docs.coreweave.com/ko/support/weave/tags/client-info.md) - [Code Capture](https://docs.coreweave.com/ko/support/weave/tags/code-capture.md) - [데이터 캡처](https://docs.coreweave.com/ko/support/weave/tags/data-capture.md) - [평가](https://docs.coreweave.com/ko/support/weave/tags/evaluation.md) - [Performance](https://docs.coreweave.com/ko/support/weave/tags/performance.md) - [시스템 정보](https://docs.coreweave.com/ko/support/weave/tags/system-info.md) - [Trace Data](https://docs.coreweave.com/ko/support/weave/tags/trace-data.md) - [UI Rendering](https://docs.coreweave.com/ko/support/weave/tags/ui-rendering.md) ###### Serverless Inference - [Serverless Inference 지원](https://docs.coreweave.com/ko/support/inference.md) - [Admin](https://docs.coreweave.com/ko/support/inference/tags/administrator.md) - [인증 및 액세스](https://docs.coreweave.com/ko/support/inference/tags/authentication-access.md) - [Billing](https://docs.coreweave.com/ko/support/inference/tags/billing.md) - [할당량 및 요청 속도 제한](https://docs.coreweave.com/ko/support/inference/tags/quotas-rate-limits.md) - [Server Errors](https://docs.coreweave.com/ko/support/inference/tags/server-errors.md) ##### 지원 자료 - [Glossary](https://docs.coreweave.com/glossary.md): A glossary of terms and definitions used across the CoreWeave platform and documentation - [Error message lookup](https://docs.coreweave.com/support/error-lookup.md): Find the literal error string you are seeing and jump to the page that explains it - [What CoreWeave manages](https://docs.coreweave.com/support/what-coreweave-manages.md): The split of responsibility between CoreWeave and you, by layer, so you know who owns what - [Support ticket templates](https://docs.coreweave.com/support/ticket-templates.md): Per-domain checklists of the evidence to include so your first support message has what the team needs - [Status page and during-incident playbook](https://docs.coreweave.com/support/status-and-incidents.md): Subscribe to the CoreWeave status page, see how incidents are posted, and know what to do while CoreWeave investigates. - [Contact support](https://docs.coreweave.com/support/contact.md): Contact CoreWeave or Forge support through the Cloud Console help portal or by email #### 인프라 지원 ##### CKS - [CKS support](https://docs.coreweave.com/support/cks.md) - [Administrator](https://docs.coreweave.com/support/cks/tags/administrator.md) - [Authentication & Access](https://docs.coreweave.com/support/cks/tags/authentication-access.md) - [Nodes](https://docs.coreweave.com/support/cks/tags/nodes.md) - [Server Errors](https://docs.coreweave.com/support/cks/tags/server-errors.md) - [Workload Scheduling](https://docs.coreweave.com/support/cks/tags/workload-scheduling.md) ##### 네트워킹 - [Networking support](https://docs.coreweave.com/support/networking.md) - [Administrator](https://docs.coreweave.com/support/networking/tags/administrator.md) - [Server Errors](https://docs.coreweave.com/support/networking/tags/server-errors.md) ##### 관측성 - [Observability support](https://docs.coreweave.com/support/observability.md) - [Administrator](https://docs.coreweave.com/support/observability/tags/administrator.md) - [Authentication & Access](https://docs.coreweave.com/support/observability/tags/authentication-access.md) - [Server Errors](https://docs.coreweave.com/support/observability/tags/server-errors.md) ##### 플랫폼 - [Platform support](https://docs.coreweave.com/support/platform.md) - [Administrator](https://docs.coreweave.com/support/platform/tags/administrator.md) - [Authentication & Access](https://docs.coreweave.com/support/platform/tags/authentication-access.md) ##### 샌드박스 - [Sandboxes support](https://docs.coreweave.com/support/sandboxes.md) - [Authentication & Access](https://docs.coreweave.com/support/sandboxes/tags/authentication-access.md) - [Command Execution](https://docs.coreweave.com/support/sandboxes/tags/command-execution.md) - [Lifecycle](https://docs.coreweave.com/support/sandboxes/tags/lifecycle.md) - [Server Errors](https://docs.coreweave.com/support/sandboxes/tags/server-errors.md) ##### 저장소 - [Storage support](https://docs.coreweave.com/support/storage.md) - [Administrator](https://docs.coreweave.com/support/storage/tags/administrator.md) - [Authentication & Access](https://docs.coreweave.com/support/storage/tags/authentication-access.md) - [Server Errors](https://docs.coreweave.com/support/storage/tags/server-errors.md) ##### SUNK - [SUNK support](https://docs.coreweave.com/support/sunk.md) - [Authentication & Access](https://docs.coreweave.com/support/sunk/tags/authentication-access.md) - [Nodes](https://docs.coreweave.com/support/sunk/tags/nodes.md) - [Server Errors](https://docs.coreweave.com/support/sunk/tags/server-errors.md) - [Storage](https://docs.coreweave.com/support/sunk/tags/storage.md) - [Workload Scheduling](https://docs.coreweave.com/support/sunk/tags/workload-scheduling.md) #### Forge 지원 ##### W&B 모델 - [W&B Models 지원](https://docs.coreweave.com/ko/support/models.md) - [Academic](https://docs.coreweave.com/ko/support/models/tags/academic.md) - [Admin](https://docs.coreweave.com/ko/support/models/tags/administrator.md) - [Alerts](https://docs.coreweave.com/ko/support/models/tags/alerts.md) - [Anonymous](https://docs.coreweave.com/ko/support/models/tags/anonymous.md) - [API](https://docs.coreweave.com/ko/support/models/tags/api.md) - [API Keys](https://docs.coreweave.com/ko/support/models/tags/api-keys.md) - [Artifacts](https://docs.coreweave.com/ko/support/models/tags/artifacts.md) - [Authentication](https://docs.coreweave.com/ko/support/models/tags/authentication.md) - [AWS](https://docs.coreweave.com/ko/support/models/tags/aws.md) - [Billing](https://docs.coreweave.com/ko/support/models/tags/billing.md) - [차트](https://docs.coreweave.com/ko/support/models/tags/charts.md) - [Connectivity](https://docs.coreweave.com/ko/support/models/tags/connectivity.md) - [환경 변수](https://docs.coreweave.com/ko/support/models/tags/environment-variables.md) - [Experiments](https://docs.coreweave.com/ko/support/models/tags/experiments.md) - [Hyperparameter](https://docs.coreweave.com/ko/support/models/tags/hyperparameter.md) - [추론](https://docs.coreweave.com/ko/support/models/tags/inference.md) - [Logs](https://docs.coreweave.com/ko/support/models/tags/logs.md) - [메트릭](https://docs.coreweave.com/ko/support/models/tags/metrics.md) - [노트북](https://docs.coreweave.com/ko/support/models/tags/notebooks.md) - [조직 관리](https://docs.coreweave.com/ko/support/models/tags/org-management.md) - [Outage](https://docs.coreweave.com/ko/support/models/tags/outage.md) - [Privacy](https://docs.coreweave.com/ko/support/models/tags/privacy.md) - [Projects](https://docs.coreweave.com/ko/support/models/tags/projects.md) - [Python](https://docs.coreweave.com/ko/support/models/tags/python.md) - [Reports](https://docs.coreweave.com/ko/support/models/tags/reports.md) - [Resuming](https://docs.coreweave.com/ko/support/models/tags/resuming.md) - [Run Crashes](https://docs.coreweave.com/ko/support/models/tags/run-crashes.md) - [Runs](https://docs.coreweave.com/ko/support/models/tags/runs.md) - [SDK](https://docs.coreweave.com/ko/support/models/tags/sdk.md) - [Security](https://docs.coreweave.com/ko/support/models/tags/security.md) - [저장소](https://docs.coreweave.com/ko/support/models/tags/storage.md) - [스윕](https://docs.coreweave.com/ko/support/models/tags/sweeps.md) - [Tables](https://docs.coreweave.com/ko/support/models/tags/tables.md) - [팀 관리](https://docs.coreweave.com/ko/support/models/tags/team-management.md) - [팀](https://docs.coreweave.com/ko/support/models/tags/teams.md) - [TensorBoard](https://docs.coreweave.com/ko/support/models/tags/tensorboard.md) - [User Management](https://docs.coreweave.com/ko/support/models/tags/user-management.md) - [Workspace](https://docs.coreweave.com/ko/support/models/tags/workspace.md) - [Workspaces](https://docs.coreweave.com/ko/support/models/tags/workspaces.md) - [Wysiwyg](https://docs.coreweave.com/ko/support/models/tags/wysiwyg.md) ##### W&B Weave - [W&B Weave 지원](https://docs.coreweave.com/ko/support/weave.md) - [Client Info](https://docs.coreweave.com/ko/support/weave/tags/client-info.md) - [Code Capture](https://docs.coreweave.com/ko/support/weave/tags/code-capture.md) - [데이터 캡처](https://docs.coreweave.com/ko/support/weave/tags/data-capture.md) - [평가](https://docs.coreweave.com/ko/support/weave/tags/evaluation.md) - [Performance](https://docs.coreweave.com/ko/support/weave/tags/performance.md) - [시스템 정보](https://docs.coreweave.com/ko/support/weave/tags/system-info.md) - [Trace Data](https://docs.coreweave.com/ko/support/weave/tags/trace-data.md) - [UI Rendering](https://docs.coreweave.com/ko/support/weave/tags/ui-rendering.md) ##### Serverless Inference - [Serverless Inference 지원](https://docs.coreweave.com/ko/support/inference.md) - [Admin](https://docs.coreweave.com/ko/support/inference/tags/administrator.md) - [인증 및 액세스](https://docs.coreweave.com/ko/support/inference/tags/authentication-access.md) - [Billing](https://docs.coreweave.com/ko/support/inference/tags/billing.md) - [할당량 및 요청 속도 제한](https://docs.coreweave.com/ko/support/inference/tags/quotas-rate-limits.md) - [Server Errors](https://docs.coreweave.com/ko/support/inference/tags/server-errors.md) ### W&B Launch #### W&B Launch - [W&B Launch](https://docs.coreweave.com/ko/products/wandb/platform/launch.md): 컴퓨팅 인프라에서 작업, 큐, 에이전트를 설정하여 W&B Launch로 ML 워크로드를 확장하고 관리하세요. - [Tutorial: W&B Launch 기본 개념](https://docs.coreweave.com/ko/products/wandb/platform/launch/walkthrough.md): W&B Launch의 작업, 큐, 에이전트 및 ML 워크로드를 실행하는 기본 개념 튜토리얼을 따라 하세요. - [Launch 용어 및 개념](https://docs.coreweave.com/ko/products/wandb/platform/launch/launch-terminology.md): W&B Launch의 주요 개념인 작업, 큐, 대상 리소스, agents, agent environments에 대해 알아보세요. #### Launch 설정 - [Launch 설정](https://docs.coreweave.com/ko/products/wandb/platform/launch/set-up-launch.md): 큐를 설정하고 에이전트를 배포하여 컴퓨팅 인프라에 작업을 제출할 수 있도록 W&B Launch를 설정합니다. - [Launch 큐 설정하기](https://docs.coreweave.com/ko/products/wandb/platform/launch/setup-queue-advanced.md): 기본값, 최솟값, 최댓값을 지정하는 큐 설정 템플릿 등 Launch 큐의 고급 옵션을 설정하세요. - [Launch 에이전트 설정](https://docs.coreweave.com/ko/products/wandb/platform/launch/setup-agent-advanced.md): Docker 및 Kaniko 빌더, 컨테이너 레지스트리 설정 등 W&B Launch의 고급 에이전트 옵션을 설정하세요. ##### 컴퓨팅 리소스 설정 - [튜토리얼: W&B Launch를 도커로 설정하기](https://docs.coreweave.com/ko/products/wandb/platform/launch/setup-launch-docker.md): 로컬 머신을 에이전트 환경과 컴퓨트 대상으로 모두 사용하여 ML 작업을 실행하도록 W&B Launch를 설정하세요. - [튜토리얼: Kubernetes에서 W&B Launch 설정하기](https://docs.coreweave.com/ko/products/wandb/platform/launch/setup-launch-kubernetes.md): Helm 차트, Kaniko 이미지 빌드, Kubernetes 작업 사양을 사용하여 Kubernetes 클러스터에 W&B Launch를 설정합니다. - [튜토리얼: SageMaker에서 W&B Launch 설정하기](https://docs.coreweave.com/ko/products/wandb/platform/launch/setup-launch-sagemaker.md): ECR, S3, IAM 설정 방법과 함께 Amazon SageMaker에 트레이닝 작업을 제출하도록 W&B Launch를 설정합니다. - [Tutorial: Set up W&B Launch on Vertex AI](https://docs.coreweave.com/ko/products/wandb/platform/launch/setup-vertex.md): Set up W&B Launch on Google Cloud Vertex AI using CustomJob specs and Artifact Registry for ML workloads. #### 작업 생성 및 배포 - [작업 생성 및 배포](https://docs.coreweave.com/ko/products/wandb/platform/launch/create-and-deploy-jobs.md): W&B Launch로 머신러닝 작업을 생성하고 배포하여 대상 컴퓨팅 리소스에서 워크로드를 실행하세요. - [Launch 작업 생성](https://docs.coreweave.com/ko/products/wandb/platform/launch/create-launch-job.md): wandb launch 명령을 사용하여 Git 저장소, 코드 아티팩트 또는 도커 이미지에서 W&B Launch 작업을 생성합니다. - [큐에 작업 추가](https://docs.coreweave.com/ko/products/wandb/platform/launch/add-job-to-queue.md): App UI 또는 CLI를 사용하여 W&B Launch 큐에 Launch 작업을 추가하고, 대상 리소스에서 ML 워크로드를 예약하세요. - [작업 입력 관리](https://docs.coreweave.com/ko/products/wandb/platform/launch/job-inputs.md): W&B Launch 작업의 하이퍼파라미터, 파일 기반 설정 등 작업 입력을 프로그래밍 방식으로 관리하고 설정합니다. - [Launch 작업 보기](https://docs.coreweave.com/ko/products/wandb/platform/launch/launch-view-jobs.md): W&B App과 CLI에서 Launch 작업의 세부 정보를 확인하고, 사용 가능한 작업 목록을 조회하고, 작업 상태를 확인합니다. #### 고급 - [W&B Launch로 스윕 생성하기](https://docs.coreweave.com/ko/products/wandb/platform/launch/sweeps-on-launch.md): Launch에서 하이퍼파라미터 스윕을 자동화하는 방법을 알아보세요. - [Launch 큐 모니터링](https://docs.coreweave.com/ko/products/wandb/platform/launch/launch-queue-observability.md): 대화형 대시보드로 Launch 큐 워크로드를 모니터링하여 비효율적인 작업을 찾아내고 리소스 사용 현황을 분석하세요. - [Launch 인테그레이션 가이드](https://docs.coreweave.com/ko/products/wandb/platform/launch/integration-guides.md): Docker, Kubernetes, SageMaker, Vertex AI로 W&B Launch를 구성하기 위한 인테그레이션 가이드를 찾아보세요. #### Launch FAQ - [Launch FAQ](https://docs.coreweave.com/ko/products/wandb/platform/launch/launch-faq.md): W&B Launch 설정, 구성 및 문제 해결에 관한 자주 묻는 질문의 답변을 찾아보세요. - [Launch를 효과적으로 사용하기 위한 모범 사례가 있나요?](https://docs.coreweave.com/ko/products/wandb/platform/launch/launch-faq/best_practices_launch_effectively.md) - [Weights & Biases가 컨테이너를 빌드하지 않게 하고 싶은데, 그래도 Launch를 사용할 수 있나요?](https://docs.coreweave.com/ko/products/wandb/platform/launch/launch-faq/build_container_launch.md) - [클릭하는 게 번거로운데, UI를 거치지 않고 Launch를 사용할 수 있나요?](https://docs.coreweave.com/ko/products/wandb/platform/launch/launch-faq/clicking_launch_without_going_ui.md) - [큐에 push할 수 있는 사용자를 어떻게 제어하나요?](https://docs.coreweave.com/ko/products/wandb/platform/launch/launch-faq/control_push_queue.md) - [Docker 큐의 여러 작업이 동일한 아티팩트를 다운로드할 때 캐싱이 사용되나요, 아니면 run마다 다시 다운로드되나요?](https://docs.coreweave.com/ko/products/wandb/platform/launch/launch-faq/docker_queues_run_multiple_jobs_download_same_artifact_useartifact.md) - [Dockerfile을 지정하면 Weights & Biases가 도커 이미지를 구축해 주나요?](https://docs.coreweave.com/ko/products/wandb/platform/launch/launch-faq/dockerfile_let_wb_build_docker_image_me.md) - [Launch이 대상 환경에서 컴퓨팅 리소스를 자동으로 프로비저닝(및 스핀다운)할 수 있나요?](https://docs.coreweave.com/ko/products/wandb/platform/launch/launch-faq/launch_automatically_provision_spin_compute_resources_target_environment.md) - [W&B Launch가 이미지를 빌드하는 방식](https://docs.coreweave.com/ko/products/wandb/platform/launch/launch-faq/launch_build_images.md) - [`wandb launch -d` 또는 `wandb job create image`가 레지스트리에서 가져오지 않고 전체 Docker 아티팩트를 업로드하나요?](https://docs.coreweave.com/ko/products/wandb/platform/launch/launch-faq/launch_d_wandb_job_create_image_uploading_whole_docker.md) - [Does Launch support parallelization? How can I limit the resources consumed by a job?](https://docs.coreweave.com/ko/products/wandb/platform/launch/launch-faq/launch_support_parallelization_limit_resources_consumed_job.md) - [GPU에서 TensorFlow로 W&B Launch를 사용하는 방법](https://docs.coreweave.com/ko/products/wandb/platform/launch/launch-faq/launch_tensorflow_gpu.md) - [Launch에서 "permission denied" 오류를 수정하는 방법은 무엇인가요?](https://docs.coreweave.com/ko/products/wandb/platform/launch/launch-faq/launcherror_permission_denied.md) - [에이전트가 Kubernetes에서 요구하는 권한은 무엇인가요?](https://docs.coreweave.com/ko/products/wandb/platform/launch/launch-faq/permissions_agent_require_kubernetes.md) - [가속기 기본 이미지에는 어떤 요구 사항이 있나요?](https://docs.coreweave.com/ko/products/wandb/platform/launch/launch-faq/requirements_accelerator_base_image.md) - [Admin은 수정 액세스 권한을 가진 사용자를 어떻게 제한할 수 있나요?](https://docs.coreweave.com/ko/products/wandb/platform/launch/launch-faq/restrict_access_modify_example.md) - [작업이나 자동화에 시크릿을 지정할 수 있나요? 예를 들어 사용자에게 직접 노출하고 싶지 않은 API 키를 지정할 수 있나요?](https://docs.coreweave.com/ko/products/wandb/platform/launch/launch-faq/secrets_jobsautomations_instance_api_key_wish_directly_visible.md) #### Launch 라이브러리 API 레퍼런스 - [launch api](https://docs.coreweave.com/ko/products/wandb/platform/launch/launch-library/launch.md) - [launch_add](https://docs.coreweave.com/ko/products/wandb/platform/launch/launch-library/launch_add.md) - [LaunchAgent](https://docs.coreweave.com/ko/products/wandb/platform/launch/launch-library/launchagent.md) ## OpenAPI Specs - [openapi](/openapi/capacity-finder/openapi.yaml) - [openapi](/openapi/cks/openapi.yaml) - [openapi](/openapi/storage/openapi.yaml) - [openapi](/openapi/vpc/openapi.yaml) - [openapi](/openapi/o11y/openapi.yaml) - [openapi](/openapi/inference/openapi.yaml) - [openapi](/products/wandb/weave/reference/service-api/openapi.json) - [management.openapi](/ko/openapi/model-distillation/management.openapi.yaml) - [proxy.openapi](/ko/openapi/model-distillation/proxy.openapi.yaml) - [openapi](/products/post-training/serverless-training/api-reference/openapi.json)