# CoreWeave Docs: French > Learn how to deploy, manage, and observe your AI training and inference workloads on CoreWeave. ## French - [French / Infrastructure (614 pages)](https://docs.coreweave.com/_llms/fr/infrastructure.md): Documentation for French / Infrastructure. - [French / Forge (1028 pages)](https://docs.coreweave.com/_llms/fr/forge.md): Documentation for French / Forge. - [French / Monolith AI (143 pages)](https://docs.coreweave.com/_llms/fr/monolith-ai.md): Documentation for French / Monolith AI. ### Référence - [Accueil des références](https://docs.coreweave.com/fr/reference-home.md): Références d’API, de SDK, de CLI et de Terraform pour les produits CoreWeave Infrastructure et Forge. #### Infrastructure ##### Fournisseur Terraform - [CoreWeave Provider](https://docs.coreweave.com/platform/terraform.md): Manage CKS, VPC, Object Storage, and Managed Inference resources as code with Terraform ###### Ressources - [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) ###### Sources de données - [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) ##### Architectures de référence ###### Architecture de référence Terraform - [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 ##### Référence des capacités - [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 ##### Référence Mission Control MCP - [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. ##### Référence CKS - [CKS reference](https://docs.coreweave.com/products/cks/reference.md): Specifications, schemas, limits, and the API for CoreWeave Kubernetes Service (CKS). ##### Référence du stockage d’objets - [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 ##### Référence VPC - [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. ##### Référence SUNK - [SUNK reference](https://docs.coreweave.com/products/sunk/reference.md): Container images, custom resource fields, configuration parameters, and version mappings for SUNK. ##### Référence de l’inférence - [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 - [Référence Weights & Biases](https://docs.coreweave.com/fr/products/wandb/ref.md): Parcourez la documentation de référence de l’API, générée automatiquement, pour le SDK Python W&B, la CLI et les types de données du panneau de requête. ##### W&B Weave - [Référence de W&B Weave](https://docs.coreweave.com/fr/products/wandb/weave/reference.md): Documentation de l’API et références des SDK pour Weights & Biases Weave ##### Model Distillation - [Référence de l’API Model Distillation](https://docs.coreweave.com/fr/model-distillation/reference/overview.md): Choisissez entre la Management API et le proxy d’inférence. ##### Serverless Training - [Référence de l’API Serverless Training](https://docs.coreweave.com/fr/products/post-training/serverless-training/api-reference.md): Parcourez les points de terminaison d’API de Serverless Training pour les complétions de chat, les modèles, les tâches d’entraînement et les contrôles de santé, ainsi que les informations d’authentification. ##### Agent Lens - [Référence du SDK Agent Lens](https://docs.coreweave.com/fr/products/agent-lens/reference.md): Référence des SDK Python et TypeScript qui envoient les traces d’agent à Agent Lens. ##### Serverless Inference - [Référence de l’API Serverless Inference](https://docs.coreweave.com/fr/products/inference/serverless/api-reference.md): Explorez la référence complète de l’API REST du service Serverless Inference, y compris les points de terminaison et l’authentification. ##### Sandbox sans serveur - [Référence de Serverless Sandbox](https://docs.coreweave.com/fr/products/sandboxes/serverless/reference.md): Limites et quotas, suivi de l’utilisation et référence du client Python pour Serverless Sandbox. ### Notes de version - [Notes de version](https://docs.coreweave.com/fr/release-notes.md): Notes de version des produits d’infrastructure CoreWeave et des produits Forge #### Infrastructure - [Changelog](https://docs.coreweave.com/release-notes/changelog.md): Track all customer-facing CoreWeave product changes, updates, and new feature announcements ##### Notes de version - [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 - [Politiques et processus de publication des versions](https://docs.coreweave.com/fr/release-notes/release-policies.md): Découvrez le processus de publication des versions du serveur W&B, notamment la gestion des versions, les périodes d’assistance et les politiques de mise à niveau. ##### Serveur W&B - [Versions du serveur W&B prises en charge](https://docs.coreweave.com/fr/release-notes/server-releases.md): Consultez les notes de version du serveur W&B : nouvelles fonctionnalités, améliorations, corrections de bugs et instructions de mise à niveau. - [Versions archivées du serveur W&B](https://docs.coreweave.com/fr/release-notes/server-releases-archived.md): Consultez les notes de version archivées des anciennes versions du serveur W&B arrivées en fin de vie et qui ne bénéficient plus d’assistance. ##### SDK W&B - [Versions du SDK W&B](https://docs.coreweave.com/fr/release-notes/sdk-releases.md): Consultez les notes de version du SDK Python W&B, avec les nouvelles fonctionnalités, les corrections de bugs et les changements non rétrocompatibles de chaque version. - [Versions du SDK Weave](https://docs.coreweave.com/fr/release-notes/weave-sdk-releases.md): Consultez les notes de version du SDK Python Weave (package `weave`), notamment les nouvelles fonctionnalités, les corrections de bugs et les améliorations des performances par version. ### Assistance #### Accueil de l’assistance - [Accueil de l’assistance](https://docs.coreweave.com/fr/support.md): Parcourez les articles d’assistance par gamme de produits, pour Forge et l’infrastructure CoreWeave ##### Assistance pour l’infrastructure ###### 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) ###### Réseau - [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) ###### Observabilité - [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) ###### Plateforme - [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) ###### Sandboxes - [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) ###### Stockage - [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) ##### Assistance Forge ###### W&B Models - [Assistance W&B Models](https://docs.coreweave.com/fr/support/models.md) - [Académique](https://docs.coreweave.com/fr/support/models/tags/academic.md) - [Administrateur](https://docs.coreweave.com/fr/support/models/tags/administrator.md) - [Alertes](https://docs.coreweave.com/fr/support/models/tags/alerts.md) - [Anonyme](https://docs.coreweave.com/fr/support/models/tags/anonymous.md) - [API](https://docs.coreweave.com/fr/support/models/tags/api.md) - [Clés API](https://docs.coreweave.com/fr/support/models/tags/api-keys.md) - [Artifacts](https://docs.coreweave.com/fr/support/models/tags/artifacts.md) - [Authentification](https://docs.coreweave.com/fr/support/models/tags/authentication.md) - [AWS](https://docs.coreweave.com/fr/support/models/tags/aws.md) - [Facturation](https://docs.coreweave.com/fr/support/models/tags/billing.md) - [Graphiques](https://docs.coreweave.com/fr/support/models/tags/charts.md) - [Connectivité](https://docs.coreweave.com/fr/support/models/tags/connectivity.md) - [Variables d’environnement](https://docs.coreweave.com/fr/support/models/tags/environment-variables.md) - [Experiments](https://docs.coreweave.com/fr/support/models/tags/experiments.md) - [Hyperparamètre](https://docs.coreweave.com/fr/support/models/tags/hyperparameter.md) - [Inférence](https://docs.coreweave.com/fr/support/models/tags/inference.md) - [Journaux](https://docs.coreweave.com/fr/support/models/tags/logs.md) - [Métriques](https://docs.coreweave.com/fr/support/models/tags/metrics.md) - [Notebooks](https://docs.coreweave.com/fr/support/models/tags/notebooks.md) - [Gestion de l’organisation](https://docs.coreweave.com/fr/support/models/tags/org-management.md) - [Panne](https://docs.coreweave.com/fr/support/models/tags/outage.md) - [Confidentialité](https://docs.coreweave.com/fr/support/models/tags/privacy.md) - [Projets](https://docs.coreweave.com/fr/support/models/tags/projects.md) - [Python](https://docs.coreweave.com/fr/support/models/tags/python.md) - [Reports](https://docs.coreweave.com/fr/support/models/tags/reports.md) - [Reprise](https://docs.coreweave.com/fr/support/models/tags/resuming.md) - [Crash de run](https://docs.coreweave.com/fr/support/models/tags/run-crashes.md) - [Runs](https://docs.coreweave.com/fr/support/models/tags/runs.md) - [SDK](https://docs.coreweave.com/fr/support/models/tags/sdk.md) - [Sécurité](https://docs.coreweave.com/fr/support/models/tags/security.md) - [Stockage](https://docs.coreweave.com/fr/support/models/tags/storage.md) - [Sweeps](https://docs.coreweave.com/fr/support/models/tags/sweeps.md) - [Tables](https://docs.coreweave.com/fr/support/models/tags/tables.md) - [Gestion des équipes](https://docs.coreweave.com/fr/support/models/tags/team-management.md) - [Teams](https://docs.coreweave.com/fr/support/models/tags/teams.md) - [TensorBoard](https://docs.coreweave.com/fr/support/models/tags/tensorboard.md) - [Gestion des utilisateurs](https://docs.coreweave.com/fr/support/models/tags/user-management.md) - [Workspace](https://docs.coreweave.com/fr/support/models/tags/workspace.md) - [Workspaces](https://docs.coreweave.com/fr/support/models/tags/workspaces.md) - [Wysiwyg](https://docs.coreweave.com/fr/support/models/tags/wysiwyg.md) ###### W&B Weave - [Assistance W&B Weave](https://docs.coreweave.com/fr/support/weave.md) - [Informations client](https://docs.coreweave.com/fr/support/weave/tags/client-info.md) - [Capture du code](https://docs.coreweave.com/fr/support/weave/tags/code-capture.md) - [Capture de données](https://docs.coreweave.com/fr/support/weave/tags/data-capture.md) - [Évaluation](https://docs.coreweave.com/fr/support/weave/tags/evaluation.md) - [Performances](https://docs.coreweave.com/fr/support/weave/tags/performance.md) - [Informations système](https://docs.coreweave.com/fr/support/weave/tags/system-info.md) - [Données de trace](https://docs.coreweave.com/fr/support/weave/tags/trace-data.md) - [Rendu dans l’interface utilisateur](https://docs.coreweave.com/fr/support/weave/tags/ui-rendering.md) ###### Serverless Inference - [Assistance Serverless Inference](https://docs.coreweave.com/fr/support/inference.md) - [Administrateur](https://docs.coreweave.com/fr/support/inference/tags/administrator.md) - [Authentification et accès](https://docs.coreweave.com/fr/support/inference/tags/authentication-access.md) - [Facturation](https://docs.coreweave.com/fr/support/inference/tags/billing.md) - [Quotas et limites de débit](https://docs.coreweave.com/fr/support/inference/tags/quotas-rate-limits.md) - [Erreurs du serveur](https://docs.coreweave.com/fr/support/inference/tags/server-errors.md) ##### Ressources d’assistance - [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 #### Assistance pour l’infrastructure ##### 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) ##### Réseau - [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) ##### Observabilité - [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) ##### Plateforme - [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) ##### Sandboxes - [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) ##### Stockage - [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) #### Assistance pour Forge ##### W&B Models - [Assistance W&B Models](https://docs.coreweave.com/fr/support/models.md) - [Académique](https://docs.coreweave.com/fr/support/models/tags/academic.md) - [Administrateur](https://docs.coreweave.com/fr/support/models/tags/administrator.md) - [Alertes](https://docs.coreweave.com/fr/support/models/tags/alerts.md) - [Anonyme](https://docs.coreweave.com/fr/support/models/tags/anonymous.md) - [API](https://docs.coreweave.com/fr/support/models/tags/api.md) - [Clés API](https://docs.coreweave.com/fr/support/models/tags/api-keys.md) - [Artifacts](https://docs.coreweave.com/fr/support/models/tags/artifacts.md) - [Authentification](https://docs.coreweave.com/fr/support/models/tags/authentication.md) - [AWS](https://docs.coreweave.com/fr/support/models/tags/aws.md) - [Facturation](https://docs.coreweave.com/fr/support/models/tags/billing.md) - [Graphiques](https://docs.coreweave.com/fr/support/models/tags/charts.md) - [Connectivité](https://docs.coreweave.com/fr/support/models/tags/connectivity.md) - [Variables d’environnement](https://docs.coreweave.com/fr/support/models/tags/environment-variables.md) - [Experiments](https://docs.coreweave.com/fr/support/models/tags/experiments.md) - [Hyperparamètre](https://docs.coreweave.com/fr/support/models/tags/hyperparameter.md) - [Inférence](https://docs.coreweave.com/fr/support/models/tags/inference.md) - [Journaux](https://docs.coreweave.com/fr/support/models/tags/logs.md) - [Métriques](https://docs.coreweave.com/fr/support/models/tags/metrics.md) - [Notebooks](https://docs.coreweave.com/fr/support/models/tags/notebooks.md) - [Gestion de l’organisation](https://docs.coreweave.com/fr/support/models/tags/org-management.md) - [Panne](https://docs.coreweave.com/fr/support/models/tags/outage.md) - [Confidentialité](https://docs.coreweave.com/fr/support/models/tags/privacy.md) - [Projets](https://docs.coreweave.com/fr/support/models/tags/projects.md) - [Python](https://docs.coreweave.com/fr/support/models/tags/python.md) - [Reports](https://docs.coreweave.com/fr/support/models/tags/reports.md) - [Reprise](https://docs.coreweave.com/fr/support/models/tags/resuming.md) - [Crash de run](https://docs.coreweave.com/fr/support/models/tags/run-crashes.md) - [Runs](https://docs.coreweave.com/fr/support/models/tags/runs.md) - [SDK](https://docs.coreweave.com/fr/support/models/tags/sdk.md) - [Sécurité](https://docs.coreweave.com/fr/support/models/tags/security.md) - [Stockage](https://docs.coreweave.com/fr/support/models/tags/storage.md) - [Sweeps](https://docs.coreweave.com/fr/support/models/tags/sweeps.md) - [Tables](https://docs.coreweave.com/fr/support/models/tags/tables.md) - [Gestion des équipes](https://docs.coreweave.com/fr/support/models/tags/team-management.md) - [Teams](https://docs.coreweave.com/fr/support/models/tags/teams.md) - [TensorBoard](https://docs.coreweave.com/fr/support/models/tags/tensorboard.md) - [Gestion des utilisateurs](https://docs.coreweave.com/fr/support/models/tags/user-management.md) - [Workspace](https://docs.coreweave.com/fr/support/models/tags/workspace.md) - [Workspaces](https://docs.coreweave.com/fr/support/models/tags/workspaces.md) - [Wysiwyg](https://docs.coreweave.com/fr/support/models/tags/wysiwyg.md) ##### W&B Weave - [Assistance W&B Weave](https://docs.coreweave.com/fr/support/weave.md) - [Informations client](https://docs.coreweave.com/fr/support/weave/tags/client-info.md) - [Capture du code](https://docs.coreweave.com/fr/support/weave/tags/code-capture.md) - [Capture de données](https://docs.coreweave.com/fr/support/weave/tags/data-capture.md) - [Évaluation](https://docs.coreweave.com/fr/support/weave/tags/evaluation.md) - [Performances](https://docs.coreweave.com/fr/support/weave/tags/performance.md) - [Informations système](https://docs.coreweave.com/fr/support/weave/tags/system-info.md) - [Données de trace](https://docs.coreweave.com/fr/support/weave/tags/trace-data.md) - [Rendu dans l’interface utilisateur](https://docs.coreweave.com/fr/support/weave/tags/ui-rendering.md) ##### Serverless Inference - [Assistance Serverless Inference](https://docs.coreweave.com/fr/support/inference.md) - [Administrateur](https://docs.coreweave.com/fr/support/inference/tags/administrator.md) - [Authentification et accès](https://docs.coreweave.com/fr/support/inference/tags/authentication-access.md) - [Facturation](https://docs.coreweave.com/fr/support/inference/tags/billing.md) - [Quotas et limites de débit](https://docs.coreweave.com/fr/support/inference/tags/quotas-rate-limits.md) - [Erreurs du serveur](https://docs.coreweave.com/fr/support/inference/tags/server-errors.md) ### W&B Launch #### W&B Launch - [W&B Launch](https://docs.coreweave.com/fr/products/wandb/platform/launch.md): Mettez à l’échelle et gérez vos charges de travail de ML avec W&B Launch en configurant des jobs, des files d’attente et des agents sur votre infrastructure de calcul. - [Tutoriel : notions de base de W&B Launch](https://docs.coreweave.com/fr/products/wandb/platform/launch/walkthrough.md): Suivez ce tutoriel de premiers pas pour W&B Launch, qui couvre les jobs, les files d'attente, les agents et l'exécution de charges de travail ML. - [Termes et concepts de Launch](https://docs.coreweave.com/fr/products/wandb/platform/launch/launch-terminology.md): Découvrez les concepts clés de W&B Launch, notamment les jobs, les files d’attente, les ressources cibles, les agents et les environnements d’agent. #### Configurer Launch - [Configurer Launch](https://docs.coreweave.com/fr/products/wandb/platform/launch/set-up-launch.md): Configurez W&B Launch en créant une file d’attente et en déployant un agent afin de soumettre des jobs à votre infrastructure de calcul. - [Configurer une file d’attente Launch](https://docs.coreweave.com/fr/products/wandb/platform/launch/setup-queue-advanced.md): Configurez les options avancées d’une file d’attente Launch, notamment les modèles de configuration de file d’attente avec valeurs par défaut, minimums et maximums. - [Configurer l’agent Launch](https://docs.coreweave.com/fr/products/wandb/platform/launch/setup-agent-advanced.md): Configurez les options avancées de l’agent pour W&B Launch, notamment les générateurs Docker et Kaniko ainsi que les paramètres du registre de conteneurs. ##### Configurer les ressources de calcul - [Tutoriel : Configurer W&B Launch avec Docker](https://docs.coreweave.com/fr/products/wandb/platform/launch/setup-launch-docker.md): Configurez W&B Launch pour exécuter des jobs de ML avec Docker sur une machine locale, qui sert à la fois d’environnement d’agent et de cible de calcul. - [Tutoriel : configurer W&B Launch sur Kubernetes](https://docs.coreweave.com/fr/products/wandb/platform/launch/setup-launch-kubernetes.md): Configurez W&B Launch sur un cluster Kubernetes à l’aide de charts Helm, de la création d’images avec Kaniko et de spécifications de jobs Kubernetes. - [Tutoriel : configurer W&B Launch sur SageMaker](https://docs.coreweave.com/fr/products/wandb/platform/launch/setup-launch-sagemaker.md): Configurez W&B Launch pour soumettre des tâches d’entraînement à Amazon SageMaker, avec les instructions de configuration d’ECR, de S3 et d’IAM. - [Tutoriel : configurer W&B Launch sur Vertex AI](https://docs.coreweave.com/fr/products/wandb/platform/launch/setup-vertex.md): Configurez W&B Launch sur Google Cloud Vertex AI à l’aide de spécifications CustomJob et d’Artifact Registry pour vos charges de travail de ML. #### Créer et déployer des tâches - [Créer et déployer des jobs](https://docs.coreweave.com/fr/products/wandb/platform/launch/create-and-deploy-jobs.md): Créez et déployez des jobs de machine learning avec W&B Launch pour exécuter des charges de travail sur les ressources de calcul de votre choix. - [Créer un job Launch](https://docs.coreweave.com/fr/products/wandb/platform/launch/create-launch-job.md): Créez des jobs W&B Launch à partir de dépôts Git, d’artifacts de code ou d’images Docker à l’aide de la commande wandb launch. - [Ajouter un job à une file d’attente](https://docs.coreweave.com/fr/products/wandb/platform/launch/add-job-to-queue.md): Ajoutez des jobs Launch à une file d’attente W&B Launch depuis l’interface de l’application ou la CLI afin de planifier des charges de travail ML sur des ressources cibles. - [Gérer les entrées des jobs](https://docs.coreweave.com/fr/products/wandb/platform/launch/job-inputs.md): Gérez et configurez par programmation les entrées des jobs W&B Launch, telles que les hyperparamètres et les configurations basées sur des fichiers. - [Afficher les jobs Launch](https://docs.coreweave.com/fr/products/wandb/platform/launch/launch-view-jobs.md): Affichez les détails d’un job Launch, listez les jobs disponibles et vérifiez leur statut dans la W&B App et avec la CLI. #### Avancé - [Créer des sweeps avec W&B Launch](https://docs.coreweave.com/fr/products/wandb/platform/launch/sweeps-on-launch.md): Découvrez comment automatiser les sweeps d’hyperparamètres avec Launch. - [Surveiller une file d’attente Launch](https://docs.coreweave.com/fr/products/wandb/platform/launch/launch-queue-observability.md): Surveillez les charges de travail d’une file d’attente Launch grâce à un tableau de bord interactif pour repérer les jobs inefficaces et analyser l’utilisation des ressources. - [Guides d’intégration de Launch](https://docs.coreweave.com/fr/products/wandb/platform/launch/integration-guides.md): Consultez les guides d’intégration pour configurer W&B Launch avec Docker, Kubernetes, SageMaker et Vertex AI. #### FAQ de Launch - [FAQ sur Launch](https://docs.coreweave.com/fr/products/wandb/platform/launch/launch-faq.md): Trouvez les réponses aux questions fréquentes sur la mise en place, la configuration et le dépannage de W&B Launch. - [Existe-t-il des bonnes pratiques pour utiliser Launch efficacement ?](https://docs.coreweave.com/fr/products/wandb/platform/launch/launch-faq/best_practices_launch_effectively.md) - [Je ne veux pas que Weights & Biases crée un conteneur à ma place. Puis-je quand même utiliser Launch ?](https://docs.coreweave.com/fr/products/wandb/platform/launch/launch-faq/build_container_launch.md) - [Je n'aime pas cliquer : puis-je utiliser Launch sans passer par l'interface utilisateur ?](https://docs.coreweave.com/fr/products/wandb/platform/launch/launch-faq/clicking_launch_without_going_ui.md) - [Comment puis-je contrôler qui peut ajouter des jobs à une file d'attente ?](https://docs.coreweave.com/fr/products/wandb/platform/launch/launch-faq/control_push_queue.md) - [Lorsque plusieurs jobs d’une file d’attente Docker téléchargent le même artifact, une mise en cache est-elle utilisée, ou l’artifact est-il retéléchargé à chaque run ?](https://docs.coreweave.com/fr/products/wandb/platform/launch/launch-faq/docker_queues_run_multiple_jobs_download_same_artifact_useartifact.md) - [Puis-je spécifier un Dockerfile et laisser Weights & Biases créer une image Docker pour moi ?](https://docs.coreweave.com/fr/products/wandb/platform/launch/launch-faq/dockerfile_let_wb_build_docker_image_me.md) - [Launch peut-il provisionner (et libérer) automatiquement des ressources de calcul pour moi dans l’environnement cible ?](https://docs.coreweave.com/fr/products/wandb/platform/launch/launch-faq/launch_automatically_provision_spin_compute_resources_target_environment.md) - [Comment W&B Launch construit les images](https://docs.coreweave.com/fr/products/wandb/platform/launch/launch-faq/launch_build_images.md) - [`wandb launch -d` ou `wandb job create image` téléverse-t-il un artifact Docker complet au lieu d’effectuer un pull depuis un registre ?](https://docs.coreweave.com/fr/products/wandb/platform/launch/launch-faq/launch_d_wandb_job_create_image_uploading_whole_docker.md) - [Launch prend-il en charge la parallélisation ? Comment limiter les ressources consommées par un job ?](https://docs.coreweave.com/fr/products/wandb/platform/launch/launch-faq/launch_support_parallelization_limit_resources_consumed_job.md) - [Comment faire fonctionner W&B Launch avec TensorFlow sur GPU](https://docs.coreweave.com/fr/products/wandb/platform/launch/launch-faq/launch_tensorflow_gpu.md) - [Comment puis-je corriger une erreur « permission denied » dans Launch ?](https://docs.coreweave.com/fr/products/wandb/platform/launch/launch-faq/launcherror_permission_denied.md) - [De quelles autorisations l’agent a-t-il besoin dans Kubernetes ?](https://docs.coreweave.com/fr/products/wandb/platform/launch/launch-faq/permissions_agent_require_kubernetes.md) - [Quelles sont les exigences de l’image de base pour accélérateur ?](https://docs.coreweave.com/fr/products/wandb/platform/launch/launch-faq/requirements_accelerator_base_image.md) - [Comment les administrateurs peuvent-ils restreindre les droits de modification des utilisateurs ?](https://docs.coreweave.com/fr/products/wandb/platform/launch/launch-faq/restrict_access_modify_example.md) - [Pouvez-vous spécifier des secrets pour des jobs ou des automatisations ? Par exemple, une clé API que vous ne souhaitez pas rendre directement visible aux utilisateurs ?](https://docs.coreweave.com/fr/products/wandb/platform/launch/launch-faq/secrets_jobsautomations_instance_api_key_wish_directly_visible.md) #### Référence de l’API de la bibliothèque Launch - [launch api](https://docs.coreweave.com/fr/products/wandb/platform/launch/launch-library/launch.md) - [launch_add](https://docs.coreweave.com/fr/products/wandb/platform/launch/launch-library/launch_add.md) - [LaunchAgent](https://docs.coreweave.com/fr/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](/fr/openapi/model-distillation/management.openapi.yaml) - [proxy.openapi](/fr/openapi/model-distillation/proxy.openapi.yaml) - [openapi](/products/post-training/serverless-training/api-reference/openapi.json)