Overview

The Dynamo Snapshot Agent container is a pre-built, Docker-based Kubernetes DaemonSet image that enables CRIU-based checkpoint and restore for GPU inference workloads running on NVIDIA Dynamo. It dramatically reduces cold-start times for large models from minutes to seconds by capturing initialized application state (model loaded on GPU) and restoring it on-demand into new pods.\nQuick Links: Key Components | Release Info | Getting Started | Support

\n
Experimental Feature: Dynamo Snapshot is currently in preview. The DaemonSet runs in privileged mode to perform CRIU operations. See Limitations for details.
\n

Key Components

CRIU (Checkpoint/Restore in User-space): Process-level checkpoint and restore engine (v4.2) that captures full application state, including memory, file descriptors, and process trees.
NVIDIA cuda-checkpoint: GPU state checkpoint and restore utility that works alongside CRIU to capture and restore CUDA contexts, allocations, and device state.
Snapshot Agent: Go-based DaemonSet binary that watches for checkpoint-source and restore-target pods via Kubernetes labels, orchestrates the CRIU dump and cuda-checkpoint workflows, and writes checkpoint tars to shared storage.
nsrestore: Companion binary that runs inside placeholder containers via nsenter to apply rootfs overlays and execute CRIU and CUDA restore operations.
Kubernetes-Native Workflow: Integrates with the Dynamo Operator via DynamoCheckpoint Custom Resources and pod labels (nvidia.com/snapshot-is-checkpoint-source, nvidia.com/snapshot-is-restore-target) for fully automated checkpoint lifecycle management.
Helm Chart: Namespace-scoped Helm chart installs the DaemonSet, checkpoint storage PVC, RBAC, and seccomp profile. For more information about Dynamo Snapshot, please refer to the Snapshot documentation and the GitHub repository.

Release Info

For the complete release history including CUDA support and architecture details, see the Release Artifacts page. The snapshot agent container is available for x86_64 (AMD64) architecture only (cuda-checkpoint does not have an ARM64 binary).

Getting Started

Select the Tags tab and locate the container image release that you want to run.
In the Pull Tag column, click the icon to copy the docker pull command.
Open a command prompt and paste the pull command. Ensure the pull completes successfully.
Deploy the snapshot agent on your Kubernetes cluster using the Helm chart:

helm upgrade --install snapshot oci://helm.ngc.nvidia.com/nvidia/ai-dynamo/charts/dynamo-snapshot \\\n  --namespace ${NAMESPACE} \\\n  --create-namespace \\\n  --set storage.pvc.create=true\n

For next steps, including checkpoint configuration, DynamoCheckpoint CRD usage, and end-to-end restore workflows, please refer to the Snapshot guide.

Prerequisites

Dynamo Platform/Operator installed on a Kubernetes cluster with x86_64 (AMD64) GPU nodes
NVIDIA driver 580.xx or newer
containerd runtime
vLLM or SGLang backend (TensorRT-LLM is not supported yet)
ReadWriteMany storage for cross-node restore
Security clearance to run a privileged DaemonSet with hostPID, hostIPC, and hostNetwork

Limitations

LLM workers only: Checkpoint/restore supports LLM decode and prefill workers. Specialized workers (multimodal, embedding, diffusion) are not supported.
Single-GPU only: Multi-GPU configurations may work in basic hardware configurations but are not officially supported yet.
Network state: Active TCP connections cannot be checkpointed.
Architecture: x86_64 (AMD64) only — cuda-checkpoint does not have an ARM64 binary.
Security: Runs as a privileged DaemonSet (required for CRIU and cuda-checkpoint). Workload pods do not need to be privileged.

Support Matrix

Please refer to the support matrix and feature matrix for detailed hardware, architecture, and backend support information.

\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n

tr:nth-child(odd)]:bg-surface-sunken\">

Backend	Snapshot Support
vLLM	Supported
SGLang	Supported
TensorRT-LLM	Not yet supported

Related Containers

vLLM Runtime — Broadest model and feature coverage
SGLang Runtime — High-throughput optimized backend
TensorRT-LLM Runtime — Maximum inference performance
Dynamo Frontend — Standalone frontend with EndpointPicker (EPP)
Kubernetes Operator — K8s deployment automation

License

NVIDIA Dynamo is released under the Apache-2.0 open-source license, making it freely available for development, research, and deployment.

Technical Support

Documentation: Dynamo Documentation
Snapshot Guide: Snapshot Documentation
GitHub Issues: Dynamo GitHub Issues
Release Notes: GitHub Releases

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It dramatically reduces cold-start times for large models from minutes to seconds by capturing initialized application state (model loaded on GPU) and restoring it on-demand into new pods. \nQuick Links: [Key Components](#key-components) | [Release Info](#release-info) | [Getting Started](#getting-started) | [Support](#technical-support)\n> **Experimental Feature**: Dynamo Snapshot is currently in preview. The DaemonSet runs in privileged mode to perform CRIU operations. See [Limitations](#limitations) for details.\n## Key Components\n- **CRIU (Checkpoint/Restore in User-space):** Process-level checkpoint and restore engine (v4.2) that captures full application state, including memory, file descriptors, and process trees.\n- **NVIDIA cuda-checkpoint:** GPU state checkpoint and restore utility that works alongside CRIU to capture and restore CUDA contexts, allocations, and device state.\n- **Snapshot Agent:** Go-based DaemonSet binary that watches for checkpoint-source and restore-target pods via Kubernetes labels, orchestrates the CRIU dump and cuda-checkpoint workflows, and writes checkpoint tars to shared storage.\n- **nsrestore:** Companion binary that runs inside placeholder containers via nsenter to apply rootfs overlays and execute CRIU and CUDA restore operations.\n- **Kubernetes-Native Workflow:** Integrates with the Dynamo Operator via `DynamoCheckpoint` Custom Resources and pod labels (`nvidia.com/snapshot-is-checkpoint-source`, `nvidia.com/snapshot-is-restore-target`) for fully automated checkpoint lifecycle management.\n- **Helm Chart:** Namespace-scoped Helm chart installs the DaemonSet, checkpoint storage PVC, RBAC, and seccomp profile. For more information about Dynamo Snapshot, please refer to the [Snapshot documentation](https://docs.nvidia.com/dynamo/dev/kubernetes-deployment/deployment-guide/snapshot.md) and the [GitHub repository](https://github.com/ai-dynamo/dynamo).\n## Release Info\nFor the complete release history including CUDA support and architecture details, see the [Release Artifacts](https://docs.nvidia.com/dynamo/getting-started/release-artifacts.md) page. The snapshot agent container is available for x86_64 (AMD64) architecture only (cuda-checkpoint does not have an ARM64 binary).\n## Getting Started\n1. Select the **Tags** tab and locate the container image release that you want to run.\n2. In the **Pull Tag** column, click the icon to copy the `docker pull` command.\n3. Open a command prompt and paste the pull command. Ensure the pull completes successfully.\n4. Deploy the snapshot agent on your Kubernetes cluster using the Helm chart:\n```bash\nhelm upgrade --install snapshot oci://helm.ngc.nvidia.com/nvidia/ai-dynamo/charts/dynamo-snapshot \\\n --namespace ${NAMESPACE} \\\n --create-namespace \\\n --set storage.pvc.create=true\n```\nFor next steps, including checkpoint configuration, DynamoCheckpoint CRD usage, and end-to-end restore workflows, please refer to the [Snapshot guide](https://docs.nvidia.com/dynamo/dev/kubernetes-deployment/deployment-guide/snapshot.md).\n## Prerequisites\n- Dynamo Platform/Operator installed on a Kubernetes cluster with x86_64 (AMD64) GPU nodes\n- NVIDIA driver 580.xx or newer\n- containerd runtime\n- vLLM or SGLang backend (TensorRT-LLM is not supported yet)\n- `ReadWriteMany` storage for cross-node restore\n- Security clearance to run a privileged DaemonSet with `hostPID`, `hostIPC`, and `hostNetwork`\n## Limitations\n- **LLM workers only**: Checkpoint/restore supports LLM decode and prefill workers. Specialized workers (multimodal, embedding, diffusion) are not supported.\n- **Single-GPU only**: Multi-GPU configurations may work in basic hardware configurations but are not officially supported yet.\n- **Network state**: Active TCP connections cannot be checkpointed.\n- **Architecture**: x86_64 (AMD64) only — cuda-checkpoint does not have an ARM64 binary.\n- **Security**: Runs as a privileged DaemonSet (required for CRIU and cuda-checkpoint). Workload pods do not need to be privileged.\n## Support Matrix\nPlease refer to the [support matrix](https://docs.nvidia.com/dynamo/getting-started/support-matrix.md) and [feature matrix](https://docs.nvidia.com/dynamo/getting-started/feature-matrix.md) for detailed hardware, architecture, and backend support information.\n| Backend | Snapshot Support |\n|---------|-----------------|\n| vLLM | Supported |\n| SGLang | Supported |\n| TensorRT-LLM | Not yet supported |\n## Related Containers\n- [vLLM Runtime](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/ai-dynamo/containers/vllm-runtime) — Broadest model and feature coverage\n- [SGLang Runtime](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/ai-dynamo/containers/sglang-runtime) — High-throughput optimized backend\n- [TensorRT-LLM Runtime](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/ai-dynamo/containers/tensorrtllm-runtime) — Maximum inference performance\n- [Dynamo Frontend](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/ai-dynamo/containers/dynamo-frontend) — Standalone frontend with EndpointPicker (EPP)\n- [Kubernetes Operator](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/ai-dynamo/containers/kubernetes-operator) — K8s deployment automation\n## License\nNVIDIA Dynamo is released under the Apache-2.0 open-source license, making it freely available for development, research, and deployment.\n## Technical Support\n- Documentation: [Dynamo Documentation](https://docs.nvidia.com/dynamo)\n- Snapshot Guide: [Snapshot Documentation](https://docs.nvidia.com/dynamo/dev/kubernetes-deployment/deployment-guide/snapshot.md)\n- GitHub Issues: [Dynamo GitHub Issues](https://github.com/ai-dynamo/dynamo/issues)\n- Release Notes: [GitHub Releases](https://github.com/ai-dynamo/dynamo/releases)","Dynamo Snapshot-Agent",["D",1781369980138],[188,262,260,258,256,254,252,250,247],"/api/image/nvidia/ai-dynamo/containers/snapshot-agent",5313224649,"hasSignedTag",[],[287,288,289,290],[],[283],[],{"_90":284,"_124":284,"_125":285,"_127":286},"signed images",{"_129":286,"_124":284},"system",{"_90":299,"_124":300,"_125":301,"_127":128},{"_90":296,"_124":297,"_125":298,"_127":128},{"_90":292,"_124":293,"_125":294,"_127":128},{"_90":130,"_124":130,"_125":291,"_127":128},{"_129":128,"_124":130},"Kubernetes Infrastructure","soln_kubernetes_infrastructure",{"_129":295,"_124":293},"technology","Inference","soln_inference",{"_129":295,"_124":297},"AI","soln_ai",{"_129":295,"_124":300},{"_159":1484,"_161":1485},"ngcApps",[1437],"csaApiBaseUrl","https://www.nvidia.com/ai-agents/csa-agent/dcsm","datadogRum",{"_1419":1420,"_1421":1422,"_1423":1424,"_1425":1426,"_1427":313,"_187":337,"_1428":1429,"_1417":51,"_1430":139,"_1431":139,"_1432":1433,"_1434":139,"_1435":1436},"amplitude",{"_1415":1416,"_1417":51,"_1012":-7,"_1418":26},"disableJs","environment","prod","featureFlagsBlob","JTdCJTIydGVzdEZsYWclMjIlM0FmYWxzZSUyQyUyMnNob3dTZWFyY2hMYWJlbFNldEZpbHRlcnMlMjIlM0FmYWxzZSUyQyUyMmNoaW5hTmltRGlzdHJpYnV0b3JzUmVkZXNpZ24lMjIlM0F0cnVlJTJDJTIyZW5hYmxlQ3NhV2lkZ2V0JTIyJTNBZmFsc2UlMkMlMjJlbmFibGVQcm9kdWN0R3JvdXBpbmdCeVN1YnNjcmlwdGlvbiUyMiUzQWZhbHNlJTJDJTIyY29udGFpbmVyU2Nhbm5pbmdSZWRlc2lnbk0xJTIyJTNBZmFsc2UlN0Q=","featureFlagsGuarded","isDevLikeEnv","isPlaywright","isMobileDevice","categorizedOrgs",{"_1409":1410,"_1411":1412,"_1413":1414},"currentOrgContext","currentContextRoles",[],"enterpriseOrgs",[],"locale","en","ngcApiOrigin","ngcHelmOrigin","origin","https://catalog.ngc.nvidia.com","usesMocks","theme","year",2026,"1.4.0","defaultSearchSuggestions",{"_1287":419,"_1288":1289,"_1290":1291,"_1292":1293},"announcements",[],"consentState",{"_376":1277,"_1278":139,"_1279":26,"_1280":26,"_1281":1282},"consentConfig",{"_358":359,"_360":361,"_362":363,"_364":365,"_366":367,"_368":369,"_370":371,"_372":373,"_374":375,"_376":377},"showContactAdmin",1782533228471,[],[],[351,352,353,354,355,356],{"_40":61,"_42":65,"_44":63,"_46":-5,"_48":-5,"_50":51},{"_40":61,"_42":64,"_44":63,"_46":-5,"_48":-5,"_50":51},{"_40":61,"_42":62,"_44":63,"_46":-5,"_48":-5,"_50":51},{"_40":54,"_42":59,"_44":63,"_46":-5,"_48":-5,"_50":51},{"_40":52,"_42":53,"_44":45,"_46":47,"_48":357,"_50":51},{"_40":41,"_42":43,"_44":63,"_46":-5,"_48":-5,"_50":51},4,"mainInfoText","We and our third-party partners (including social media, advertising, and analytics partners) use cookies and other tracking technologies to collect, store, monitor, and process certain information about you when you visit our website. 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As part of our bot management service, this cookie helps manage incoming traffic that matches criteria associated with bots.\nThis is a CloudFoundry cookie","OptanonConsent","nvid.nvidia.com","This cookie is set by the cookie compliance solution from OneTrust. It stores information about the categories of cookies the site uses and whether visitors have given or withdrawn consent for the use of each category. This enables site owners to prevent cookies in each category from being set in the users browser, when consent is not given. The cookie has a normal lifespan of one year, so that returning visitors to the site will have their preferences remembered. It contains no information that can identify the site visitor.","events.nvidia.com","This cookie is associated with the Amazon Web Services Elastic Load Balancing functionality for routing client request on the server.Used to attribute commission to affiliates when you arrive at the website from an affiliate referral link. It is set when you click on one of our links and used to let the advertiser and us know the website from which you came.","sessionid","This is a very generic cookie name that may have different purposes on different sites, but generally it will be some kind of anonymous session identifier.","_csrf","This cookie is used to prevent Cross-Site Request Forgery (CSRF) attacks, ensuring that each request made to the server is from the user's browser and is intentional.","enterprise-support.nvidia.com","Used to apply end-user cookie consent preferences set by our client-side utility.Custom- Short Duration. Unique ID of an Enquiry- used to validate access to case, and load exisiting data.\n","renderCtx","academicgrants.nvidia.com","Used to store site parameters in the session for reuse across requests by a single client for functionality and performance reasons.","ph_phc_yQgAEdJJkVpI24NdSRID2mor1x1leRpDoC9yZ9mfXal_posthog","The PostHog ph_phc_xxx cookie is a session cookie used for identifying and tracking visitors on websites, helping us understand user behavior and website performance.","This cookie is managed by AWS and is used for load balancing.Used to attribute commission to affiliates when you arrive at the website from an affiliate referral link. It is set when you click on one of our links and used to let the advertiser and us know the website from which you came.","This cookie is associated with Akamai and is used to differentiate between traffic from humans and bots.","OptanonAlertBoxClosed","docs.ngc.nvidia.com","This cookie is set by websites using certain versions of the cookie law compliance solution from OneTrust. It is set after visitors have seen a cookie information notice and in some cases only when they actively close the notice down. It enables the website not to show the message more than once to a user. The cookie has a normal lifespan of one year and contains no personal information.","nv_co","__uxq412__ses.88c1","investor.nvidia.com","learn.learn.nvidia.com","This cookie is associated with the Amazon Web Services Elastic Load Balancing functionality for routing client request on the server.","pctrk","Used to count page views by unauthenticated users against license usage.","bm_s","bpazaws52gukakzc__ctrl0_ctl36_uccaptcha","bm_sv","store.nvidia.com","The __cf_bm cookie is a cookie necessary to support Cloudflare Bot Management, currently in private beta. As part of our bot management service, this cookie helps manage incoming traffic that matches criteria associated with bots.\n","This cookie name is used by DataDog to determine if cookies are supported on the website.dd_cookie_test","AMP_TLDTEST_xxxxxxxx","SESSlsd","This cookie is likely to be a session identifier used to maintain user session state across page requests.","mboxEdgeCluster","This cookie name is associated with Adobe Target which is used to communicate the correct edge cluster to at.js so that Target profiles can stay in sync as users navigate across a site.","_biz_pendingA","_rdt_em","This cookie name is associated with Reddit which is used to manage session state and user interactions.","megaNavCollapsed","_abck","The _abck cookie is associated with Akamai's Bot Manager, which is used to prevent fraud and abuse by safeguarding online interactions and detecting irregularities that could suggest malicious activity, such as bot-driven attacks or hacking attempts.","AMP_TEST","This cookie name AMP_TEST is used for internal analytics by the website operator, necessary for the functionality of the website's chat-box function, and to check whether the cookie storage is working properly.","idccsrf","This cookie name is associated with Salesforce which is used to track CrossSiteRequestForgery validation for certain single sign-on (SSO) flows.","_biz_flagsA","This cookie is used to remember users' settings as well as for authentication and analytics.","ApplicationGatewayAffinity","partners.nvidia.com","This cookie is used to maintain a user session by the server in a load balanced environment, to ensure the user has a consistent experience.","AMP_TEST_xxxxxxxx","bm_lso","This cookie name is associated with Akamai which is used to load the site as quickly as possible and to recognize bots.","SSESS###########","This cookie is likely to be a session cookie used to maintain an anonymized user session by the server in a secure environment, often seen in sites built with the Drupal content management system.","nvdeveloper.nvidia.com","__uxq412__id.88c1","QueueITAccepted-SDFrts345E-V3_{eventId}","TEST_AMCV_COOKIE_WRITE","This cookie is used to test whether cookies are enabled in the browser. 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It is set when you click on one of our links and used to let the advertiser and us know the website from which you came.","_devzone_session","This cookie is likely used to maintain a user session on the website by the server. It is common for session identifiers to be used to keep users logged in and track their interaction with the site during a session.","_cs_c","The cookie is used by Content Square to save the user consent to be tracked.","bm_sz","This cookie is used by Akamai to optimize site performance and security. It is typically associated with the delivery of web content and services.","vcalliance.nvidia.com","ASP.NET_SessionId","General purpose platform session cookie, used by sites written with Microsoft .NET based technologies. 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Usually associated with managing sessions on load balanced servers, to ensure user requests are routed consistently to the correct server. The common root is BIGipServer most commonly followed by a domain name, usually the one that it is hosted on, but not always.","This cookie is set by websites using certain versions of the cookie law compliance solution from OneTrust. It is set after visitors have seen a cookie information notice and in some cases only when they actively close the notice down. It enables the website not to show the message more than once to a user. The cookie has a one year lifespan and contains no personal information.","default","

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