CUDA Samples

This is a collection of containers to run CUDA workloads on the GPUs. The collection includes containerized CUDA samples for example, vectorAdd (to demonstrate vector addition), nbody (or gravitational n-body simulation) and other examples. These containers can be used for validating the software configuration of GPUs in the system or simply to run some example workloads.

The vectorAdd example is used by the NVIDIA GPU Operator as part of its self-validation.

Usage

The containers can be run on the Docker command-line or in Kubernetes pod specs. For example, in Kubernetes use the following podspec:

cat &lt;&lt; EOF | kubectl create -f -\n apiVersion: v1\n kind: Pod\n metadata:\n   name: vectorAdd\n spec:\n   restartPolicy: OnFailure\n   containers:\n   - name: vectorAdd\n     image: nvcr.io/nvidia/k8s/cuda-sample:vectoradd-cuda10.2\n     resources:\n       limits:\n          nvidia.com/gpu: 1\nEOF\n

or run on the Docker CLI:

docker run --rm --gpus all nvcr.io/nvidia/k8s/cuda-sample:vectoradd-cuda10.2\n

License Agreements

The containers are licensed under Apache 2.0.

NVIDIA AI Enterprise Support

This product is supported when deployed by the NVIDIA GPU Operator.

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The collection includes containerized [CUDA samples](https://github.com/nvidia/cuda-samples) for example, `vectorAdd` (to demonstrate vector addition), `nbody` (or gravitational n-body simulation) and other examples. These containers can be used for validating the software configuration of GPUs in the system or simply to run some example workloads.\n\nThe `vectorAdd` example is used by the [NVIDIA GPU Operator](https://github.com/NVIDIA/gpu-operator) as part of its self-validation.\n\n## Usage\n\nThe containers can be run on the Docker command-line or in Kubernetes pod specs. For example, in Kubernetes use the following podspec:\n\n```console\ncat << EOF | kubectl create -f -\n apiVersion: v1\n kind: Pod\n metadata:\n name: vectorAdd\n spec:\n restartPolicy: OnFailure\n containers:\n - name: vectorAdd\n image: nvcr.io/nvidia/k8s/cuda-sample:vectoradd-cuda10.2\n resources:\n limits:\n nvidia.com/gpu: 1\nEOF\n```\n\nor run on the Docker CLI:\n\n```console\ndocker run --rm --gpus all nvcr.io/nvidia/k8s/cuda-sample:vectoradd-cuda10.2\n```\n\n## License Agreements\n\nThe containers are licensed under [Apache 2.0](https://www.apache.org/licenses/LICENSE-2.0).\n\n## Suggested Reading\n\n- Code Repository for the samples is available [here](https://gitlab.com/nvidia/container-images/samples)\n\n## NVIDIA AI Enterprise Support\nThis product is supported when deployed by the NVIDIA GPU Operator.","CUDA Samples",["D",1719915545563],[319,317,181,314,312,310,308,306,304,302,298,296,294,290,292,288,286,282,284,280,278,276,274,272,270,266,268,264,261,300],"/api/image/nvidia/k8s/containers/cuda-sample",139349378,"hasSignedTag",[373],[339,340,341,342,343,344,345],[],[],[],{"_92":370,"_347":371,"_349":372,"_351":352},{"_92":368,"_347":368,"_349":369,"_351":352},{"_92":365,"_347":366,"_349":367,"_351":352},{"_92":362,"_347":363,"_349":364,"_351":352},{"_92":358,"_347":359,"_349":360,"_351":352},{"_92":355,"_347":356,"_349":357,"_351":352},{"_92":346,"_347":348,"_349":350,"_351":352},"ML","value","soln_ml","filter",{"_353":354,"_347":348},"category","label","field","technology","Kubernetes Infrastructure","soln_kubernetes_infrastructure",{"_353":354,"_347":356},"Kubernetes Device Plugin","pltfm_kubernetes_device_plugin",{"_353":361,"_347":359},"platform","Infrastructure Software","soln_infrastructure_software",{"_353":354,"_347":363},"HPC SDK","pltfm_hpc_sdk",{"_353":361,"_347":366},"hpc",{"_353":352,"_347":368},"DL","soln_dl",{"_353":354,"_347":371},{"_92":374,"_347":374,"_349":375,"_351":376},"NVIDIA AI Enterprise Supported",{"_353":352,"_347":374},"feature",{"_148":1352,"_150":1353},"ngcApps",[1305],"csaApiBaseUrl","https://www.nvidia.com/ai-agents/csa-agent/dcsm","datadogRum",{"_1286":1287,"_1288":1289,"_1290":1291,"_1292":1293,"_1294":388,"_180":414,"_1295":1296,"_1297":51,"_1298":127,"_1299":127,"_1300":1301,"_1302":127,"_1303":1304},"amplitude",{"_1283":1284,"_928":-7,"_1285":26},"disableJs","environment","prod","featureFlagsBlob","JTdCJTIydGVzdEZsYWclMjIlM0FmYWxzZSUyQyUyMnNob3dTZWFyY2hMYWJlbFNldEZpbHRlcnMlMjIlM0FmYWxzZSUyQyUyMmVuYWJsZUNzYVdpZGdldCUyMiUzQWZhbHNlJTJDJTIyZW5hYmxlUHJvZHVjdEdyb3VwaW5nQnlTdWJzY3JpcHRpb24lMjIlM0FmYWxzZSUyQyUyMmNvbnRhaW5lclNjYW5uaW5nUmVkZXNpZ25NMiUyMiUzQWZhbHNlJTdE","featureFlagsGuarded","isDevLikeEnv","isPlaywright","isMobileDevice","categorizedOrgs",{"_1277":1278,"_1279":1280,"_1281":1282},"currentOrgContext","currentContextRoles",[],"enterpriseOrgs",[],"manageableExternalUserGroups",[],"ngcApiOrigin","ngcHelmOrigin","origin","https://catalog.ngc.nvidia.com","usesMocks","theme","year",2026,"now",1788738323940,"1.15.0","defaultSearchSuggestions",{"_1168":496,"_1169":1170,"_1171":1172,"_1173":1174},"announcements",[],"consentState",{"_453":1158,"_1159":26,"_1160":26,"_1161":127,"_1162":1163},"consentConfig",{"_435":436,"_437":438,"_439":440,"_441":442,"_443":444,"_445":446,"_447":448,"_449":450,"_451":452,"_453":454},"showContactAdmin",1788738323941,[],[],[428,429,430,431,432,433,434],{"_40":62,"_42":67,"_44":64,"_46":-5,"_48":-5,"_50":51},{"_40":62,"_42":65,"_44":64,"_46":-5,"_48":-5,"_50":51},{"_40":62,"_42":63,"_44":64,"_46":-5,"_48":-5,"_50":51},{"_40":55,"_42":60,"_44":64,"_46":-5,"_48":-5,"_50":51},{"_40":55,"_42":56,"_44":64,"_46":-5,"_48":-5,"_50":51},{"_40":52,"_42":53,"_44":64,"_46":-5,"_48":-5,"_50":51},{"_40":41,"_42":43,"_44":64,"_46":-5,"_48":-5,"_50":51},"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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It helps track your activity on the platform, including how you interact with their embedded services on other websites.","C0003","Personalization Cookies","These cookies collect data about how you have interacted with our website to help us improve your web experience, such as which pages you have visited. These cookies may store a unique ID so that our system will remember you when you return. They may be set by us or by third party providers whose services we have added to our pages. These cookies enable us to provide enhanced website functionality and personalization as well as make the marketing messages we send to you more relevant to your interests. If you do not allow these cookies, then some or all of these services may not function properly.",[685,686,687,688,689,690,691,692,693,694,695,696,697,698,699,700,701,702,703,704,705,706,707,708,709],[656,657,658,659,660],{"_494":570,"_92":570,"_91":496,"_467":680},{"_494":544,"_92":544,"_91":496,"_467":675},{"_494":670,"_92":670,"_91":496,"_467":671},{"_494":665,"_92":665,"_91":496,"_467":666},{"_494":661,"_92":661,"_91":496,"_467":662},"nvidia.partners",[663],{"_262":664,"_501":661,"_502":26,"_91":538},"edge","app.hushly.com",[667],{"_262":668,"_501":665,"_502":26,"_91":669},"*CORS","This domain is associated with Hushly, a platform that provides lead conversion solutions for content marketing by using personalization and content engagement strategies.","github.com",[672],{"_262":673,"_501":670,"_502":26,"_91":674},"_octo","This domain is owned by Github. 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These cookies may store a unique ID so that our system will remember you when you return. Information collected with these cookies is used to measure and find ways to improve website performance.",[768,769,770,771,772,773,774,775,776,777,778,779,780,781,782,783,784,785,786,787,788,789,790,791,792,793,794,795,796],[748,749,750,751],{"_494":763,"_92":763,"_91":496,"_467":764},{"_494":758,"_92":758,"_91":496,"_467":759},{"_494":557,"_92":557,"_91":496,"_467":755},{"_494":670,"_92":670,"_91":496,"_467":752},[753],{"_262":754,"_501":670,"_502":127,"_91":674},"_gh_sess",[756],{"_262":757,"_501":557,"_502":127,"_91":564},"YSC","bizible.com",[760],{"_262":761,"_501":758,"_502":26,"_91":762},"_BUID","Bizible is a marketing attribution software that tracks the performance of marketing efforts and connects them to revenue, primarily used for B2B environments.","a.usbrowserspeed.com",[765],{"_262":766,"_501":763,"_502":26,"_91":767},"tuid","This domain is owned by Ookla which provides internet speed testing services through its Speedtest application.",{"_262":838,"_501":616,"_502":26,"_91":839},{"_262":823,"_501":837,"_502":127,"_91":824},{"_262":806,"_501":619,"_502":26,"_91":731},{"_262":806,"_501":719,"_502":26,"_91":731},{"_262":835,"_501":616,"_502":26,"_91":836},{"_262":823,"_501":622,"_502":127,"_91":824},{"_262":833,"_501":616,"_502":26,"_91":834},{"_262":823,"_501":619,"_502":127,"_91":824},{"_262":831,"_501":718,"_502":26,"_91":832},{"_262":823,"_501":740,"_502":127,"_91":824},{"_262":803,"_501":619,"_502":26,"_91":805},{"_262":829,"_501":616,"_502":127,"_91":830},{"_262":827,"_501":616,"_502":26,"_91":828},{"_262":825,"_501":616,"_502":127,"_91":826},{"_262":823,"_501":714,"_502":127,"_91":824},{"_262":821,"_501":616,"_502":26,"_91":822},{"_262":819,"_501":616,"_502":26,"_91":820},{"_262":817,"_501":616,"_502":127,"_91":818},{"_262":815,"_501":723,"_502":26,"_91":816},{"_262":803,"_501":714,"_502":26,"_91":805},{"_262":813,"_501":616,"_502":26,"_91":814},{"_262":811,"_501":616,"_502":127,"_91":812},{"_262":809,"_501":616,"_502":26,"_91":810},{"_262":807,"_501":616,"_502":26,"_91":808},{"_262":806,"_501":616,"_502":26,"_91":731},{"_262":803,"_501":804,"_502":26,"_91":805},{"_262":801,"_501":616,"_502":26,"_91":802},{"_262":799,"_501":616,"_502":127,"_91":800},{"_262":797,"_501":616,"_502":26,"_91":798},"_ga_xxxxxxxxxx","Used by Google Analytics to identify and track an individual session with your device.","s_ppvl","This cookie is set by Adobe Analytics to store information on the percentage of the page displayed to the end user.","coveo_visitorId","This cookie name is associated with Coveo which is used to store a unique user ID for marketing purposes and to track the number of distinct users who submitted a query or clicked an item, counting them only once even if they did the same query or clicked the same item over the course of many visits.","_dd_s","marketplace.nvidia.com","Datadog Cookie used to group all events generated from a unique user session across multiple pages. 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