Idea of Nvidia Metropolis Microservices Essentials package to Photon OS - dcasota/photonos-scripts GitHub Wiki

See https://github.com/vmware/photon/issues/1529

Is your feature request related to a problem? Please describe.

Please consider a build-essential like Nvidia Metropolis Microservices "Essential" package as Nvidia GPUs are very popular in Broadcom's co-packaged VMware products.

Describe the solution you'd like

tdnf install NvidiaMM-essential installs and configures Nvidia drivers, docker, Nvidia container toolkit, Ngc cli.

Easy consumerization of packages/containers Tensorflow, Pytorch, tensorRT, Triton Inference Server, Cuda, NVCaffe, Tao Toolkit, Riva, Nemo, Clara, etc.

Describe alternatives you've considered

Old (proprietary) labs e.g. Video Processing on Photon OS-sig.pdf will become easier maintainable because data scientists + AI students do not need insights of Nvidia Metropolis Microservices Essentials on Photon OS.

Additional context

  • nvidia container toolkit
    # Since 1.14, spec file https://github.com/NVIDIA/libnvidia-container/blob/main/pkg/rpm/SPECS/libnvidia-container.spec
    sudo tdnf install -y curl gpg
    sudo curl -fsSL https://nvidia.github.io/libnvidia-container/gpgkey | sudo gpg --dearmor -o /etc/pki/rpm-gpg/nvidia-container-toolkit-keyring.gpg
    sudo curl -s -L https://nvidia.github.io/libnvidia-container/stable/rpm/nvidia-container-toolkit.repo |sudo tee /etc/yum.repos.d/nvidia-container-toolkit.repo
    sudo tdnf makecache
    sudo tdnf install -y nvidia-container-toolkit nvidia-docker2
    sudo systemctl restart docker
    
  • ngc-cli
    sudo tdnf install -y unzip
    cd /usr/local/bin
    sudo curl -J -L -O https://ngc.nvidia.com/downloads/ngccli_cat_linux.zip
    sudo unzip ngccli_cat_linux.zip
    sudo chmod u+x ngc-cli/ngc
    sudo rm ngccli_cat_linux.zip ngc-cli.md5
    echo "no-apikey\nascii\n" | sudo ngc-cli/ngc config set
    

ngc-cli/ngc registry image list lists all available packages.

+----------------------+----------------------+----------------------+------------+--------------+------------+-------------+-------------+---------------------+
| Name                 | Repository           | Latest Tag           | Image Size | Updated Date | Permission | Signed Tag? | Access Type | Associated Products |
+----------------------+----------------------+----------------------+------------+--------------+------------+-------------+-------------+---------------------+
| DeepStream           | nvidia/deepstream    | 6.3-triton-multiarch | 12.52 GB   | Oct 19, 2023 | unlocked   | True        |             |                     |
| QMCPACK              | hpc/qmcpack          | v3.16.0              | 1.4 GB     | Aug 09, 2023 | unlocked   | False       |             |                     |
| Nvidia Clara         | nvidia/clara/clara-  | 4.0.0-1              | 88.83 MB   | Apr 04, 2023 | unlocked   | False       |             |                     |
| Parabricks postpon   | parabricks-postpon   |                      |            |              |            |             |             |                     |
| NVIDIA DOCA Driver   | nvidia/mellanox/doca | 24.01-0.3.3.1-10-ubu | 385.52 MB  | Apr 04, 2024 | unlocked   | False       |             |                     |
|                      | -driver              | ntu22.04-amd64       |            |              |            |             |             |                     |
| DOCA HBN             | nvidia/doca/doca_hbn | 2.1.0-doca2.6.0      | 239.37 MB  | Mar 27, 2024 | unlocked   | False       |             |                     |
| NVIDIA MLPerf        | nvidia/mlperf/mlperf | mlpinf-v3.1-cuda12.2 | 16.51 GB   | Aug 17, 2023 | unlocked   | True        |             |                     |
| Inference            | -inference           | -cudnn8.9-aarch64-ub |            |              |            |             |             |                     |
|                      |                      | untu22.04-public     |            |              |            |             |             |                     |
| Omniverse Replicator | nvidia/omniverse-    | 1.6.3                | 4.02 GB    | Apr 04, 2023 | locked     | False       |             |                     |
|                      | replicator           |                      |            |              |            |             |             |                     |
| quickstart-rapidsai  | nvidia/quickstart-   | 23.10-cuda12.0-py3.1 | 5.44 GB    | Nov 16, 2023 | unlocked   | True        |             |                     |
|                      | rapidsai             | 0                    |            |              |            |             |             |                     |
| BodyMarker/PhenoBody | partners/wb-unet     | 0.2                  | 3.49 GB    | Apr 04, 2023 | unlocked   | False       |             |                     |
| VISTA-3D NIM         | nvidia/nim/medical_i | 24.03                | 9.77 GB    | Apr 16, 2024 | locked     | True        | LISTED      | nvidia-nim-da       |
|                      | maging_vista3d       |                      |            |              |            |             |             |                     |
| H2O Driverless AI    | partners/h2oai-      | latest               | 2 GB       | Apr 04, 2023 | locked     | False       |             |                     |
|                      | driverless           |                      |            |              |            |             |             |                     |
| DOCA SNAP            | nvidia/doca/doca_sna | 4.3.1-doca2.6.0      | 285.96 MB  | Mar 27, 2024 | unlocked   | False       |             |                     |
|                      | p                    |                      |            |              |            |             |             |                     |
| DCGM Exporter        | nvidia/k8s/dcgm-     | 3.3.5-3.4.1-ubi9     | 849.44 MB  | Apr 03, 2024 | unlocked   | True        |             |                     |
|                      | exporter             |                      |            |              |            |             |             |                     |
| PaddlePaddle         | nvidia/paddlepaddle  | 24.03-py3            | 4.9 GB     | Mar 26, 2024 | unlocked   | False       |             |                     |
| NVSM                 | nvidia/cloud-        | v1.0.1-21.07.16-ubi8 | 648.6 MB   | Apr 04, 2023 | unlocked   | False       |             |                     |
|                      | native/nvsm          |                      |            |              |            |             |             |                     |
| cnvrg.io CORE        | partners/cnvrg/insta | latest               | 75.17 MB   | Apr 04, 2023 | unlocked   | False       |             |                     |
|                      | ller                 |                      |            |              |            |             |             |                     |
| rapidsai/rapidsai-   | nvidia/rapidsai/rapi | cuda11.8-runtime-    | 7.94 GB    | Aug 17, 2023 | unlocked   | False       |             |                     |
| core                 | dsai-core            | ubuntu22.04-py3.9    |            |              |            |             |             |                     |
| Lattice Microbes     | hpc/lattice-microbes | 2018.03              | 1.11 GB    | Sep 24, 2020 | unlocked   | False       |             |                     |
| IGX TensorFlow 2 PB  | nvidia/igx/tensorflo | 23.08.07-tf2-py3-igp | 4.34 GB    | Mar 27, 2024 | locked     | True        | LISTED      | nvaie-igx           |
| October 2023 (PB     | w-pb23h2-igx         | u                    |            |              |            |             |             |                     |
| 23h2)                |                      |                      |            |              |            |             |             |                     |
| MELD                 | hpc/meld             | 200930-0.4.15        | 2.67 GB    | Apr 14, 2023 | unlocked   | False       |             |                     |
| Nvidia Clara         | nvidia/clara/clara-  | 4.0.0-1              | 89.29 MB   | Apr 04, 2023 | unlocked   | False       |             |                     |
| Parabricks           | parabricks-          |                      |            |              |            |             |             |                     |
| genotypegvcf         | genotypegvcf         |                      |            |              |            |             |             |                     |
| vmd                  | hpc/vmd              | 1.9.4a44             | 721.18 MB  | Jul 10, 2020 | unlocked   | False       |             |                     |
| Merlin PyTorch       | nvidia/merlin/merlin | 22.05                | 6.63 GB    | Aug 11, 2023 | unlocked   | False       |             |                     |
| Inference            | -pytorch-inference   |                      |            |              |            |             |             |                     |
| genai-notebook-      | nvidia/aiworkflows/g | latest               | 5.88 GB    | Nov 21, 2023 | locked     | False       |             |                     |
| server               | enai-notebook-server |                      |            |              |            |             |             |                     |
| GROMACS              | hpc/gromacs          | 2023.2               | 405.44 MB  | Aug 18, 2023 | unlocked   | False       |             |                     |
| Kinetica             | partners/kinetica    | latest               | 5.35 GB    | Apr 04, 2023 | locked     | False       |             |                     |
| LBPM                 | hpc/lbpm             | 2020.10              | 566.13 MB  | Aug 18, 2022 | unlocked   | False       |             |                     |
| MapR PACC            | partners/pacc-gpu    | cuda10-6.1.0-6.0.0_u | 533.93 MB  | Apr 04, 2023 | locked     | False       |             |                     |
|                      |                      | buntu16              |            |              |            |             |             |                     |
| NVIDIA NIM for       | nvidia/nim/bionemo_e | 24.03                | 11.42 GB   | Apr 16, 2024 | locked     | True        | LISTED      | nvidia-nim-da       |
| ESMFold              | smfold_nim           |                      |            |              |            |             |             |                     |
| TrainingData.io -    | partners/trainingdat | v1.0-ngc             | 544.59 MB  | Apr 04, 2023 | unlocked   | False       |             |                     |
| tdviewer             | aio/tdviewer         |                      |            |              |            |             |             |                     |
| NVIDIA Kubernetes    | nvidia/k8s-device-   | v0.15.0-ubi8         | 171.69 MB  | Apr 16, 2024 | unlocked   | True        |             |                     |
| Device Plugin        | plugin               |                      |            |              |            |             |             |                     |
| Merlin Training      | nvidia/merlin/merlin | latest               | 8.11 GB    | Apr 04, 2023 | unlocked   | False       |             |                     |
|                      | -training            |                      |            |              |            |             |             |                     |
| DOCA Application     | nvidia/doca/doca_app | 2.0.2                | 68.22 MB   | Dec 14, 2023 | unlocked   | False       |             |                     |
| Recognition          | lication_recognition |                      |            |              |            |             |             |                     |
| Merlin PyTorch       | nvidia/merlin/merlin | nightly              | 7.68 GB    | Apr 18, 2024 | unlocked   | False       |             |                     |
|                      | -pytorch             |                      |            |              |            |             |             |                     |
| MegaMolBART gPRC     | nvidia/clara/megamol | 0.1.2                | 5.94 GB    | Apr 04, 2023 | unlocked   | False       |             |                     |
| Service v0.1         | bart                 |                      |            |              |            |             |             |                     |
| LAMMPS               | hpc/lammps           | patch_15Jun2023      | 561.38 MB  | Aug 09, 2023 | unlocked   | False       |             |                     |
| NVIDIA L4T JetPack   | nvidia/l4t-jetpack   | r35.4.1              | 4.9 GB     | Aug 04, 2023 | unlocked   | True        |             |                     |
| Single Cell Examples | nvidia/clara/single- | latest               | 7.86 GB    | Jan 05, 2024 | unlocked   | False       |             |                     |
|                      | cell-examples_rapids |                      |            |              |            |             |             |                     |
| TorchANI             | hpc/torchani         | 2021.04              | 5.37 GB    | Apr 12, 2021 | unlocked   | False       |             |                     |
| NVIDIA Parabricks    | nvidia/clara/clara-  | 4.3.0-1              | 1.77 GB    | Mar 14, 2024 | unlocked   | True        |             |                     |
|                      | parabricks           |                      |            |              |            |             |             |                     |
| DOCA IPS             | nvidia/doca/doca_ips | 2.0.2                | 68.22 MB   | Dec 14, 2023 | unlocked   | False       |             |                     |
| NVIDIA L4T PyTorch   | nvidia/l4t-pytorch   | r35.2.1-pth2.0-py3   | 5.66 GB    | Apr 04, 2023 | unlocked   | False       |             |                     |
| HOOMD-blue           | hpc/hoomd-blue       | v2.6.0               | 700.5 MB   | Sep 24, 2020 | unlocked   | False       |             |                     |
| python-cuda122       | nvidia/ai-           | 1.0.3                | 1.81 GB    | Mar 06, 2024 | unlocked   | True        |             |                     |
|                      | workbench/python-    |                      |            |              |            |             |             |                     |
|                      | cuda122              |                      |            |              |            |             |             |                     |
| NVIDIA L4T CUDA      | nvidia/l4t-cuda      | 11.4.19-runtime      | 1.25 GB    | Aug 04, 2023 | unlocked   | True        |             |                     |
| Holoscan             | nvaie/holoscan-oe-   | 23.10.03             | 1.53 GB    | Jan 30, 2024 | locked     | False       | LISTED      | nv-ai-enterprise    |
| OpenEmbedded Builder | builder-pb23h2       |                      |            |              |            |             |             |                     |
| PB October 2023 (PB  |                      |                      |            |              |            |             |             |                     |
| 23h2)                |                      |                      |            |              |            |             |             |                     |
| NVIDIA GPU Feature   | nvidia/gpu-feature-  | v0.8.2-ubi8          | 158.31 MB  | Oct 26, 2023 | unlocked   | True        |             |                     |
| Discovery for        | discovery            |                      |            |              |            |             |             |                     |
| Kubernetes           |                      |                      |            |              |            |             |             |                     |
| IGX - Triton         | nvidia/igx/tritonser | 23.08.07-py3-sdk-    | 4.69 GB    | Mar 27, 2024 | locked     | True        | LISTED      | nvaie-igx           |
| Inference Server PB  | ver-pb23h2-igx       | dgpu                 |            |              |            |             |             |                     |
| October 2023 (PB     |                      |                      |            |              |            |             |             |                     |
| 23h2)                |                      |                      |            |              |            |             |             |                     |
| genai-model-server   | nvidia/aiworkflows/g | latest               | 13.79 GB   | Nov 21, 2023 | locked     | False       |             |                     |
|                      | enai-model-server    |                      |            |              |            |             |             |                     |
| kipoi                | hpc/kipoi            | v0.6.8-keras1.2      | 1.14 GB    | Sep 24, 2020 | unlocked   | False       |             |                     |
| Dotscience Runner    | partners/dotscience- | latest               | 16.34 MB   | Apr 04, 2023 | locked     | False       |             |                     |
|                      | runner               |                      |            |              |            |             |             |                     |
| Omniverse Farm       | nvidia/omniverse/far | 104.0.4              | 1.87 GB    | Apr 04, 2023 | locked     | False       |             |                     |
| Kubernetes agent     | m-agent-k8s          |                      |            |              |            |             |             |                     |
| services             |                      |                      |            |              |            |             |             |                     |
| L4T Compute Assist   | nvidia/clara-holosca | l4t_35.3-trt_8.5.2   | 2.24 GB    | Feb 22, 2024 | unlocked   | False       |             |                     |
|                      | n/l4t-compute-assist |                      |            |              |            |             |             |                     |
| Digital              | nvidia/cybersecurity | 0.2.                 | 7.37 GB    | Mar 09, 2024 | unlocked   | True        |             |                     |
| Fingerprinting       | -dfp-pipeline        |                      |            |              |            |             |             |                     |
| Pipeline             |                      |                      |            |              |            |             |             |                     |
| Quantum ESPRESSO     | hpc/quantum_espresso | qe-7.1               | 1.15 GB    | Jul 26, 2022 | unlocked   | False       |             |                     |
| Theano               | nvidia/theano        | 18.08                | 1.45 GB    | Apr 04, 2023 | unlocked   | False       |             |                     |
| Omniverse Kit SDK -  | nvidia/omniverse/ov- | 105.1.2-135279.16b4b | 2.21 GB    | Apr 01, 2024 | unlocked   | True        |             |                     |
| Application          | kit-appstreaming     | 239                  |            |              |            |             |             |                     |
| Streaming            |                      |                      |            |              |            |             |             |                     |
| cuOpt                | nvidia/cuopt/cuopt   | 24.03                | 3.96 GB    | Apr 15, 2024 | locked     | True        | LISTED      | nv-ai-enterprise    |
| MLflow Triton Plugin | nvidia/morpheus/mlfl | 2.5.0                | 922.67 MB  | Oct 17, 2023 | locked     | True        |             |                     |
|                      | ow-triton-plugin     |                      |            |              |            |             |             |                     |
| Omniverse DeepSearch | nvidia/omniverse/dee | 1.0.0                | 3.47 GB    | Jul 05, 2023 | unlocked   | True        |             |                     |
| Renderer job         | psearch-renderer     |                      |            |              |            |             |             |                     |
| Synthetic Data       | nvidia/ov-synthetic- | 0.0.16-beta          | 2.38 GB    | Oct 31, 2023 | unlocked   | True        |             |                     |
| Generation           | data-generation      |                      |            |              |            |             |             |                     |
| BlueMan-FrontEnd     | nvidia/doca/doca_blu | 2.1.1-doca2.5.0      | 28.28 MB   | Mar 27, 2024 | unlocked   | False       |             |                     |
|                      | eman_fe              |                      |            |              |            |             |             |                     |
| NVCaffe              | nvidia/caffe         | 20.03-py3            | 2.08 GB    | Apr 04, 2023 | unlocked   | False       |             |                     |
| NeMo Framework       | nvidia/nemo          | 24.03.framework      | 17.09 GB   | Apr 12, 2024 | unlocked   | True        |             |                     |
| Nvidia Clara         | nvidia/clara/clara-  | 4.0.0-1              | 89.16 MB   | Apr 04, 2023 | unlocked   | False       |             |                     |
| Parabricks bqsr      | parabricks-bqsr      |                      |            |              |            |             |             |                     |
| Nvidia Clara         | nvidia/clara/clara-  | 4.0.0-1              | 1.93 GB    | Apr 04, 2023 | unlocked   | False       |             |                     |
| Parabricks           | parabricks-          |                      |            |              |            |             |             |                     |
| deepvariant          | deepvariant          |                      |            |              |            |             |             |                     |
| Audio Effects        | nvidia/maxine/maxine | 1.3.0                | 1.32 GB    | Apr 17, 2024 | locked     | True        | LISTED      | nv-ai-enterprise    |
| Microservice Client  | -audio-client        |                      |            |              |            |             |             |                     |
| Nvidia Clara         | nvidia/clara/clara-  | 4.0.0-1              | 99.75 MB   | Apr 04, 2023 | unlocked   | False       |             |                     |
| Parabricks           | parabricks-          |                      |            |              |            |             |             |                     |
| starfusion           | starfusion           |                      |            |              |            |             |             |                     |
| NVIDIA GDS Driver    | nvidia/cloud-        | 2.16.1-ubuntu22.04   | 217.22 MB  | Oct 26, 2023 | unlocked   | True        |             |                     |
|                      | native/nvidia-fs     |                      |            |              |            |             |             |                     |
| Relion               | hpc/relion           | 3.1.3                | 415.07 MB  | May 22, 2023 | unlocked   | False       |             |                     |
| Audio Effects        | nvidia/maxine/maxine | 1.3.0                | 15.15 GB   | Apr 17, 2024 | locked     | True        | LISTED      | nv-ai-enterprise    |
| Microservice Server  | -audio-multistream   |                      |            |              |            |             |             |                     |
| DeepStream -         | nvidia/video-        | latest               | 2.52 GB    | Apr 04, 2023 | unlocked   | False       |             |                     |
| Intelligent Video    | analytics-demo       |                      |            |              |            |             |             |                     |
| Analytics Demo       |                      |                      |            |              |            |             |             |                     |
| DLI NLP Course  -    | nvidia/dli/dli-nlp-  | v3-nemo1.0.1         | 6.67 GB    | Apr 04, 2023 | locked     | False       |             |                     |
| Base Environment     | nemo                 |                      |            |              |            |             |             |                     |
| with NeMo            |                      |                      |            |              |            |             |             |                     |
| NVIDIA MLPerf        | nvidia/mlperf/mlpinf | mlpinf-v4.0-cuda12.2 | 7.63 GB    | Feb 20, 2024 | unlocked   | False       |             |                     |
| Inference            | -v4.0-cuda12.2-cudnn | -cudnn8.9-aarch64-ub |            |              |            |             |             |                     |
|                      | 8.9-aarch64-ubuntu22 | untu22.04-public     |            |              |            |             |             |                     |
|                      | .04-public           |                      |            |              |            |             |             |                     |
| NAMD                 | hpc/namd             | 3.0-beta5            | 1.5 GB     | Jan 03, 2024 | unlocked   | False       |             |                     |
| Conundrum Aircraft   | nvidia/conundrum-    | latest               | 1.91 GB    | Apr 04, 2023 | unlocked   | False       |             |                     |
| Engine Demo          | aircraftengine-      |                      |            |              |            |             |             |                     |
|                      | cuda10-pytorch11     |                      |            |              |            |             |             |                     |
| Clara AGX            | nvidia/clara-        | v1.1                 | 1.26 GB    | Apr 04, 2023 | locked     | False       |             |                     |
| Dermatology          | agx/agx-dermatology- |                      |            |              |            |             |             |                     |
| Application          | reference            |                      |            |              |            |             |             |                     |
| IndeX                | nvidia-hpcvis/index  | 2.2                  | 265.62 MB  | Dec 02, 2020 | unlocked   | False       |             |                     |
| Text Classification  | nvidia/nemo_bert_tex | 20.07                | 3.79 GB    | Apr 04, 2023 | unlocked   | False       |             |                     |
| with BERT and NeMo   | t_classification     |                      |            |              |            |             |             |                     |
| Clara AGX us4R-lite  | nvidia/clara-        | latest               | 7.13 GB    | Apr 04, 2023 | locked     | False       |             |                     |
| Ultrasound Container | agx/agx-us4us-       |                      |            |              |            |             |             |                     |
|                      | ultrasound           |                      |            |              |            |             |             |                     |
| CUDA Samples         | nvidia/k8s/cuda-     | vectoradd-           | 134.37 MB  | Apr 04, 2023 | unlocked   | False       |             |                     |
|                      | sample               | cuda11.7.1-ubi8      |            |              |            |             |             |                     |
| DeepPavlov           | partners/deeppavlov  | 0.11.0               | 5.42 GB    | Apr 04, 2023 | unlocked   | False       |             |                     |
| M-Star CFD           | hpc/m-star           | 3.10.14              | 5.55 GB    | Mar 01, 2024 | unlocked   | False       |             |                     |
| CUDA Quantum         | nvidia/nightly/cuda- | latest               | 2.59 GB    | Apr 18, 2024 | unlocked   | True        |             |                     |
| (nightly)            | quantum              |                      |            |              |            |             |             |                     |
| NVIDIA MOFED Driver  | nvidia/mellanox/mofe | 23.10-2.1.3.1-10-ubu | 385.45 MB  | Apr 04, 2024 | unlocked   | True        |             |                     |
|                      | d                    | ntu22.04-amd64       |            |              |            |             |             |                     |
| RAPIDS Notebooks     | nvidia/rapidsai/note | 24.04-cuda11.8-py3.1 | 5.76 GB    | Apr 15, 2024 | unlocked   | False       |             |                     |
|                      | books                | 1                    |            |              |            |             |             |                     |
| Cheminformatics Demo | nvidia/clara/cheminf | 0.1.2                | 6.51 GB    | Apr 04, 2023 | unlocked   | False       |             |                     |
|                      | ormatics_demo        |                      |            |              |            |             |             |                     |
| PyG                  | nvidia/pyg           | 24.03-py3            | 9.24 GB    | Mar 26, 2024 | unlocked   | True        |             |                     |
| AutoDock-GPU         | hpc/autodock         | 2020.06              | 79.01 MB   | Jun 22, 2020 | unlocked   | False       |             |                     |
| IGX - Yocto Builder  | nvidia/igx/yocto-    | 23.10.05             | 1.58 GB    | Mar 27, 2024 | locked     | False       | LISTED      | nvaie-igx           |
| PB October 2023 (PB  | builder-pb23h2-igx   |                      |            |              |            |             |             |                     |
| 23h2)                |                      |                      |            |              |            |             |             |                     |
| DLI Recommender      | nvidia/dli-          | v0.0.1               | 4.1 GB     | Apr 04, 2023 | unlocked   | False       |             |                     |
| Systems Course -     | recommender-systems  |                      |            |              |            |             |             |                     |
| Base Environment     |                      |                      |            |              |            |             |             |                     |
| NVIDIA MOFED Driver  | nvidia/mellanox/mofe | rhcos4.10-amd64      | 2.05 GB    | Apr 04, 2023 | unlocked   | False       |             |                     |
| v5.6-1.0.3.3         | d-5.6-1.0.3.3        |                      |            |              |            |             |             |                     |
| CANDLE               | hpc/candle           | 20180326             | 1.52 GB    | Sep 24, 2020 | unlocked   | False       |             |                     |
| milc                 | hpc/milc             | quda1.1.0-November20 | 1.22 GB    | Dec 01, 2022 | unlocked   | False       |             |                     |
|                      |                      | 22                   |            |              |            |             |             |                     |
| NVIDIA Magnum IO     | nvidia/magnum-       | 21.07                | 3.8 GB     | Apr 04, 2023 | unlocked   | False       |             |                     |
| Developer            | io/magnum-io         |                      |            |              |            |             |             |                     |
| Environment          |                      |                      |            |              |            |             |             |                     |
| Tinker-HP            | hpc/tinkerhp         | 2021.03              | 2.18 GB    | Apr 12, 2021 | unlocked   | False       |             |                     |
| Torch                | nvidia/torch         | 18.08-py2            | 1.23 GB    | Apr 04, 2023 | unlocked   | False       |             |                     |
| Isaac Sim            | nvidia/isaac-sim     | 2023.1.0-hotfix.1    | 8.28 GB    | Nov 02, 2023 | locked     | True        |             |                     |
| Aerial SDK           | nvidia/aerial-sdk    |                      |            | Apr 04, 2023 | unlocked   | False       |             |                     |
| NVIDIA DevTools      | nvidia/devtools/nvid | 1.0.0                | 101.44 MB  | Mar 14, 2024 | unlocked   | True        |             |                     |
| Sidecar Injector     | ia-devtools-sidecar- |                      |            |              |            |             |             |                     |
|                      | injector             |                      |            |              |            |             |             |                     |
| NVIDIA HPC-          | nvidia/hpc-          | 24.03                | 4.12 GB    | Mar 07, 2024 | unlocked   | True        |             |                     |
| Benchmarks           | benchmarks           |                      |            |              |            |             |             |                     |
| OpenACC Training     | hpc/openacc-         | 20.9                 | 5.57 GB    | Feb 17, 2021 | unlocked   | False       |             |                     |
| Materials            | training-materials   |                      |            |              |            |             |             |                     |
| RAPIDS Base          | nvidia/rapidsai/base | 24.04-cuda11.8-py3.1 | 5.35 GB    | Apr 15, 2024 | unlocked   | False       |             |                     |
|                      |                      | 1                    |            |              |            |             |             |                     |
| Merlin Tensorflow    | nvidia/merlin/merlin | 22.05                | 5.01 GB    | Aug 11, 2023 | unlocked   | False       |             |                     |
| Inference            | -tensorflow-         |                      |            |              |            |             |             |                     |
|                      | inference            |                      |            |              |            |             |             |                     |
| PIConGPU             | hpc/picongpu         | june2018patch        | 530.28 MB  | Jan 07, 2021 | unlocked   | False       |             |                     |
| DOCA Firefly         | nvidia/doca/doca_fir | 1.3.1-doca2.5.1-host | 187.38 MB  | Mar 27, 2024 | unlocked   | False       |             |                     |
|                      | efly                 |                      |            |              |            |             |             |                     |
| MONAI Toolkit        | nvidia/clara/monai-  | 1.1-2                | 9.95 GB    | Sep 11, 2023 | unlocked   | True        |             |                     |
|                      | toolkit              |                      |            |              |            |             |             |                     |
| Clara AGX PyTorch    | nvidia/clara-        | 21.05-1.7-py3        | 4.34 GB    | Aug 10, 2023 | locked     | False       |             |                     |
|                      | agx/agx-pytorch      |                      |            |              |            |             |             |                     |
| Gaze Demo for        | nvidia/jetson-gaze   | r32.4.2              | 2.32 GB    | Apr 04, 2023 | unlocked   | False       |             |                     |
| Jetson/L4T           |                      |                      |            |              |            |             |             |                     |
| Folding@home         | hpc/foldingathome/fa | 7.6.21               | 37.26 MB   | Nov 11, 2020 | unlocked   | False       |             |                     |
|                      | h-gpu                |                      |            |              |            |             |             |                     |
| Microvolution        | hpc/microvolution    | 2018.12              | 1.19 GB    | Jan 07, 2021 | unlocked   | False       |             |                     |
| NVIDIA cuQuantum     | nvidia/cuquantum-    | 23.10-devel-         | 5.02 GB    | Nov 14, 2023 | unlocked   | True        |             |                     |
| Appliance            | appliance            | ubuntu20.04          |            |              |            |             |             |                     |
| NVIDIA L4T ML        | nvidia/l4t-ml        | r36.2.0-py3          | 8.66 GB    | Dec 13, 2023 | unlocked   | False       |             |                     |
| NVIDIA Parabricks    | nvidia/clara/nvidia_ | 4.1.1-1              | 3.66 GB    | Oct 19, 2023 | unlocked   | False       |             |                     |
| Amazon Linux         | clara_parabricks_ama |                      |            |              |            |             |             |                     |
|                      | zon_linux            |                      |            |              |            |             |             |                     |
| Jetson Linux Flash   | nvidia/jetson-linux- | r35.4.1              | 514.5 MB   | Aug 04, 2023 | unlocked   | True        |             |                     |
| container            | flash-x86            |                      |            |              |            |             |             |                     |
| Nvidia Clara         | nvidia/clara/clara-  | 4.0.0-1              | 89.16 MB   | Apr 04, 2023 | unlocked   | False       |             |                     |
| Parabricks           | parabricks-          |                      |            |              |            |             |             |                     |
| bammetrics           | bammetrics           |                      |            |              |            |             |             |                     |
| IGX - TensorRT PB    | nvidia/igx/tensorrt- | 23.08.07-py3-igpu    | 3.15 GB    | Mar 27, 2024 | locked     | True        | LISTED      | nvaie-igx           |
| October 2023 (PB     | pb23h2-igx           |                      |            |              |            |             |             |                     |
| 23h2)                |                      |                      |            |              |            |             |             |                     |
| Smart Parking        | nvidia/deepstream_36 | 5.0-20.08            | 1.96 GB    | Apr 04, 2023 | unlocked   | False       |             |                     |
| Detection            | 0d                   |                      |            |              |            |             |             |                     |
| TensorRT PB October  | nvaie/tensorrt-      | 23.08.07-py3         | 4.19 GB    | Mar 27, 2024 | locked     | True        | LISTED      | nv-ai-enterprise    |
| 2023 (PB 23h2)       | pb23h2               |                      |            |              |            |             |             |                     |
| kubevirt-gpu-device- | nvidia/kubevirt-gpu- | v1.2.6               | 156.52 MB  | Mar 14, 2024 | unlocked   | True        |             |                     |
| plugin               | device-plugin        |                      |            |              |            |             |             |                     |
| Merlin PyTorch       | nvidia/merlin/merlin | latest               | 6.84 GB    | Apr 04, 2023 | unlocked   | False       |             |                     |
| Training             | -pytorch-training    |                      |            |              |            |             |             |                     |
| NVIDIA K8s Developer | nvidia/cloud-        | v0.0.1               | 68.19 MB   | Dec 15, 2023 | unlocked   | False       |             |                     |
| LLM Operator         | native/developer-    |                      |            |              |            |             |             |                     |
|                      | llm-operator         |                      |            |              |            |             |             |                     |
| NVIDIA Network       | nvidia/cloud-        | v24.1.1              | 53.12 MB   | Apr 05, 2024 | unlocked   | True        |             |                     |
| Operator             | native/network-      |                      |            |              |            |             |             |                     |
|                      | operator             |                      |            |              |            |             |             |                     |
| Nvidia Clara         | nvidia/clara/clara-  | 4.0.0-1              | 88.78 MB   | Apr 04, 2023 | unlocked   | False       |             |                     |
| Parabricks indexgvcf | parabricks-indexgvcf |                      |            |              |            |             |             |                     |
| cuda-quantum         | nvidia/quantum/cuda- | 0.7.0                | 2.58 GB    | Apr 17, 2024 | unlocked   | True        |             |                     |
|                      | quantum              |                      |            |              |            |             |             |                     |
| RIVA ASR NIM         | nvidia/nim/speech_ni | 24.03                | 6.38 GB    | Apr 12, 2024 | locked     | True        | LISTED      | nvidia-nim-da       |
|                      | m                    |                      |            |              |            |             |             |                     |
| TensorRT             | nvidia/tensorrt      | 24.03-py3            | 3.92 GB    | Mar 26, 2024 | unlocked   | False       |             |                     |
| OmniSci Open Source  | partners/omnisci-os  | cuda10-4.8.1         | 1.26 GB    | Apr 04, 2023 | locked     | False       |             |                     |
| python-cuda120       | nvidia/ai-           | 1.0.3                | 1.9 GB     | Mar 06, 2024 | unlocked   | True        |             |                     |
|                      | workbench/python-    |                      |            |              |            |             |             |                     |
|                      | cuda120              |                      |            |              |            |             |             |                     |
| PyTorch              | nvidia/pytorch       | 24.03-py3            | 8.59 GB    | Mar 26, 2024 | unlocked   | False       |             |                     |
| Clara AGX Triton     | nvidia/clara-        | 21.05.1-v1-py3       | 3.67 GB    | Apr 04, 2023 | locked     | False       |             |                     |
| Inference Server     | agx/agx-tritonserver |                      |            |              |            |             |             |                     |
| NVIDIA Network       | nvidia/mellanox/netw | v23.10.0             | 51.38 MB   | Nov 30, 2023 | unlocked   | False       |             |                     |
| Operator             | ork-operator         |                      |            |              |            |             |             |                     |
| NVIDIA GDRCopy       | nvidia/cloud-        | v2.4.1-rhcos4.15     | 186.01 MB  | Mar 08, 2024 | unlocked   | True        |             |                     |
| Driver               | native/gdrdrv        |                      |            |              |            |             |             |                     |
| chain-server         | nvidia/aiworkflows/c | latest               | 8.92 GB    | Nov 21, 2023 | locked     | False       |             |                     |
|                      | hain-server          |                      |            |              |            |             |             |                     |
| julia                | hpc/julia            | v2.4.1               | 2.15 GB    | Feb 17, 2021 | unlocked   | False       |             |                     |
| Nvidia Clara         | nvidia/clara/clara-  | 4.0.0-1              | 161.63 MB  | Apr 04, 2023 | unlocked   | False       |             |                     |
| Parabricks collectmu | parabricks-collectmu |                      |            |              |            |             |             |                     |
| ltiplemetrics        | ltiplemetrics        |                      |            |              |            |             |             |                     |
| TensorFlow 2 PB      | nvaie/tensorflow-    | 23.08.07-tf2-py3     | 7 GB       | Mar 27, 2024 | locked     | True        | LISTED      | nv-ai-enterprise    |
| October 2023 (PB     | pb23h2               |                      |            |              |            |             |             |                     |
| 23h2)                |                      |                      |            |              |            |             |             |                     |
| NVIDIA GPU Operator  | nvidia/gpu-operator  | v23.9.2-ubi8         | 208.97 MB  | Mar 06, 2024 | unlocked   | True        |             |                     |
| TensorFlow           | nvidia/tensorflow    | 24.03-tf2-py3        | 6.61 GB    | Mar 26, 2024 | unlocked   | False       |             |                     |
| WarpDrive for Multi- | partners/salesforce/ | v1.1                 | 6.01 GB    | Apr 04, 2023 | unlocked   | False       |             |                     |
| Agent Reinforcement  | warpdrive            |                      |            |              |            |             |             |                     |
| Learning             |                      |                      |            |              |            |             |             |                     |
| Clara AGX            | nvidia/clara-        | r21.8.31             | 4.35 GB    | Apr 04, 2023 | locked     | False       |             |                     |
| Metagenomics Polish  | agx/agx-             |                      |            |              |            |             |             |                     |
|                      | metagenomics-polish  |                      |            |              |            |             |             |                     |
| Triton Management    | nvaie/triton-        | 1.4.0                | 355.93 MB  | Jan 18, 2024 | locked     | False       | LISTED      | NV_AI_ENTERPRISE    |
| Service (TMS)        | management-server    |                      |            |              |            |             |             |                     |
| MegaMolBART Base     | nvidia/clara/megamol | nemo_1.11_rc1        | 6.96 GB    | Aug 23, 2022 | unlocked   | False       |             |                     |
|                      | bart_base            |                      |            |              |            |             |             |                     |
| Fine-Tune and        | nvidia/bert_workshop | 20.03                | 4.12 GB    | Apr 04, 2023 | locked     | False       |             |                     |
| Optimize BERT        |                      |                      |            |              |            |             |             |                     |
| Microsoft Cognitive  | nvidia/cntk          | 18.08-py3            | 2.16 GB    | Apr 04, 2023 | unlocked   | False       |             |                     |
| Toolkit              |                      |                      |            |              |            |             |             |                     |
| NVIDIA GPU Driver    | nvidia/driver        | 535-5.15.0-1060-azur | 773.14 MB  | Apr 08, 2024 | unlocked   | True        |             |                     |
|                      |                      | e-ubuntu22.04        |            |              |            |             |             |                     |
| Merlin TensorFlow    | nvidia/merlin/merlin | nightly              | 7.79 GB    | Apr 17, 2024 | unlocked   | False       |             |                     |
|                      | -tensorflow          |                      |            |              |            |             |             |                     |
| OmniSci EE           | partners/omnisci-ee  | cuda10-5.1.1         | 1.76 GB    | Apr 04, 2023 | locked     | False       |             |                     |
| Neural Network       | partners/nnabla      | v1.33.0-mpi4.1.3     | 3.74 GB    | Apr 04, 2023 | unlocked   | False       |             |                     |
| Libraries            |                      |                      |            |              |            |             |             |                     |
| NVIDIA NIM for LLMs  | nvidia/nim/nim_llm   | 24.02                | 7.97 GB    | Apr 17, 2024 | locked     | True        | LISTED      | nvidia-nim-da       |
| Digital              | nvidia/cybersecurity | 0.2.1                | 7.37 GB    | Mar 09, 2024 | unlocked   | True        |             |                     |
| Fingerprinting       | -dfp-mock-data       |                      |            |              |            |             |             |                     |
| Pipeline             |                      |                      |            |              |            |             |             |                     |
| SONiC WJH            | nvidia/sonic/sonic-  | 1.5.4-202211         | 168.73 MB  | Sep 20, 2023 | unlocked   | True        |             |                     |
|                      | wjh                  |                      |            |              |            |             |             |                     |
| Clara AGX            | nvidia/clara-        | latest               | 247.2 MB   | Apr 04, 2023 | locked     | False       |             |                     |
| Metagenomics         | agx/agx-             |                      |            |              |            |             |             |                     |
| Classification       | metagenomics-        |                      |            |              |            |             |             |                     |
|                      | classify-reference   |                      |            |              |            |             |             |                     |
| NVIDIA RAPIDS PB     | nvaie/rapids-pb23h2  | 23.06.04-runtime     | 5.36 GB    | Feb 29, 2024 | locked     | True        | LISTED      | nv-ai-enterprise    |
| October 2023 (PB     |                      |                      |            |              |            |             |             |                     |
| 23h2)                |                      |                      |            |              |            |             |             |                     |
| Nvidia Clara         | nvidia/clara/clara-  | 4.0.0-1              | 89.15 MB   | Apr 04, 2023 | unlocked   | False       |             |                     |
| Parabricks bam2fq    | parabricks-bam2fq    |                      |            |              |            |             |             |                     |
| Caffe2               | nvidia/caffe2        | 18.08-py3            | 1.3 GB     | Apr 04, 2023 | unlocked   | False       |             |                     |
| DOCA URL Filter      | nvidia/doca/doca_url | 2.0.2                | 68.22 MB   | Dec 14, 2023 | unlocked   | False       |             |                     |
|                      | _filter              |                      |            |              |            |             |             |                     |
| rapidsai/rapidsai    | nvidia/rapidsai/rapi | cuda11.4-runtime-    | 8.08 GB    | Jan 05, 2024 | unlocked   | False       |             |                     |
|                      | dsai                 | ubuntu20.04-py3.10   |            |              |            |             |             |                     |
| genai-llm-playground | nvidia/aiworkflows/g | latest               | 200.62 MB  | Nov 21, 2023 | locked     | False       |             |                     |
|                      | enai-llm-playground  |                      |            |              |            |             |             |                     |
| GenAI SD NIM         | nvidia/nim/genai_sd_ | 24.03                | 11.15 GB   | Apr 16, 2024 | locked     | True        | LISTED      | nvidia-nim-da       |
|                      | nim                  |                      |            |              |            |             |             |                     |
| Nvidia Clara         | nvidia/clara/clara-  | 4.0.0-1              | 89.13 MB   | Apr 04, 2023 | unlocked   | False       |             |                     |
| Parabricks dbsnp     | parabricks-dbsnp     |                      |            |              |            |             |             |                     |
| NVIDIA Optimized     | nvidia/mxnet         | 24.03-py3            | 6.53 GB    | Mar 26, 2024 | unlocked   | False       |             |                     |
| Deep Learning        |                      |                      |            |              |            |             |             |                     |
| Framework powered by |                      |                      |            |              |            |             |             |                     |
| Apache MXNet         |                      |                      |            |              |            |             |             |                     |
| Nvidia Clara         | nvidia/clara/clara-  | 4.0.0-1              | 92.95 MB   | Apr 04, 2023 | unlocked   | False       |             |                     |
| Parabricks           | parabricks-          |                      |            |              |            |             |             |                     |
| haplotypecaller      | haplotypecaller      |                      |            |              |            |             |             |                     |
| PyTorch PB October   | nvaie/pytorch-pb23h2 | 23.08.07-py3         | 9.41 GB    | Mar 27, 2024 | locked     | True        | LISTED      | nv-ai-enterprise    |
| 2023 (PB 23h2)       |                      |                      |            |              |            |             |             |                     |
| DLI Building Video   | nvidia/dli/dli-nano- | v2.0.0-DS6.0.1       | 1.21 GB    | Apr 04, 2023 | unlocked   | False       |             |                     |
| AI Applications at   | deepstream           |                      |            |              |            |             |             |                     |
| the Edge on Jetson   |                      |                      |            |              |            |             |             |                     |
| Nano                 |                      |                      |            |              |            |             |             |                     |
| QMCPACK              | hpc/qmcpack/qmcpack  | v3.12.0-cuda         | 1.91 GB    | Mar 18, 2022 | unlocked   | False       |             |                     |
| Merlin HugeCTR       | nvidia/merlin/merlin | nightly              | 6.26 GB    | Mar 12, 2024 | unlocked   | False       |             |                     |
|                      | -hugectr             |                      |            |              |            |             |             |                     |
| RDMA Shared Device   | nvidia/cloud-        | v1.3.2               | 55.01 MB   | Apr 04, 2023 | unlocked   | False       |             |                     |
| Plugin               | native/k8s-rdma-     |                      |            |              |            |             |             |                     |
|                      | shared-dev-plugin    |                      |            |              |            |             |             |                     |
| Spear Phishing       | nvaie/cybersecurity- | 0.1.0                | 11.92 GB   | Jan 31, 2024 | unlocked   | False       |             |                     |
| Pipeline             | sp-pipeline          |                      |            |              |            |             |             |                     |
| IGX - PyTorch PB     | nvidia/igx/pytorch-  | 23.08.07-py3-igpu    | 5.97 GB    | Mar 27, 2024 | locked     | True        | LISTED      | nvaie-igx           |
| October 2023 (PB     | pb23h2-igx           |                      |            |              |            |             |             |                     |
| 23h2)                |                      |                      |            |              |            |             |             |                     |
| NVIDIA L4T TensorRT  | nvidia/l4t-tensorrt  | r8.5.2.2-devel       | 4.77 GB    | Aug 10, 2023 | unlocked   | True        |             |                     |
| Triton Inference     | nvidia/tritonserver  | 24.03-py3-igpu       | 5.19 GB    | Mar 27, 2024 | unlocked   | False       |             |                     |
| Server               |                      |                      |            |              |            |             |             |                     |
| DLI Accelerating     | nvidia/dli/dli-data- | v1.0.0               | 10.77 GB   | Apr 04, 2023 | unlocked   | False       |             |                     |
| Data Engineering     | engineering          |                      |            |              |            |             |             |                     |
| Pipelines - Base     |                      |                      |            |              |            |             |             |                     |
| Environment          |                      |                      |            |              |            |             |             |                     |
| NVIDIA Confidential  | nvidia/cloud-        | v0.1.1               | 233.93 MB  | Oct 26, 2023 | unlocked   | True        |             |                     |
| Computing Manager    | native/k8s-cc-       |                      |            |              |            |             |             |                     |
| For Kubernetes       | manager              |                      |            |              |            |             |             |                     |
| MATLAB               | partners/matlab      | r2023a               | 7.24 GB    | Mar 25, 2024 | unlocked   | False       |             |                     |
| Kaldi                | nvidia/kaldi         | 23.11-py3            | 4.28 GB    | Dec 01, 2023 | unlocked   | False       |             |                     |
| Omniverse Create     | nvidia/omniverse/cre | 2022.2.1             | 1.91 GB    | Apr 04, 2023 | locked     | False       |             |                     |
| Render job           | ate-render           |                      |            |              |            |             |             |                     |
| DeepStream IVA       | nvidia/ds_deployment | 20.06                | 1.73 GB    | Apr 04, 2023 | unlocked   | False       |             |                     |
| Deployment Demo      | _demo                |                      |            |              |            |             |             |                     |
| DCGM                 | nvidia/cloud-        | 3.3.5-1-ubi9         | 993 MB     | Apr 03, 2024 | unlocked   | False       |             |                     |
|                      | native/dcgm          |                      |            |              |            |             |             |                     |
| Spear Phishing       | nvidia/cybersecurity | 0.1.0                | 11.92 GB   | Mar 09, 2024 | locked     | True        |             |                     |
| Pipeline             | -sp-pipeline         |                      |            |              |            |             |             |                     |
| Live Portrait Client | nvaie/live-portrait- | 1.1.0                | 323.1 MB   | Jan 18, 2024 | locked     | False       | LISTED      |                     |
|                      | client               |                      |            |              |            |             |             |                     |
| DLI Getting Started  | nvidia/dli/dli-nano- | v2.0.2-r32.7.1       | 1.52 GB    | Apr 04, 2023 | unlocked   | False       |             |                     |
| with AI on Jetson    | ai                   |                      |            |              |            |             |             |                     |
| Nano                 |                      |                      |            |              |            |             |             |                     |
| Nvidia Clara         | nvidia/clara/clara-  | 4.0.0-1              | 89.59 MB   | Apr 04, 2023 | unlocked   | False       |             |                     |
| Parabricks bamsort   | parabricks-bamsort   |                      |            |              |            |             |             |                     |
| ParaView             | nvidia-              | egl-py3-5.11.0       | 399.93 MB  | May 04, 2023 | unlocked   | False       |             |                     |
|                      | hpcvis/paraview      |                      |            |              |            |             |             |                     |
| Mission Dispatch     | nvidia/isaac/mission | isaac_ros            | 399.2 MB   | Oct 17, 2023 | unlocked   | True        |             |                     |
|                      | -dispatch            |                      |            |              |            |             |             |                     |
| NVIDIA NIM for       | nvidia/nim/bionemo_d | 24.03.03             | 10.93 GB   | Apr 18, 2024 | locked     | True        | LISTED      | nvidia-nim-da       |
| DiffDock             | iffdock_nim          |                      |            |              |            |             |             |                     |
| Nsight Systems CLI   | nvidia/devtools/nsig | 2024.1.1-ubuntu22.04 | 336.01 MB  | Mar 14, 2024 | unlocked   | True        |             |                     |
|                      | ht-systems-cli       |                      |            |              |            |             |             |                     |
| CUDA GL              | nvidia/cudagl        | 11.3.0-devel-        | 2.13 GB    | Apr 04, 2023 | unlocked   | False       |             |                     |
|                      |                      | ubuntu20.04          |            |              |            |             |             |                     |
| NVIDIA NIM for       | nvidia/nim/universal | 24.03                | 2.08 GB    | Apr 17, 2024 | locked     | True        | LISTED      | nvidia-nim-da       |
| DeepVariant          | -variant-calling     |                      |            |              |            |             |             |                     |
| NVIDIA MIG Manager   | nvidia/cloud-        | v0.5.5-ubuntu20.04   | 123.75 MB  | Oct 26, 2023 | unlocked   | True        |             |                     |
| For Kubernetes       | native/k8s-mig-      |                      |            |              |            |             |             |                     |
|                      | manager              |                      |            |              |            |             |             |                     |
| Holoscan Container   | nvidia/clara-        | v0.6.0-dgpu          | 4.93 GB    | Jul 31, 2023 | unlocked   | True        |             |                     |
|                      | holoscan/holoscan    |                      |            |              |            |             |             |                     |
| NVIDIA Driver        | nvidia/cloud-        | v0.6.8-ubi8          | 211.24 MB  | Apr 17, 2024 | unlocked   | True        |             |                     |
| Manager For          | native/k8s-driver-   |                      |            |              |            |             |             |                     |
| Kubernetes           | manager              |                      |            |              |            |             |             |                     |
| Iguazio Data Science | partners/provazio-   | 0.19.61              | 60.75 MB   | Apr 04, 2023 | unlocked   | False       |             |                     |
| Platform             | dashboard            |                      |            |              |            |             |             |                     |
| Merlin Tensorflow    | nvidia/merlin/merlin | latest               | 6.65 GB    | Apr 04, 2023 | unlocked   | False       |             |                     |
| Training             | -tensorflow-training |                      |            |              |            |             |             |                     |
| python-cuda117       | nvidia/ai-           | 1.0.3                | 3.1 GB     | Mar 06, 2024 | unlocked   | True        |             |                     |
|                      | workbench/python-    |                      |            |              |            |             |             |                     |
|                      | cuda117              |                      |            |              |            |             |             |                     |
| DIGITS               | nvidia/digits        | 21.09-tensorflow-py3 | 6.39 GB    | Apr 04, 2023 | unlocked   | False       |             |                     |
| Triton Inference     | nvaie/tritonserver-  | 23.08.07-pyt-python- | 5.22 GB    | Mar 27, 2024 | locked     | True        | LISTED      | nv-ai-enterprise    |
| Server PB October    | pb23h2               | py3                  |            |              |            |             |             |                     |
| 2023 (PB 23h2)       |                      |                      |            |              |            |             |             |                     |
| Clara AGX            | nvidia/clara-        | r21.8.31             | 259.71 MB  | Apr 04, 2023 | locked     | False       |             |                     |
| Metagenomics         | agx/agx-             |                      |            |              |            |             |             |                     |
| Assembly             | metagenomics-        |                      |            |              |            |             |             |                     |
|                      | assembly             |                      |            |              |            |             |             |                     |
| Container for        | nvidia/clara/deepvar | 4.2.0-1              | 1.2 GB     | Oct 19, 2023 | unlocked   | True        |             |                     |
| Training DeepVariant | iant_train           |                      |            |              |            |             |             |                     |
| DOCA Flow Inspector  | nvidia/doca/doca_flo | 1.3.0-doca2.5.0      | 89.18 MB   | Mar 27, 2024 | unlocked   | False       |             |                     |
|                      | w_inspector          |                      |            |              |            |             |             |                     |
| Autovox Hindi ASR    | partners/cogknit/aut | 1.0.3                | 5.91 GB    | Sep 22, 2021 | locked     | False       |             |                     |
|                      | ovox-hindi-asr       |                      |            |              |            |             |             |                     |
| Omniverse Kit SDK    | nvidia/omniverse/kit | 105.1.0              | 2.19 GB    | Jan 11, 2024 | locked     | False       |             |                     |
| JetPack Cross        | nvidia/jetpack-      | 5.1.2                | 24.75 GB   | Aug 04, 2023 | unlocked   | True        |             |                     |
| Compilation          | linux-aarch64-crossc |                      |            |              |            |             |             |                     |
| container            | ompile-x86           |                      |            |              |            |             |             |                     |
| JAX                  | nvidia/jax           | 23.10-paxml-py3      | 7.14 GB    | Oct 31, 2023 | unlocked   | True        |             |                     |
| Merlin Inference     | nvidia/merlin/merlin | 22.05                | 5.54 GB    | Aug 11, 2023 | unlocked   | False       |             |                     |
|                      | -inference           |                      |            |              |            |             |             |                     |
| MK-SQuIT             | partners/mk-squit    | 1                    | 4.3 GB     | Apr 04, 2023 | unlocked   | False       |             |                     |
| Clara AGX            | nvidia/clara/agx-    | v1.1                 | 1.26 GB    | Apr 04, 2023 | locked     | False       |             |                     |
| Dermatology          | dermatology-         |                      |            |              |            |             |             |                     |
| Application          | reference            |                      |            |              |            |             |             |                     |
| Domain Specific NeMo | nvidia/nemo_asr_app_ | 20.07                | 3.98 GB    | Apr 04, 2023 | unlocked   | False       |             |                     |
| ASR Application      | img                  |                      |            |              |            |             |             |                     |
| TAO Toolkit          | nvidia/tao/tao-      | 5.3.0-pyt            | 10.89 GB   | Apr 10, 2024 | unlocked   | True        |             |                     |
|                      | toolkit              |                      |            |              |            |             |             |                     |
| BioNeMo Framework    | nvidia/clara/bionemo | 1.3                  | 12.29 GB   | Mar 26, 2024 | locked     | True        |             |                     |
|                      | -framework           |                      |            |              |            |             |             |                     |
| Deep Cognition       | partners/deep-       | cuda9-2.5.1          | 2.05 GB    | Apr 04, 2023 | locked     | False       |             |                     |
| Studio               | learning-studio      |                      |            |              |            |             |             |                     |
| Isaac ROS Dev Base   | nvidia/isaac/ros     | x86_64-ros2_humble_f | 13.35 GB   | Oct 17, 2023 | unlocked   | True        |             |                     |
|                      |                      | 70fbf3e86d9ae99b527f |            |              |            |             |             |                     |
|                      |                      | 8cc2c40007b          |            |              |            |             |             |                     |
| Video Effects Server | nvidia/maxine/video- | video-               | 4.55 GB    | Apr 18, 2024 | locked     | True        | LISTED      | nv-ai-enterprise    |
|                      | microservice         | microservice-1.2.0   |            |              |            |             |             |                     |
| DOCA Telemetry       | nvidia/doca/doca_tel | 1.16.5-doca2.6.0-hos | 472.69 MB  | Mar 27, 2024 | unlocked   | False       |             |                     |
| Service              | emetry               | t                    |            |              |            |             |             |                     |
| NGC Pre-Flight Check | hpc/preflightcheck   | 20.11                | 27.24 MB   | Feb 27, 2021 | unlocked   | False       |             |                     |
| DeepStream People    | nvidia/deepstream-   | r32.4.2              | 1.44 GB    | Apr 04, 2023 | unlocked   | False       |             |                     |
| Detection Demo on    | peopledetection      |                      |            |              |            |             |             |                     |
| Jetson               |                      |                      |            |              |            |             |             |                     |
| Omniverse Farm       | nvidia/omniverse/far | 104.0.2              | 1.94 GB    | Apr 04, 2023 | locked     | False       |             |                     |
| management services  | m-queue              |                      |            |              |            |             |             |                     |
| Ironyun - ainvr-app  | partners/ironyun/ain | 3.1.0-3              | 4.21 GB    | Apr 04, 2023 | locked     | False       |             |                     |
|                      | vr-app               |                      |            |              |            |             |             |                     |
| Allegro Trains Agent | partners/allegro/tra | latest               | 1.86 GB    | Apr 04, 2023 | unlocked   | False       |             |                     |
|                      | ins-agent            |                      |            |              |            |             |             |                     |
| IP Over Infiniband   | nvidia/cloud-        | v1.1.0               | 4.84 MB    | Apr 04, 2023 | unlocked   | False       |             |                     |
| (IPoIB) CNI Plugin   | native/ipoib-cni     |                      |            |              |            |             |             |                     |
| DGL                  | nvidia/dgl           | 24.03-py3            | 9.68 GB    | Mar 26, 2024 | unlocked   | True        |             |                     |
| Video Effects Client | nvaie/video-effects- | 1.1.0                | 361.1 MB   | Nov 09, 2023 | locked     | False       | LISTED      | NV_AI_ENTERPRISE    |
|                      | client               |                      |            |              |            |             |             |                     |
| Holoscan PB October  | nvaie/holoscan-      | 23.10.05.0           | 5.99 GB    | Mar 27, 2024 | locked     | True        | LISTED      | nv-ai-enterprise    |
| 2023 (PB 23h2)       | pb23h2               |                      |            |              |            |             |             |                     |
| NVIDIA HPC SDK       | nvidia/nvhpc         | 24.3-devel-          | 9.4 GB     | Mar 20, 2024 | unlocked   | True        |             |                     |
|                      |                      | cuda_multi-          |            |              |            |             |             |                     |
|                      |                      | ubuntu22.04          |            |              |            |             |             |                     |
| Isaac ML 3D Pose     | nvidia/isaac-        | 2020.2               | 16.2 GB    | Apr 04, 2023 | unlocked   | False       |             |                     |
|                      | ml-3dpose            |                      |            |              |            |             |             |                     |
| IGX - Holoscan PB    | nvidia/igx/holoscan- | 23.10.05.0-dgpu      | 4.39 GB    | Mar 27, 2024 | locked     | True        | LISTED      | nvaie-igx           |
| October 2023 (PB     | pb23h2-igx           |                      |            |              |            |             |             |                     |
| 23h2)                |                      |                      |            |              |            |             |             |                     |
| Nvidia Clara         | nvidia/clara/clara-  | 4.0.0-1              | 90.43 MB   | Apr 04, 2023 | unlocked   | False       |             |                     |
| Parabricks           | parabricks-          |                      |            |              |            |             |             |                     |
| mutectcaller         | mutectcaller         |                      |            |              |            |             |             |                     |
| Chainer              | partners/chainer     | 4.0.0b1              | 963.75 MB  | Apr 04, 2023 | locked     | False       |             |                     |
| DLI Conversational   | nvidia/dli/dli-cai   | v1.0.0               | 1.63 GB    | Apr 04, 2023 | locked     | False       |             |                     |
| AI Course - Base     |                      |                      |            |              |            |             |             |                     |
| Environment          |                      |                      |            |              |            |             |             |                     |
| Modulus              | nvidia/modulus/modul | 24.04                | 15.19 GB   | Apr 15, 2024 | unlocked   | True        |             |                     |
|                      | us                   |                      |            |              |            |             |             |                     |
| Nvidia Clara         | nvidia/clara/clara-  | 4.0.0-1              | 88.81 MB   | Apr 04, 2023 | unlocked   | False       |             |                     |
| Parabricks prepon    | parabricks-prepon    |                      |            |              |            |             |             |                     |
| NVIDIA vGPU Device   | nvidia/cloud-        | v0.2.6-ubi8          | 146.98 MB  | Apr 17, 2024 | unlocked   | True        |             |                     |
| Manager              | native/vgpu-device-  |                      |            |              |            |             |             |                     |
|                      | manager              |                      |            |              |            |             |             |                     |
| DOCA Base Image      | nvidia/doca/doca     | 2.5.1-devel          | 602.77 MB  | Mar 06, 2024 | unlocked   | False       |             |                     |
| PyTorch Lightning    | partners/gridai/pyto | v1.4.0               | 6.38 GB    | Apr 04, 2023 | unlocked   | False       |             |                     |
|                      | rch-lightning        |                      |            |              |            |             |             |                     |
| GAMESS               | hpc/gamess           | 17.09-r2-libcchem    | 1.56 GB    | Mar 18, 2022 | unlocked   | False       |             |                     |
| Nvidia Clara         | nvidia/clara/clara-  | 4.0.0-1              | 92.11 MB   | Apr 04, 2023 | unlocked   | False       |             |                     |
| Parabricks rna-      | parabricks-rna-      |                      |            |              |            |             |             |                     |
| fq2bam               | fq2bam               |                      |            |              |            |             |             |                     |
| Python Basic for AI  | nvidia/ai-           | 1.0.2                | 766.23 MB  | Mar 06, 2024 | unlocked   | True        |             |                     |
| Workbench            | workbench/python-    |                      |            |              |            |             |             |                     |
|                      | basic                |                      |            |              |            |             |             |                     |
| Video Effects Client | nvidia/maxine/video- | video-client-1.2.0   | 361.17 MB  | Apr 18, 2024 | locked     | True        | LISTED      | nv-ai-enterprise    |
|                      | client               |                      |            |              |            |             |             |                     |
| BlueMan-Converter    | nvidia/doca/doca_blu | 1.0.6-doca2.2.0      | 49.88 MB   | Aug 16, 2023 | unlocked   | False       |             |                     |
|                      | eman_conv            |                      |            |              |            |             |             |                     |
| Nova Extrinsics      | nvidia/isaac/nova_ex | master-aarch64       | 4.22 GB    | Nov 19, 2023 | unlocked   | True        |             |                     |
| Sensor Calibration   | trinsics_sensor_cali |                      |            |              |            |             |             |                     |
| Tool                 | bration_tool         |                      |            |              |            |             |             |                     |
| NVIDIA Container     | nvidia/k8s/container | v1.15.0-ubi8         | 185.72 MB  | Apr 16, 2024 | unlocked   | True        |             |                     |
| Toolkit              | -toolkit             |                      |            |              |            |             |             |                     |
| CHROMA               | hpc/chroma           | 2021.04              | 1.96 GB    | Apr 12, 2021 | unlocked   | False       |             |                     |
| Morpheus             | nvidia/morpheus/morp | v23.07.03-runtime    | 7.35 GB    | Oct 17, 2023 | locked     | True        |             |                     |
|                      | heus                 |                      |            |              |            |             |             |                     |
| NVIDIA vGPU Driver   | nvidia/vgpu/vgpu-    | 550.54.15-ubuntu22.0 | 547 MB     | Mar 18, 2024 | locked     | False       | LISTED      | nv-ai-enterprise    |
|                      | guest-driver-5       | 4                    |            |              |            |             |             |                     |
| Paperspace Gradient  | partners/gradient    | 0.1.22               | 88.27 MB   | Apr 04, 2023 | unlocked   | False       |             |                     |
| Validator for NVIDIA | nvidia/cloud-        | v23.9.2-ubi8         | 167.36 MB  | Mar 06, 2024 | unlocked   | True        |             |                     |
| GPU Operator         | native/gpu-operator- |                      |            |              |            |             |             |                     |
|                      | validator            |                      |            |              |            |             |             |                     |
| cp2k                 | hpc/cp2k             | v2023.1              | 2.07 GB    | Aug 09, 2023 | unlocked   | False       |             |                     |
| PyTorch for AI       | nvidia/ai-           | 1.0.2                | 9.88 GB    | Mar 06, 2024 | unlocked   | True        |             |                     |
| Workbench            | workbench/pytorch    |                      |            |              |            |             |             |                     |
| Clara AGX TensorFlow | nvidia/clara-        | 21.05-tf1-py3        | 4.46 GB    | Jun 01, 2023 | locked     | False       |             |                     |
|                      | agx/agx-tensorflow   |                      |            |              |            |             |             |                     |
| Nvidia Clara         | nvidia/clara/clara-  | 4.0.0-1              | 89.03 MB   | Apr 04, 2023 | unlocked   | False       |             |                     |
| Parabricks applybqsr | parabricks-applybqsr |                      |            |              |            |             |             |                     |
| NVIDIA Kata Manager  | nvidia/cloud-        | v0.1.2               | 155.01 MB  | Oct 26, 2023 | unlocked   | True        |             |                     |
| for Kubernetes       | native/k8s-kata-     |                      |            |              |            |             |             |                     |
|                      | manager              |                      |            |              |            |             |             |                     |
| NVIDIA CUDA X for    | nvidia/nim/fq2bam    | 24.03                | 2.13 GB    | Apr 17, 2024 | locked     | True        | LISTED      | nvidia-nim-da       |
| FQ2BAM               |                      |                      |            |              |            |             |             |                     |
| DeePMD-kit           | hpc/deepmd-kit       | v2.1.1               | 6.23 GB    | Jun 02, 2022 | unlocked   | False       |             |                     |
| CUDA                 | nvidia/cuda          | 12.4.1-devel-ubi8    | 3.69 GB    | Apr 10, 2024 | unlocked   | True        |             |                     |
| Riva Speech Skills   | nvidia/riva/riva-    | 2.15.0-servicemaker- | 6.56 GB    | Mar 23, 2024 | locked     | False       |             |                     |
|                      | speech               | l4t-aarch64          |            |              |            |             |             |                     |
| NVIDIA NPN Workshop: | nvidia/dali-pytorch  | latest               | 4.45 GB    | Apr 04, 2023 | unlocked   | False       |             |                     |
| Scaling Data Loading |                      |                      |            |              |            |             |             |                     |
| with DALI            |                      |                      |            |              |            |             |             |                     |
| NVIDIA L4T           | nvidia/l4t-tensorflo | r35.2.1-tf2.11-py3   | 5.73 GB    | May 18, 2023 | unlocked   | False       |             |                     |
| TensorFlow           | w                    |                      |            |              |            |             |             |                     |
| Voice Demo for       | nvidia/jetson-voice  | r32.4.2              | 8.07 GB    | Apr 04, 2023 | unlocked   | False       |             |                     |
| Jetson/L4T           |                      |                      |            |              |            |             |             |                     |
| NVIDIA L4T Base      | nvidia/l4t-base      | 35.3.1               | 249.68 MB  | Aug 24, 2023 | unlocked   | True        |             |                     |
| BigDFT               | hpc/bigdft           | cuda10-ubuntu1804-om | 2.37 GB    | Sep 24, 2020 | unlocked   | False       |             |                     |
|                      |                      | pi4-mkl              |            |              |            |             |             |                     |
| Nvidia Clara         | nvidia/clara/clara-  | 4.0.0-1              | 92.85 MB   | Apr 04, 2023 | unlocked   | False       |             |                     |
| Parabricks fq2bam    | parabricks-fq2bam    |                      |            |              |            |             |             |                     |
| Pose Demo for        | nvidia/jetson-pose   | r32.4.2              | 1.31 GB    | Apr 04, 2023 | unlocked   | False       |             |                     |
| Jetson/L4T           |                      |                      |            |              |            |             |             |                     |
+----------------------+----------------------+----------------------+------------+--------------+------------+-------------+-------------+---------------------+