{"id":27004479,"url":"https://github.com/tacc/tacc-ml","last_synced_at":"2025-04-04T06:16:57.531Z","repository":{"id":43373904,"uuid":"238533304","full_name":"TACC/tacc-ml","owner":"TACC","description":"Containers for running ML applications on TACC GPU systems","archived":false,"fork":false,"pushed_at":"2022-03-16T15:34:40.000Z","size":34,"stargazers_count":7,"open_issues_count":0,"forks_count":3,"subscribers_count":9,"default_branch":"master","last_synced_at":"2024-04-16T02:11:42.940Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Makefile","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"bsd-3-clause","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/TACC.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2020-02-05T19:40:05.000Z","updated_at":"2023-10-21T10:10:55.000Z","dependencies_parsed_at":"2022-09-13T19:24:36.387Z","dependency_job_id":null,"html_url":"https://github.com/TACC/tacc-ml","commit_stats":null,"previous_names":[],"tags_count":3,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/TACC%2Ftacc-ml","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/TACC%2Ftacc-ml/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/TACC%2Ftacc-ml/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/TACC%2Ftacc-ml/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/TACC","download_url":"https://codeload.github.com/TACC/tacc-ml/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247128738,"owners_count":20888235,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2025-04-04T06:16:56.946Z","updated_at":"2025-04-04T06:16:57.525Z","avatar_url":"https://github.com/TACC.png","language":"Makefile","funding_links":[],"categories":[],"sub_categories":[],"readme":"# TACC Machine Learning Containers\n\n\nContainers for running ML applications on TACC GPU sysems\n\n## Image information\n\nAll images are hosted on [Docker Hub](https://hub.docker.com/r/tacc/tacc-ml/tags)\n\nPlease refer to our system and version tables which support the following base operating systems:\n\n- [Centos7](#centos7-images)\n- [Ubuntu 20.04](#ubuntu2004-images)\n\n## Usage\n\n```\n$ module load tacc-singularity\n$ singularity pull docker://tacc/tacc-ml:ubuntu20.04-cuda11-tf2.6-pt1.10\n$ singularity exec --nv tacc-ml_ubuntu20.04-cuda11-tf2.6-pt1.10.sif python -c 'import tensorflow as tf; print(tf.test.is_gpu_available())'                                                           \n```\n\n## Development\n\nBegin `FROM` an image that supports your target TACC system, and add any necessary packages from there.\n\n```\nFROM tacc/tacc-ml:ubuntu20.04-cuda11-tf2.6-pt1.10\n\nRUN conda install new_package\n```\n\nOnce you are finished building your new container, push it to dockerhub and then pull to TACC.\n\n## Centos7 Images\n\u003ctable\u003e\n  \u003ctr\u003e\n    \u003cth\u003e\u003c/th\u003e\n    \u003cth\u003e\u003c/th\u003e\n    \u003cth\u003e\u003c/th\u003e\n    \u003cth colspan=\"4\"\u003eSystem\u003c/th\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n    \u003ctd\u003eCUDA\u003c/td\u003e\n    \u003ctd\u003eTensorFlow\u003c/td\u003e\n    \u003ctd\u003ePyTorch\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"https://portal.tacc.utexas.edu/user-guides/maverick2\"\u003eMaverick2\u003c/a\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"https://fronteraweb.tacc.utexas.edu/user-guide/system/#gpu-nodes\"\u003eFrontera/RTX\u003c/a\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"https://portal.tacc.utexas.edu/user-guides/longhorn\"\u003eLonghorn\u003c/a\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"https://portal.tacc.utexas.edu/user-guides/lonestar6\"\u003eLonestar6\u003c/a\u003e\u003c/td\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n    \u003ctd\u003e11\u003c/td\u003e\n    \u003ctd\u003e2.6\u003c/td\u003e\n    \u003ctd\u003e1.10\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"#centos7-cuda11-tf2.6-pt1.10\"\u003eX\u003c/a\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"#centos7-cuda11-tf2.6-pt1.10\"\u003eX\u003c/a\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"#centos7-cuda11-tf2.6-pt1.10\"\u003eX\u003c/a\u003e\u003c/td\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n    \u003ctd\u003e11\u003c/td\u003e\n    \u003ctd\u003e2.7\u003c/td\u003e\n    \u003ctd\u003e1.10\u003c/td\u003e\n    \u003ctd\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"#ppc64le-centos7-cuda11-tf2.7-pt1.10\"\u003eX\u003c/a\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003c/td\u003e\n  \u003c/tr\u003e\n\u003c/table\u003e\n\n### centos7-cuda11-tf2.6-pt1.10\n* [Dockerfile](containers/tf-conda)\n* URL: `tacc/tacc-ml:centos7-cuda11-tf2.6-pt1.10`\n### ppc64le-centos7-cuda11-tf2.7-pt1.10\n* [Dockerfile](containers/tf-ppc64le)\n* URL: `tacc/tacc-ml:ppc64le-centos7-cuda11-tf2.7-pt1.10`\n\n## Ubuntu20.04 Images\n\u003ctable\u003e\n  \u003ctr\u003e\n    \u003cth\u003e\u003c/th\u003e\n    \u003cth\u003e\u003c/th\u003e\n    \u003cth\u003e\u003c/th\u003e\n    \u003cth colspan=\"4\"\u003eSystem\u003c/th\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n    \u003ctd\u003eCUDA\u003c/td\u003e\n    \u003ctd\u003eTensorFlow\u003c/td\u003e\n    \u003ctd\u003ePyTorch\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"https://portal.tacc.utexas.edu/user-guides/maverick2\"\u003eMaverick2\u003c/a\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"https://fronteraweb.tacc.utexas.edu/user-guide/system/#gpu-nodes\"\u003eFrontera/RTX\u003c/a\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"https://portal.tacc.utexas.edu/user-guides/longhorn\"\u003eLonghorn\u003c/a\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"https://portal.tacc.utexas.edu/user-guides/lonestar6\"\u003eLonestar6\u003c/a\u003e\u003c/td\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n    \u003ctd\u003e11\u003c/td\u003e\n    \u003ctd\u003e2.6\u003c/td\u003e\n    \u003ctd\u003e1.10\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"#ubuntu20.04-cuda11-tf2.6-pt1.10\"\u003eX\u003c/a\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"#ubuntu20.04-cuda11-tf2.6-pt1.10\"\u003eX\u003c/a\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"#ubuntu20.04-cuda11-tf2.6-pt1.10\"\u003eX\u003c/a\u003e\u003c/td\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n    \u003ctd\u003e11\u003c/td\u003e\n    \u003ctd\u003e2.7\u003c/td\u003e\n    \u003ctd\u003e1.10\u003c/td\u003e\n    \u003ctd\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003ca href=\"#ppc64le-ubuntu20.04-cuda11-tf2.7-pt1.10\"\u003eX\u003c/a\u003e\u003c/td\u003e\n    \u003ctd\u003e\u003c/td\u003e\n  \u003c/tr\u003e\n\u003c/table\u003e\n\n### ubuntu20.04-cuda11-tf2.6-pt1.10\n* [Dockerfile](containers/tf-conda)\n* URL: `tacc/tacc-ml:ubuntu20.04-cuda11-tf2.6-pt1.10`\n### ppc64le-ubuntu20.04-cuda11-tf2.7-pt1.10\n* [Dockerfile](containers/tf-ppc64le)\n* URL: `tacc/tacc-ml:ppc64le-ubuntu20.04-cuda11-tf2.7-pt1.10101010101010101010`\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftacc%2Ftacc-ml","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ftacc%2Ftacc-ml","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftacc%2Ftacc-ml/lists"}