├── .github ├── styles │ ├── Joblint │ │ ├── Acronyms.yml │ │ ├── Benefits.yml │ │ ├── Bro.yml │ │ ├── Competitive.yml │ │ ├── Derogatory.yml │ │ ├── DevEnv.yml │ │ ├── DumbTitles.yml │ │ ├── Gendered.yml │ │ ├── Hair.yml │ │ ├── LegacyTech.yml │ │ ├── Meritocracy.yml │ │ ├── Profanity.yml │ │ ├── README.md │ │ ├── Reassure.yml │ │ ├── Sexualised.yml │ │ ├── Starter.yml │ │ ├── TechTerms.yml │ │ ├── Visionary.yml │ │ └── meta.json │ ├── Microsoft │ │ ├── AMPM.yml │ │ ├── Accessibility.yml │ │ ├── Acronyms.yml │ │ ├── Adverbs.yml │ │ ├── Auto.yml │ │ ├── Avoid.yml │ │ ├── ComplexWords.yml │ │ ├── Contractions.yml │ │ ├── Dashes.yml │ │ ├── DateFormat.yml │ │ ├── DateNumbers.yml │ │ ├── DateOrder.yml │ │ ├── Ellipses.yml │ │ ├── FirstPerson.yml │ │ ├── Foreign.yml │ │ ├── Gender.yml │ │ ├── GenderBias.yml │ │ ├── GeneralURL.yml │ │ ├── HeadingAcronyms.yml │ │ ├── HeadingColons.yml │ │ ├── HeadingPunctuation.yml │ │ ├── Headings.yml │ │ ├── Hyphens.yml │ │ ├── Negative.yml │ │ ├── Ordinal.yml │ │ ├── OxfordComma.yml │ │ ├── Passive.yml │ │ ├── Percentages.yml │ │ ├── Quotes.yml │ │ ├── RangeFormat.yml │ │ ├── RangeTime.yml │ │ ├── Ranges.yml │ │ ├── Semicolon.yml │ │ ├── SentenceLength.yml │ │ ├── Spacing.yml │ │ ├── Suspended.yml │ │ ├── Terms.yml │ │ ├── URLFormat.yml │ │ ├── Units.yml │ │ ├── Vocab.yml │ │ ├── We.yml │ │ ├── Wordiness.yml │ │ └── meta.json │ ├── Readability │ │ ├── AutomatedReadability.yml │ │ ├── ColemanLiau.yml │ │ ├── FleschKincaid.yml │ │ ├── FleschReadingEase.yml │ │ ├── GunningFog.yml │ │ ├── LIX.yml │ │ ├── SMOG.yml │ │ └── meta.json │ ├── Vocab │ │ └── run-ai │ │ │ ├── accept.txt │ │ │ └── reject.txt │ ├── alex │ │ ├── Ablist.yml │ │ ├── Condescending.yml │ │ ├── Gendered.yml │ │ ├── LGBTQ.yml │ │ ├── Press.yml │ │ ├── ProfanityLikely.yml │ │ ├── ProfanityMaybe.yml │ │ ├── ProfanityUnlikely.yml │ │ ├── README.md │ │ ├── Race.yml │ │ ├── Suicide.yml │ │ └── meta.json │ ├── proselint │ │ ├── Airlinese.yml │ │ ├── AnimalLabels.yml │ │ ├── Annotations.yml │ │ ├── Apologizing.yml │ │ ├── Archaisms.yml │ │ ├── But.yml │ │ ├── Cliches.yml │ │ ├── CorporateSpeak.yml │ │ ├── Currency.yml │ │ ├── Cursing.yml │ │ ├── DateCase.yml │ │ ├── DateMidnight.yml │ │ ├── DateRedundancy.yml │ │ ├── DateSpacing.yml │ │ ├── DenizenLabels.yml │ │ ├── Diacritical.yml │ │ ├── GenderBias.yml │ │ ├── GroupTerms.yml │ │ ├── Hedging.yml │ │ ├── Hyperbole.yml │ │ ├── Jargon.yml │ │ ├── LGBTOffensive.yml │ │ ├── LGBTTerms.yml │ │ ├── Malapropisms.yml │ │ ├── Needless.yml │ │ ├── Nonwords.yml │ │ ├── Oxymorons.yml │ │ ├── P-Value.yml │ │ ├── RASSyndrome.yml │ │ ├── README.md │ │ ├── Skunked.yml │ │ ├── Spelling.yml │ │ ├── Typography.yml │ │ ├── Uncomparables.yml │ │ ├── Very.yml │ │ └── meta.json │ ├── run-ai │ │ └── run-ai-terms.yml │ └── write-good │ │ ├── Cliches.yml │ │ ├── E-Prime.yml │ │ ├── Illusions.yml │ │ ├── Passive.yml │ │ ├── README.md │ │ ├── So.yml │ │ ├── ThereIs.yml │ │ ├── TooWordy.yml │ │ ├── Weasel.yml │ │ └── meta.json └── workflows │ ├── automated-publish-docs.yaml │ ├── create-preview-env-on-pr.yaml │ ├── delete-deployments.yaml │ ├── deploy-staging.yaml │ ├── list-deployments.yaml │ ├── mike-delete-all.yaml │ ├── mike-delete.yaml │ ├── mkdocs-publish.yaml │ ├── publish-docs.yaml │ └── vale-linting.yml.old ├── .gitignore ├── .markdownlintignore ├── .mdlrc ├── .nojekyll ├── .vale.ini ├── README-docbuild.md ├── README.md ├── docs ├── CNAME.old ├── Researcher │ ├── Walkthroughs │ │ ├── img │ │ │ ├── build-details.png │ │ │ ├── build-list.png │ │ │ ├── compute-resource-5gb.png │ │ │ ├── dist-details.png │ │ │ ├── dist-training-list.png │ │ │ ├── dist-training-pods.png │ │ │ ├── elasticity1.png │ │ │ ├── elasticity2.png │ │ │ ├── elasticity3.png │ │ │ ├── elasticity4.png │ │ │ ├── hpo1.png │ │ │ ├── hpo2.png │ │ │ ├── inference-connections.png │ │ │ ├── logs.png │ │ │ ├── mceclip0.png │ │ │ ├── mceclip00.png │ │ │ ├── mceclip1.png │ │ │ ├── mceclip11.png │ │ │ ├── mceclip12.png │ │ │ ├── mceclip2.png │ │ │ ├── mceclip20.png │ │ │ ├── mceclip24.png │ │ │ ├── mceclip30.png │ │ │ ├── mceclip32.png │ │ │ ├── mceclip4.png │ │ │ ├── mceclip5.png │ │ │ ├── overquota-fairness1.png │ │ │ ├── overquota-fairness2.png │ │ │ ├── overquota1.png │ │ │ ├── overquota2.png │ │ │ ├── overquota3.png │ │ │ └── overquota4.png │ │ ├── quickstart-inference.md │ │ ├── quickstart-overview.md │ │ ├── quickstart-vscode.md │ │ ├── walkthrough-build-ports.md │ │ ├── walkthrough-build.md │ │ ├── walkthrough-overquota.md │ │ └── walkthrough-queue-fairness.md │ ├── best-practices │ │ ├── bare-metal-to-docker-images.md │ │ ├── convert-to-unattended.md │ │ ├── env-variables.md │ │ ├── researcher-notifications.md │ │ ├── save-dl-checkpoints.md │ │ └── secrets-as-env-var-in-cli.md │ ├── cli-reference │ │ ├── Introduction.md │ │ ├── new-cli │ │ │ ├── cli-examples.md │ │ │ ├── guides │ │ │ │ └── set-kubeconfig-with-oidc-parameters.md │ │ │ ├── overview.md │ │ │ ├── runai.md │ │ │ ├── runai_attach.md │ │ │ ├── runai_cluster.md │ │ │ ├── runai_cluster_list.md │ │ │ ├── runai_cluster_set.md │ │ │ ├── runai_config.md │ │ │ ├── runai_config_generate.md │ │ │ ├── runai_config_project.md │ │ │ ├── runai_config_set.md │ │ │ ├── runai_describe.md │ │ │ ├── runai_describe_job.md │ │ │ ├── runai_describe_node.md │ │ │ ├── runai_exec.md │ │ │ ├── runai_kubeconfig.md │ │ │ ├── runai_kubeconfig_set.md │ │ │ ├── runai_list.md │ │ │ ├── runai_list_clusters.md │ │ │ ├── runai_list_jobs.md │ │ │ ├── runai_list_nodes.md │ │ │ ├── runai_list_projects.md │ │ │ ├── runai_login.md │ │ │ ├── runai_login_application.md │ │ │ ├── runai_login_sso.md │ │ │ ├── runai_login_user.md │ │ │ ├── runai_logout.md │ │ │ ├── runai_logs.md │ │ │ ├── runai_mpi.md │ │ │ ├── runai_mpi_attach.md │ │ │ ├── runai_mpi_bash.md │ │ │ ├── runai_mpi_delete.md │ │ │ ├── runai_mpi_describe.md │ │ │ ├── runai_mpi_exec.md │ │ │ ├── runai_mpi_list.md │ │ │ ├── runai_mpi_logs.md │ │ │ ├── runai_mpi_port-forward.md │ │ │ ├── runai_mpi_resume.md │ │ │ ├── runai_mpi_submit.md │ │ │ ├── runai_mpi_suspend.md │ │ │ ├── runai_node.md │ │ │ ├── runai_node_list.md │ │ │ ├── runai_nodepool.md │ │ │ ├── runai_nodepool_list.md │ │ │ ├── runai_port-forward.md │ │ │ ├── runai_project.md │ │ │ ├── runai_project_list.md │ │ │ ├── runai_project_set.md │ │ │ ├── runai_pytorch.md │ │ │ ├── runai_pytorch_attach.md │ │ │ ├── runai_pytorch_bash.md │ │ │ ├── runai_pytorch_delete.md │ │ │ ├── runai_pytorch_describe.md │ │ │ ├── runai_pytorch_exec.md │ │ │ ├── runai_pytorch_list.md │ │ │ ├── runai_pytorch_logs.md │ │ │ ├── runai_pytorch_port-forward.md │ │ │ ├── runai_pytorch_resume.md │ │ │ ├── runai_pytorch_submit.md │ │ │ ├── runai_pytorch_suspend.md │ │ │ ├── runai_report.md │ │ │ ├── runai_report_metrics.md │ │ │ ├── runai_report_metrics_clear.md │ │ │ ├── runai_report_metrics_config.md │ │ │ ├── runai_report_metrics_output.md │ │ │ ├── runai_submit.md │ │ │ ├── runai_tensorflow.md │ │ │ ├── runai_tensorflow_attach.md │ │ │ ├── runai_tensorflow_bash.md │ │ │ ├── runai_tensorflow_delete.md │ │ │ ├── runai_tensorflow_describe.md │ │ │ ├── runai_tensorflow_exec.md │ │ │ ├── runai_tensorflow_list.md │ │ │ ├── runai_tensorflow_logs.md │ │ │ ├── runai_tensorflow_port-forward.md │ │ │ ├── runai_tensorflow_resume.md │ │ │ ├── runai_tensorflow_submit.md │ │ │ ├── runai_tensorflow_suspend.md │ │ │ ├── runai_training.md │ │ │ ├── runai_training_attach.md │ │ │ ├── runai_training_bash.md │ │ │ ├── runai_training_delete.md │ │ │ ├── runai_training_describe.md │ │ │ ├── runai_training_exec.md │ │ │ ├── runai_training_list.md │ │ │ ├── runai_training_logs.md │ │ │ ├── runai_training_mpi.md │ │ │ ├── runai_training_mpi_attach.md │ │ │ ├── runai_training_mpi_bash.md │ │ │ ├── runai_training_mpi_delete.md │ │ │ ├── runai_training_mpi_describe.md │ │ │ ├── runai_training_mpi_exec.md │ │ │ ├── runai_training_mpi_list.md │ │ │ ├── runai_training_mpi_logs.md │ │ │ ├── runai_training_mpi_port-forward.md │ │ │ ├── runai_training_mpi_resume.md │ │ │ ├── runai_training_mpi_submit.md │ │ │ ├── runai_training_mpi_suspend.md │ │ │ ├── runai_training_port-forward.md │ │ │ ├── runai_training_pytorch.md │ │ │ ├── runai_training_pytorch_attach.md │ │ │ ├── runai_training_pytorch_bash.md │ │ │ ├── runai_training_pytorch_delete.md │ │ │ ├── runai_training_pytorch_describe.md │ │ │ ├── runai_training_pytorch_exec.md │ │ │ ├── runai_training_pytorch_list.md │ │ │ ├── runai_training_pytorch_logs.md │ │ │ ├── runai_training_pytorch_port-forward.md │ │ │ ├── runai_training_pytorch_resume.md │ │ │ ├── runai_training_pytorch_submit.md │ │ │ ├── runai_training_pytorch_suspend.md │ │ │ ├── runai_training_resume.md │ │ │ ├── runai_training_standard.md │ │ │ ├── runai_training_standard_attach.md │ │ │ ├── runai_training_standard_bash.md │ │ │ ├── runai_training_standard_delete.md │ │ │ ├── runai_training_standard_describe.md │ │ │ ├── runai_training_standard_exec.md │ │ │ ├── runai_training_standard_list.md │ │ │ ├── runai_training_standard_logs.md │ │ │ ├── runai_training_standard_port-forward.md │ │ │ ├── runai_training_standard_resume.md │ │ │ ├── runai_training_standard_submit.md │ │ │ ├── runai_training_standard_suspend.md │ │ │ ├── runai_training_submit.md │ │ │ ├── runai_training_suspend.md │ │ │ ├── runai_training_tensorflow.md │ │ │ ├── runai_training_tensorflow_attach.md │ │ │ ├── runai_training_tensorflow_bash.md │ │ │ ├── runai_training_tensorflow_delete.md │ │ │ ├── runai_training_tensorflow_describe.md │ │ │ ├── runai_training_tensorflow_exec.md │ │ │ ├── runai_training_tensorflow_list.md │ │ │ ├── runai_training_tensorflow_logs.md │ │ │ ├── runai_training_tensorflow_port-forward.md │ │ │ ├── runai_training_tensorflow_resume.md │ │ │ ├── runai_training_tensorflow_submit.md │ │ │ ├── runai_training_tensorflow_suspend.md │ │ │ ├── runai_training_xgboost.md │ │ │ ├── runai_training_xgboost_attach.md │ │ │ ├── runai_training_xgboost_bash.md │ │ │ ├── runai_training_xgboost_delete.md │ │ │ ├── runai_training_xgboost_describe.md │ │ │ ├── runai_training_xgboost_exec.md │ │ │ ├── runai_training_xgboost_list.md │ │ │ ├── runai_training_xgboost_logs.md │ │ │ ├── runai_training_xgboost_port-forward.md │ │ │ ├── runai_training_xgboost_resume.md │ │ │ ├── runai_training_xgboost_submit.md │ │ │ ├── runai_training_xgboost_suspend.md │ │ │ ├── runai_upgrade.md │ │ │ ├── runai_version.md │ │ │ ├── runai_whoami.md │ │ │ ├── runai_workload.md │ │ │ ├── runai_workload_attach.md │ │ │ ├── runai_workload_describe.md │ │ │ ├── runai_workload_exec.md │ │ │ ├── runai_workload_list.md │ │ │ ├── runai_workload_logs.md │ │ │ ├── runai_workload_port-forward.md │ │ │ ├── runai_workspace.md │ │ │ ├── runai_workspace_attach.md │ │ │ ├── runai_workspace_bash.md │ │ │ ├── runai_workspace_delete.md │ │ │ ├── runai_workspace_describe.md │ │ │ ├── runai_workspace_exec.md │ │ │ ├── runai_workspace_list.md │ │ │ ├── runai_workspace_logs.md │ │ │ ├── runai_workspace_port-forward.md │ │ │ ├── runai_workspace_resume.md │ │ │ ├── runai_workspace_submit.md │ │ │ ├── runai_workspace_suspend.md │ │ │ ├── runai_xgboost.md │ │ │ ├── runai_xgboost_attach.md │ │ │ ├── runai_xgboost_bash.md │ │ │ ├── runai_xgboost_delete.md │ │ │ ├── runai_xgboost_describe.md │ │ │ ├── runai_xgboost_exec.md │ │ │ ├── runai_xgboost_list.md │ │ │ ├── runai_xgboost_logs.md │ │ │ ├── runai_xgboost_port-forward.md │ │ │ ├── runai_xgboost_resume.md │ │ │ ├── runai_xgboost_submit.md │ │ │ └── runai_xgboost_suspend.md │ │ ├── runai-attach.md │ │ ├── runai-bash.md │ │ ├── runai-config.md │ │ ├── runai-delete.md │ │ ├── runai-describe.md │ │ ├── runai-exec.md │ │ ├── runai-list.md │ │ ├── runai-login.md │ │ ├── runai-logout.md │ │ ├── runai-logs.md │ │ ├── runai-port-forwarding.md │ │ ├── runai-resume.md │ │ ├── runai-submit-dist-TF.md │ │ ├── runai-submit-dist-mpi.md │ │ ├── runai-submit-dist-pytorch.md │ │ ├── runai-submit-dist-xgboost.md │ │ ├── runai-submit.md │ │ ├── runai-suspend.md │ │ ├── runai-top-node.md │ │ ├── runai-update.md │ │ ├── runai-version.md │ │ └── runai-whoami.md │ ├── overview-researcher.md │ ├── scheduling │ │ ├── GPU-time-slicing-scheduler.md │ │ ├── allocation-of-cpu-and-memory.md │ │ ├── dynamic-gpu-fractions.md │ │ ├── fractions.md │ │ ├── gpu-memory-swap.md │ │ ├── how-the-scheduler-works.md │ │ ├── img │ │ │ ├── GPU-resource-limit-enabled.png │ │ │ ├── dynamic-fraction-example1.png │ │ │ ├── dynamic-fraction-example2.png │ │ │ ├── dynamic-fractions-CLI.png │ │ │ ├── fair-time-slicing-mode.png │ │ │ ├── fairshare.png │ │ │ ├── fractions-example1.png │ │ │ ├── fractions-example2.png │ │ │ ├── gpu-node-1.png │ │ │ ├── gpu-node-2.png │ │ │ ├── gpu-node-3.png │ │ │ ├── gpu-node-4.png │ │ │ ├── node-pools-intro-pic1.png │ │ │ ├── node-pools-intro-pic2.png │ │ │ ├── node-pools-intro-pic3.png │ │ │ ├── node-pools-pic1.png │ │ │ ├── node-pools-pic2.png │ │ │ ├── node-pools-pic3.png │ │ │ ├── queue.png │ │ │ ├── quota-split.png │ │ │ ├── strict-time-slicing-mode.png │ │ │ ├── table1-pic.png │ │ │ ├── table2-pic.png │ │ │ └── table3-pic.png │ │ ├── launching-workloads-with-dynamic-gpu-fractions.md │ │ ├── launching-workloads-with-gpu-fractions.md │ │ ├── launching-workloads-with-gpu-memory-swap.md │ │ ├── node-level-scheduler.md │ │ ├── schedule-to-aws-groups.md │ │ └── the-runai-scheduler.md │ ├── tools │ │ ├── dev-jupyter.md │ │ ├── dev-pycharm.md │ │ ├── dev-tensorboard.md │ │ ├── dev-vscode.md │ │ └── dev-x11forward-pycharm.md │ ├── use-cases.md │ └── workloads │ │ ├── assets │ │ ├── img │ │ ├── 10-pvc.png │ │ ├── 11-prj-select.png │ │ ├── 12-prj-create.png │ │ ├── 13-env-vars.png │ │ ├── 14-select-cr.png │ │ ├── 15-select-ds.png │ │ ├── 16-create-from-template.png │ │ ├── 17-preempt.png │ │ ├── 18-select-env.png │ │ ├── 19-image-pull.png │ │ ├── 20-env-tools.png │ │ ├── 21-connection-types.png │ │ ├── 22-env-runtime.png │ │ ├── 23-overide-uid.png │ │ ├── 24-env-proj-select.png │ │ ├── 25-cr-create.png │ │ ├── 9-scope.png │ │ ├── inference-workload.png │ │ └── training-workload.png │ │ ├── inference │ │ ├── custom-inference.md │ │ ├── hugging-face-inference.md │ │ ├── inference-overview.md │ │ └── nim-inference.md │ │ ├── overviews │ │ ├── training │ │ ├── distributed-training │ │ │ ├── distributed-training.md │ │ │ └── quickstart-distributed-training.md │ │ └── standard-training │ │ │ ├── quickstart-standard-training.md │ │ │ └── trainings-v2.md │ │ └── workspaces │ │ ├── img │ │ ├── 1-Workspaces-grid.png │ │ ├── 2-connecting-to-tools.png │ │ └── creating-workspace.png │ │ ├── quickstart-jupyter.md │ │ └── workspace-v2.md ├── admin │ ├── authentication │ │ ├── accessrules.md │ │ ├── applications.md │ │ ├── authentication-overview.md │ │ ├── img │ │ │ ├── accessrulestable.png │ │ │ ├── appstable.png │ │ │ ├── auth-rbac.png │ │ │ ├── roles-compute-resource-admin.png │ │ │ ├── roles-credentials-admin.png │ │ │ ├── roles-data-source-admin.png │ │ │ ├── roles-data-vol-admin.png │ │ │ ├── roles-department-admin.png │ │ │ ├── roles-department-viewer.png │ │ │ ├── roles-editor.png │ │ │ ├── roles-environment-admin.png │ │ │ ├── roles-l1-researcher.png │ │ │ ├── roles-l2-researcher.png │ │ │ ├── roles-ml-engineer.png │ │ │ ├── roles-research-manager.png │ │ │ ├── roles-sys-admin.png │ │ │ ├── roles-template-admin.png │ │ │ ├── roles-viewer.png │ │ │ ├── rolestable.png │ │ │ ├── tools-and-settings.svg │ │ │ ├── uid-explicit.png │ │ │ └── userstable.png │ │ ├── non-root-containers.md │ │ ├── researcher-authentication.md │ │ ├── roles.md │ │ ├── sso │ │ │ ├── img │ │ │ │ ├── openid-unexpected.png │ │ │ │ ├── openshift-identityerror.png │ │ │ │ └── unauthorized-client.png │ │ │ ├── openidconnect.md │ │ │ ├── openshift.md │ │ │ └── saml.md │ │ └── users.md │ ├── config │ │ ├── access-roles.md │ │ ├── admin-messages.md │ │ ├── advanced-cluster-config.md │ │ ├── allow-external-access-to-containers.md │ │ ├── cli-admin-install.md │ │ ├── cluster-wide-pvc.md │ │ ├── clusters.md │ │ ├── create-k8s-assets-in-advance.md │ │ ├── default-scheduler.md │ │ ├── dr.md │ │ ├── ha.md │ │ ├── img │ │ │ ├── cluster-list.png │ │ │ └── mceclip0.png │ │ ├── large-clusters.md │ │ ├── limit-to-node-group.md │ │ ├── node-affinity-with-cloud-node-pools.md │ │ ├── node-roles.md │ │ ├── notifications.md │ │ ├── org-cert.md │ │ ├── overview.md │ │ ├── secure-cluster.md │ │ ├── shared-storage.md │ │ └── workload-ownership-protection.md │ ├── maintenance │ │ ├── alert-monitoring.md │ │ ├── audit-log.md │ │ ├── img │ │ │ ├── Icon │ │ │ ├── audit-log-date-selector.png │ │ │ ├── audit-log-table.png │ │ │ └── monitoring-webhook.png │ │ ├── node-downtime.md │ │ └── overview.md │ ├── overview-administrator.md │ ├── researcher-setup │ │ ├── cli-install.md │ │ ├── docker-to-runai.md │ │ ├── img │ │ │ └── researcher.png │ │ ├── new-cli-install.md │ │ └── researcher-setup-intro.md │ ├── runai-setup │ │ ├── cluster-setup │ │ │ ├── bcm-install.md │ │ │ ├── cluster-delete.md │ │ │ ├── cluster-install.md │ │ │ ├── cluster-prerequisites.md │ │ │ ├── cluster-setup-intro.md │ │ │ ├── cluster-upgrade.md │ │ │ ├── customize-cluster-install.md │ │ │ ├── img │ │ │ │ ├── bcm1.png │ │ │ │ ├── bcm2.5.png │ │ │ │ ├── bcm2.png │ │ │ │ ├── bcm3.png │ │ │ │ ├── bcm4.png │ │ │ │ ├── bcm5.png │ │ │ │ └── prerequisites.jpg │ │ │ ├── network-req.md │ │ │ └── project-management.md │ │ ├── img │ │ │ └── installation-types.png │ │ ├── installation-types.md │ │ └── self-hosted │ │ │ ├── k8s │ │ │ ├── additional-clusters.md │ │ │ ├── backend.md │ │ │ ├── cluster.md │ │ │ ├── img │ │ │ │ └── active-directory.png │ │ │ ├── next-steps.md │ │ │ ├── preparations.md │ │ │ ├── prerequisites.md │ │ │ ├── project-management.md │ │ │ ├── uninstall.md │ │ │ └── upgrade.md │ │ │ ├── ocp │ │ │ ├── additional-clusters.md │ │ │ ├── backend.md │ │ │ ├── cluster.md │ │ │ ├── img │ │ │ │ └── ocp-multi-cluster-login.png │ │ │ ├── next-steps.md │ │ │ ├── preparations.md │ │ │ ├── prerequisites.md │ │ │ ├── project-management.md │ │ │ ├── uninstall.md │ │ │ └── upgrade.md │ │ │ └── overview.md │ └── troubleshooting │ │ ├── diagnostics.md │ │ ├── logs-collection.md │ │ └── troubleshooting.md ├── developer │ ├── admin-rest-api │ │ └── overview.md │ ├── img │ │ └── api-architecture.png │ ├── metrics │ │ ├── metrics-api.md │ │ └── metrics.md │ ├── other-resources │ │ └── other-resources.md │ ├── overview-developer.md │ ├── rest-auth.md │ └── user-applications.md ├── fonts │ ├── NVIDIASans_W_Bd.woff │ ├── NVIDIASans_W_Bd.woff2 │ ├── NVIDIASans_W_Md.woff │ ├── NVIDIASans_W_Md.woff2 │ ├── NVIDIASans_W_Rg.woff │ └── NVIDIASans_W_Rg.woff2 ├── home │ ├── changelog │ │ ├── hotfixes-2-16.md │ │ ├── hotfixes-2-17.md │ │ ├── hotfixes-2-18.md │ │ ├── hotfixes-2-19.md │ │ └── hotfixes-2-20.md │ ├── data-privacy-details.md │ ├── documentation-library.md │ ├── img │ │ ├── RUNAI-LOGO-DIGITAL-2C_BP.png │ │ ├── multi-cluster.png │ │ ├── new-navigation2-19.mp4 │ │ └── runaai-log-100.jpg │ ├── overview.md │ ├── product-support-policy.md │ ├── saas-updates.md │ ├── version-lifecycle.md │ ├── whats-new-2-16.md │ ├── whats-new-2-17.md │ ├── whats-new-2-18.md │ ├── whats-new-2-19.md │ └── whats-new-2-20.md ├── images │ ├── NVIDIA_Logo_MKdocs.svg │ ├── NVIDIA_Logo_docV1.svg │ ├── RUNAI-LOGO-DIGITAL-2C_WP.svg │ ├── favicon.ico │ ├── github-mark-white.svg │ ├── github-mark.png │ └── scope-icon.svg ├── platform-admin │ ├── aiinitiatives │ │ ├── img │ │ │ ├── assigning.png │ │ │ ├── bu.png │ │ │ ├── groupbyhardware.png │ │ │ ├── groupbytopology.png │ │ │ ├── individuals.png │ │ │ ├── org.png │ │ │ ├── scope-example.png │ │ │ └── scopes.png │ │ ├── org │ │ │ ├── departments.md │ │ │ ├── img │ │ │ │ ├── department-list.png │ │ │ │ ├── project-list.png │ │ │ │ └── quota-mgmt.png │ │ │ ├── projects.md │ │ │ └── scheduling-rules.md │ │ ├── overview.md │ │ └── resources │ │ │ ├── configuring-mig-profiles.md │ │ │ ├── img │ │ │ ├── node-list.png │ │ │ └── node-pools-view.png │ │ │ ├── node-pools.md │ │ │ └── nodes.md │ ├── authentication │ │ ├── accessrules.md │ │ ├── applications.md │ │ ├── img │ │ ├── roles.md │ │ └── users.md │ ├── integrations │ │ ├── integration-overview.md │ │ └── karpenter.md │ ├── overview.md │ ├── performance │ │ ├── dashboard-analysis.md │ │ ├── img │ │ │ ├── cluster-wizard.png │ │ │ ├── consumption-dashboard-gpu-over-time.png │ │ │ ├── consumption-dashboard-project-over-quota-graph.png │ │ │ ├── consumption-dashboard-time-picker.png │ │ │ ├── consumption-dashboard.png │ │ │ ├── cpu-utilization.png │ │ │ ├── deployment-list.png │ │ │ ├── deployment-properties.png │ │ │ ├── gpu-allocation.png │ │ │ ├── gpu-utilization.png │ │ │ ├── idle-gpus.png │ │ │ ├── job-list.png │ │ │ ├── job-logs.png │ │ │ ├── jobs-with-errors.png │ │ │ ├── long-jobs.png │ │ │ ├── multi-cluster-overview.png │ │ │ ├── node-downtime.png │ │ │ ├── pending-jobs.png │ │ │ ├── queue.png │ │ │ ├── reports-table.png │ │ │ ├── settings-icon.png │ │ │ ├── specific-job.png │ │ │ ├── submit-deployment.png │ │ │ ├── submit-job.png │ │ │ ├── training-interactive.png │ │ │ └── ui-architecture.png │ │ └── reports.md │ └── workloads │ │ ├── assets │ │ ├── compute.md │ │ ├── credentials.md │ │ ├── data-volumes.md │ │ ├── datasources.md │ │ ├── environments.md │ │ ├── img │ │ │ ├── 10-pvc.png │ │ │ ├── 3-bbs.png │ │ │ ├── 4-workspace-form.png │ │ │ ├── 5-prj.png │ │ │ ├── 9-scope.png │ │ │ ├── compute-resource-table.png │ │ │ ├── credentials-table.png │ │ │ ├── data-source-table.png │ │ │ ├── data-volumes-arch.svg │ │ │ ├── env-table.png │ │ │ └── template-table.png │ │ ├── overview.md │ │ └── templates.md │ │ ├── overviews │ │ ├── img │ │ │ └── workload-table.png │ │ ├── introduction-to-workloads.md │ │ ├── managing-workloads.md │ │ └── workload-types.md │ │ └── policies │ │ ├── img │ │ ├── effective-policy.png │ │ └── policies-table.png │ │ ├── old-policies.md │ │ ├── overview.md │ │ ├── policy-examples.md │ │ ├── policy-reference.md │ │ └── workspaces-policy.md └── stylesheets │ ├── extra.css │ └── theme-outline.css ├── examples ├── api │ ├── go_client │ │ ├── README.md │ │ ├── cmd │ │ │ └── main.go │ │ ├── go.mod │ │ ├── go.sum │ │ └── pkg │ │ │ ├── client │ │ │ └── runai_client.go │ │ │ └── kubeconfig │ │ │ └── kubeconfig.go │ └── python_client │ │ ├── README.md │ │ ├── client.py │ │ ├── main.py │ │ ├── requirements.txt │ │ └── utils.py ├── create-user-and-project.py ├── get-jobs.py ├── inference-single-replica.yaml ├── inference-triton-one-replicas.yaml ├── inference-two-replicas.yaml └── jupyter_cleaner.py ├── graveyard ├── Job-Statuses-Interactive-Error.png ├── Job-Statuses-Success.png ├── Job-Statuses-Training-Error.png ├── Persistent-Volume-Chain.md ├── admin-ui-users.md ├── alertmanager │ ├── README.md │ ├── RunaiAgentClusterInfoPushRateLow.md │ ├── RunaiAgentPullRateLow.md │ ├── RunaiContainerMemoryUsageCritical.md │ ├── RunaiContainerMemoryUsageWarning.md │ ├── RunaiContainerRestarting.md │ ├── RunaiCpuUsageWarning.md │ ├── RunaiCriticalProblem.md │ ├── RunaiDaemonSetRolloutStuck.md │ ├── RunaiDaemonSetUnavailableOnNodes.md │ ├── RunaiDeploymentInsufficientReplicas.md │ ├── RunaiDeploymentNoAvailableReplicas.md │ ├── RunaiDeploymentUnavailableReplicas.md │ ├── RunaiProjectControllerReconcileFailure.md │ ├── RunaiStatefulSetInsufficientReplicas.md │ └── RunaiStatefulSetNoAvailableReplicas.md ├── cli │ └── windows │ │ ├── Dockerfile │ │ ├── bashrc │ │ ├── build.sh │ │ └── config ├── cluster-health-check.md ├── common-submit-cli-commands.md ├── create-compute.md ├── create-ds.md ├── create-env.md ├── department-setup.md ├── deployments.md ├── deprecated │ ├── cluster-api │ │ ├── Workload-YAML-Reference-v1.pdf │ │ ├── reference.md │ │ ├── submit-rest.md │ │ ├── submit-yaml.md │ │ └── workload-overview-dev.md │ ├── inference │ │ ├── overview.md │ │ ├── setup.md │ │ └── submit-via-cli.md │ ├── k8s-api │ │ ├── launch-job-via-kubernetes-api.md │ │ ├── launch-job-via-yaml.md │ │ └── overview.md │ └── researcher-rest-api │ │ └── overview.md ├── email-messaging.md ├── existing-PVC.md ├── hotfixes-2-13.md ├── hotfixes-2-15.md ├── hpo.md ├── install-k8s.md ├── integration │ ├── airflow.md │ ├── argo-workflows.md │ ├── clearml.md │ ├── comet.md │ ├── deepspeed.md │ ├── jupyterhub.md │ ├── kubeflow.md │ ├── kubevirt.md │ ├── messaging.md │ ├── mlflow.md │ ├── ray.md │ ├── seldon.md │ ├── spark.md │ └── weights-and-biases.md ├── job-statuses.md ├── jobs.md ├── mpi-Job-Statuses-Success.png ├── project-setup.md ├── proxy-server.md ├── quickstart-mig.md ├── rbac.md ├── reference │ ├── distributed.md │ ├── inference.md │ ├── interactive.md │ └── training.md ├── registry-integration.md ├── snippets-policies.md ├── sso.md ├── statuses.md ├── strategies.md ├── submit-cron-yaml.md ├── submitting-workloads.md ├── training-policy.md ├── try-azure.md ├── using-node-pools.md ├── walkthrough-hpo.md ├── whats-new-2-10.md ├── whats-new-2-12.md ├── whats-new-2-13.md ├── whats-new-2-14.md ├── whats-new-2-15.md ├── whats-new-2-8.md ├── whats-new-2-9.md ├── whats-new-2020.md ├── whats-new-2021.md ├── whats-new-2022.md ├── workload-overview-admin.md ├── workspace.md └── yaml-reference.md ├── install ├── backend │ ├── cp-helm-vals-diff.sh │ ├── create-self-signed.sh │ └── ocp-prom-custom.yaml ├── cluster │ ├── k8s-project-create.yaml.template │ ├── ocp-project-create.yaml.template │ └── operator-helm-vals-diff.sh ├── jupyterhub │ ├── config.yaml │ ├── jhubroles.yaml │ └── pv-example.yaml ├── kube-install.sh └── single-node-install.sh ├── integrations ├── kubeflow │ ├── compile-pipeline.sh │ ├── kubeflow-runai-half-gpu.py │ └── kubeflow-runai-one-gpu.py └── mlflow │ ├── kubernetes_config.json │ ├── kubernetes_job_template.yaml │ └── mlproject │ ├── Dockerfile │ ├── MLproject │ ├── train.py │ └── wine-quality.csv ├── mkdocs.yml ├── overrides ├── 404.html └── main.html ├── partners └── sigopt │ ├── README.md │ ├── master.py │ ├── remote.py │ └── remote.sh ├── quickstart ├── 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