├── .dockerignore ├── .github ├── ISSUE_TEMPLATE │ ├── bug_report.yaml │ ├── config.yaml │ ├── feature_request.yaml │ └── question.yaml ├── PULL_REQUEST_TEMPLATE.md ├── dependabot.yml ├── issue_label_bot.yaml └── workflows │ ├── check-release.yaml │ ├── integration.yaml │ ├── release.yaml │ └── stale.yaml ├── .gitignore ├── .golangci.yaml ├── .readthedocs.yaml ├── CHANGELOG.md ├── Dockerfile ├── Dockerfile.notebook.cpu ├── Dockerfile.notebook.kubeflow ├── LICENSE ├── Makefile ├── OWNERS ├── README.md ├── README_cn.md ├── ROADMAP.md ├── ROADMAP_cn.md ├── VERSION ├── arena-artifacts ├── .helmignore ├── Chart.yaml ├── charts │ ├── cron-operator │ │ ├── .helmignore │ │ ├── Chart.yaml │ │ ├── templates │ │ │ ├── operator-dp.yaml │ │ │ ├── operator-rbac.yaml │ │ │ └── operator-svc.yaml │ │ └── values.yaml │ ├── elastic-job-supervisor │ │ ├── .helmignore │ │ ├── Chart.yaml │ │ ├── templates │ │ │ ├── deployment.yaml │ │ │ └── rbac.yaml │ │ └── values.yaml │ ├── et-operator │ │ ├── .helmignore │ │ ├── Chart.yaml │ │ ├── templates │ │ │ ├── operator-dp.yaml │ │ │ └── operator-rbac.yaml │ │ └── values.yaml │ ├── gpu-exporter │ │ ├── .helmignore │ │ ├── Chart.yaml │ │ ├── templates │ │ │ ├── gpu-exporter-dp.yaml │ │ │ ├── gpu-exporter-svc.yaml │ │ │ └── servicemonitor.yaml │ │ └── values.yaml │ ├── mpi-operator │ │ ├── .helmignore │ │ ├── Chart.yaml │ │ ├── templates │ │ │ ├── operator-dp.yaml │ │ │ └── operator-rbac.yaml │ │ └── values.yaml │ ├── pytorch-operator │ │ ├── .helmignore │ │ ├── Chart.yaml │ │ ├── templates │ │ │ ├── operator-dp.yaml │ │ │ ├── operator-rbac.yaml │ │ │ └── operator-svc.yaml │ │ └── values.yaml │ ├── tf-dashboard │ │ ├── .helmignore │ │ ├── Chart.yaml │ │ ├── templates │ │ │ ├── dashboard-dp.yaml │ │ │ ├── dashboard-rbac.yaml │ │ │ └── dashboard-svc.yaml │ │ └── values.yaml │ └── tf-operator │ │ ├── .helmignore │ │ ├── Chart.yaml │ │ ├── templates │ │ ├── operator-config.yaml │ │ ├── operator-dp.yaml │ │ ├── operator-rbac.yaml │ │ └── operator-svc.yaml │ │ └── values.yaml ├── ci │ ├── kind-config.yaml │ └── values.yaml ├── crds │ ├── apps.kubedl.io_crons.yaml │ ├── kai.alibabacloud.com_scaleins.yaml │ ├── kai.alibabacloud.com_scaleouts.yaml │ ├── kai.alibabacloud.com_trainingjobs.yaml │ ├── kubeflow.org_mpijobs.yaml │ ├── kubeflow.org_pytorchjobs.yaml │ └── kubeflow.org_tfjobs.yaml ├── templates │ ├── _helpers.tpl │ ├── arena-config.yaml │ └── binary-install-job.yaml ├── tests │ ├── cron-operator │ │ └── deployment_test.yaml │ ├── elastic-job-supervisor │ │ └── deployment_test.yaml │ ├── et-operator │ │ └── deployment_test.yaml │ ├── gpu-exporter │ │ └── deployment_test.yaml │ ├── mpi-operator │ │ └── deployment_test.yaml │ ├── pytorch-operator │ │ └── deployment_test.yaml │ ├── tf-dashboard │ │ └── deployment_test.yaml │ └── tf-operator │ │ └── deployment_test.yaml └── values.yaml ├── arena-gen-kubeconfig.sh ├── charts ├── cron-tfjob │ ├── CHANGELOG.md │ ├── Chart.yaml │ ├── templates │ │ ├── _helpers.tpl │ │ ├── _tfjob.yaml │ │ └── cron.yaml │ └── values.yaml ├── custom-serving │ ├── .helmignore │ ├── CHANGELOG.md │ ├── Chart.yaml │ ├── templates │ │ ├── _helpers.tpl │ │ ├── configmap.yaml │ │ ├── deployment.yaml │ │ └── service.yaml │ └── values.yaml ├── distributed-serving │ ├── .helmignore │ ├── CHANGLOG.md │ ├── Chart.yaml │ ├── templates │ │ ├── _helpers.tpl │ │ ├── configmap.yaml │ │ ├── distributed.yaml │ │ └── service.yaml │ └── values.yaml ├── etjob │ ├── .helmignore │ ├── CHANGELOG.md │ ├── Chart.yaml │ ├── templates │ │ ├── _helpers.tpl │ │ ├── configmap.yaml │ │ ├── etjob.yaml │ │ ├── ingress.yaml │ │ ├── secret.yaml │ │ ├── service.yaml │ │ └── tensorboard.yaml │ └── values.yaml ├── evaluatejob │ ├── .helmignore │ ├── CHANGELOG.md │ ├── Chart.yaml │ ├── templates │ │ ├── _helpers.tpl │ │ └── job.yaml │ └── values.yaml ├── kfserving │ ├── .helmignore │ ├── CHANGELOG.md │ ├── Chart.yaml │ ├── templates │ │ ├── NOTES.txt │ │ ├── _helpers.tpl │ │ └── inferenceservice.yaml │ └── values.yaml ├── kserve │ ├── .helmignore │ ├── CHANGELOG.md │ ├── Chart.yaml │ ├── templates │ │ ├── _helpers.tpl │ │ └── inferenceservice.yaml │ └── values.yaml ├── modeljob │ ├── .helmignore │ ├── CHANGELOG.md │ ├── Chart.yaml │ ├── templates │ │ ├── _helpers.tpl │ │ ├── job.yaml │ │ ├── service.yaml │ │ └── tensorboard.yaml │ └── values.yaml ├── mpijob │ ├── .helmignore │ ├── CHANGELOG.md │ ├── Chart.yaml │ ├── templates │ │ ├── _helpers.tpl │ │ ├── configmap.yaml │ │ ├── ingress.yaml │ │ ├── mpijob.yaml │ │ ├── service.yaml │ │ └── tensorboard.yaml │ └── values.yaml ├── pytorchjob │ ├── .helmignore │ ├── CHANGELOG.md │ ├── Chart.yaml │ ├── templates │ │ ├── _helpers.tpl │ │ ├── configmap.yaml │ │ ├── ingress.yaml │ │ ├── pytorchjob.yaml │ │ ├── service.yaml │ │ └── tensorboard.yaml │ └── values.yaml ├── rayjob │ ├── .helmignore │ ├── CHANGELOG.md │ ├── Chart.yaml │ ├── templates │ │ ├── _helpers.tpl │ │ └── rayjob.yaml │ └── values.yaml ├── scalein │ ├── .helmignore │ ├── CHANGELOG.md │ ├── Chart.yaml │ ├── templates │ │ ├── _helpers.tpl │ │ └── scalein.yaml │ └── values.yaml ├── scaleout │ ├── .helmignore │ ├── CHANGELOG.md │ ├── Chart.yaml │ ├── templates │ │ ├── _helpers.tpl │ │ └── scaleout.yaml │ └── values.yaml ├── seldon-core │ ├── CHANGELOG.md │ ├── Chart.yaml │ ├── templates │ │ ├── _helpers.tpl │ │ └── seldondeployment.yaml │ └── values.yaml ├── sparkjob │ ├── .helmignore │ ├── CHANGELOG.md │ ├── Chart.yaml │ ├── templates │ │ ├── _helpers.tpl │ │ └── sparkjob.yaml │ └── values.yaml ├── tf-horovod │ ├── .helmignore │ ├── CHANGELOG.md │ ├── Chart.yaml │ ├── README.md │ ├── dist-values.yaml │ ├── templates │ │ ├── NOTES.txt │ │ ├── _helpers.tpl │ │ ├── config.yaml │ │ ├── deployment.yaml │ │ ├── ingress.yaml │ │ ├── job.yaml │ │ ├── jobmon.yaml │ │ ├── master-service.yaml │ │ ├── service.yaml │ │ └── statefulset.yaml │ └── values.yaml ├── tfjob │ ├── .helmignore │ ├── CHANGELOG.md │ ├── Chart.yaml │ ├── templates │ │ ├── NOTES.txt │ │ ├── _helpers.tpl │ │ ├── configmap.yaml │ │ ├── deployment.yaml │ │ ├── ingress.yaml │ │ ├── pdb.yaml │ │ ├── service.yaml │ │ └── tfjob.yaml │ └── values.yaml ├── tfserving │ ├── .helmignore │ ├── CHANGELOG.md │ ├── Chart.yaml │ ├── OWNERS │ ├── README.md │ ├── templates │ │ ├── NOTES.txt │ │ ├── _helpers.tpl │ │ ├── configmap.yaml │ │ ├── deployment.yaml │ │ ├── istiorouting.yaml │ │ └── service.yaml │ └── values.yaml ├── training │ ├── .helmignore │ ├── CHANGELOG.md │ ├── Chart.yaml │ ├── templates │ │ ├── _helpers.tpl │ │ ├── deployment.yaml │ │ ├── job.yaml │ │ └── service.yaml │ └── values.yaml ├── triton │ ├── .helmignore │ ├── CHANGELOG.md │ ├── Chart.yaml │ ├── templates │ │ ├── _helpers.tpl │ │ ├── configmap.yaml │ │ ├── deployment.yaml │ │ └── service.yaml │ └── values.yaml ├── trtserving │ ├── .helmignore │ ├── Chart.yaml │ ├── templates │ │ ├── _helpers.tpl │ │ ├── deployment.yaml │ │ └── service.yaml │ └── values.yaml ├── user │ ├── .helmignore │ ├── CHANGELOG.md │ ├── Chart.yaml │ ├── templates │ │ ├── _helpers.tpl │ │ ├── clusterrolebindings.yaml │ │ ├── clusterroles.yaml │ │ ├── quota.yaml │ │ ├── rolebindings.yaml │ │ ├── roles.yaml │ │ └── serviceaccount.yaml │ └── values.yaml └── volcanojob │ ├── CHANGELOG.md │ ├── Chart.yaml │ ├── templates │ ├── _helpers.tpl │ └── batch_v1alpha1_job.yaml │ └── values.yaml ├── cmd ├── arena │ └── main.go ├── job-monitor │ └── main.go └── uninstall │ └── uninstall.go ├── demo.jpg ├── docs ├── about │ └── ADOPTERS.md ├── cli │ ├── arena.md │ ├── arena_attach.md │ ├── arena_completion.md │ ├── arena_data.md │ ├── arena_data_list.md │ ├── arena_delete.md │ ├── arena_get.md │ ├── arena_list.md │ ├── arena_logs.md │ ├── arena_logviewer.md │ ├── arena_prune.md │ ├── arena_scalein.md │ ├── arena_scalein_etjob.md │ ├── arena_scaleout.md │ ├── arena_scaleout_etjob.md │ ├── arena_serve.md │ ├── arena_serve_attach.md │ ├── arena_serve_custom.md │ ├── arena_serve_delete.md │ ├── arena_serve_distributed.md │ ├── arena_serve_get.md │ ├── arena_serve_kfserving.md │ ├── arena_serve_list.md │ ├── arena_serve_logs.md │ ├── arena_serve_seldon.md │ ├── arena_serve_tensorflow.md │ ├── arena_serve_tensorrt.md │ ├── arena_serve_traffic-split.md │ ├── arena_submit.md │ ├── arena_submit_etjob.md │ ├── arena_submit_horovodjob.md │ ├── arena_submit_mpijob.md │ ├── arena_submit_pytorchjob.md │ ├── arena_submit_tfjob.md │ ├── arena_submit_volcanojob.md │ ├── arena_top.md │ ├── arena_top_job.md │ ├── arena_top_node.md │ └── arena_version.md ├── faq │ ├── index.md │ ├── installation │ │ ├── error_message_1.jpg │ │ └── failed-install-arena.md │ └── training │ │ └── operator-not-deploy.md ├── index.md ├── installation │ ├── binary.md │ ├── complete.md │ ├── index.md │ ├── source.md │ └── uninstall.md ├── isolate-users-in-namespace.md ├── model │ ├── analyze │ │ ├── benchmark │ │ │ └── benchmark_torchscript.md │ │ ├── index.md │ │ ├── optimize │ │ │ └── optimize_torchscript.md │ │ └── profile │ │ │ ├── 1-torchscript-profile-result.jpg │ │ │ └── profile_torchscript.md │ └── index.md ├── multiple-users.md ├── release.md ├── releases │ ├── v0.1.0.md │ ├── v0.2.0.md │ ├── v0.3.0.md │ ├── v0.4.0.md │ ├── v0.7.0.md │ ├── v0.8.0.md │ ├── v0.8.5.md │ ├── v0.8.6.md │ ├── v0.8.7.md │ ├── v0.8.8.md │ ├── v0.8.9.md │ ├── v0.9.0.md │ ├── v0.9.1.md │ ├── v0.9.10.md │ ├── v0.9.11.md │ ├── v0.9.12.md │ ├── v0.9.13.md │ ├── v0.9.14.md │ ├── v0.9.15.md │ ├── v0.9.16.md │ ├── v0.9.2.md │ ├── v0.9.3.md │ ├── v0.9.4.md │ ├── v0.9.5.md │ ├── v0.9.6.md │ ├── v0.9.7.md │ ├── v0.9.8.md │ └── v0.9.9.md ├── requirements.txt ├── sdk │ └── go │ │ ├── arena_client.md │ │ ├── index.md │ │ ├── serving │ │ ├── client.md │ │ ├── customserving.md │ │ ├── delete.md │ │ ├── get.md │ │ ├── kfserving.md │ │ ├── list.md │ │ ├── logs.md │ │ ├── submit.md │ │ ├── tfserving.md │ │ └── trtserving.md │ │ ├── top_node.md │ │ └── training │ │ ├── client.md │ │ ├── delete.md │ │ ├── etjob.md │ │ ├── get.md │ │ ├── list.md │ │ ├── logs.md │ │ ├── logviewer.md │ │ ├── mpijob.md │ │ ├── prune.md │ │ ├── pytorchjob.md │ │ ├── sparkjob.md │ │ ├── submit.md │ │ ├── tfjob.md │ │ └── volcanojob.md ├── serving │ ├── common │ │ ├── attach_job.md │ │ ├── delete_jobs.md │ │ ├── get_job.md │ │ ├── get_job_logs.md │ │ └── list_jobs.md │ ├── customserving │ │ ├── 15-custom-serving-sample-beijing.jpg │ │ ├── 15-custom-serving-sample-beijing_out.jpg │ │ ├── gpu.md │ │ └── update-serving.md │ ├── distributedserving │ │ └── serving.md │ ├── index.md │ ├── kfserving │ │ ├── 27-kfserving-custom.jpg │ │ └── custom.md │ ├── kserve │ │ ├── custom.md │ │ └── sklearn.md │ ├── seldon-core │ │ └── pre-packaged-model-server.md │ ├── tfserving │ │ ├── gpu.md │ │ ├── gpushare.md │ │ ├── monitor.md │ │ ├── serving.md │ │ └── update-serving.md │ └── triton │ │ ├── serving.md │ │ └── update-serving.md ├── top │ ├── index.md │ ├── prometheus.md │ ├── top_job.md │ └── top_node.md └── training │ ├── common │ ├── attach_job.md │ ├── delete_jobs.md │ ├── get_job.md │ ├── get_job_logs.md │ ├── image-pull-secret.md │ ├── list_jobs.md │ └── prune_jobs.md │ ├── cron │ └── cron-tfjob.md │ ├── etjob │ ├── elastictraining-pytorch-synthetic.md │ └── elastictraining-tensorflow2-mnist.md │ ├── index.md │ ├── mpijob │ ├── 5-mpi-logviewer.jpg │ ├── 5-mpi-tensorboard.jpg │ ├── assign_config_file.md │ ├── distributed.md │ ├── gputopology.md │ ├── preempted.md │ ├── rdma.md │ ├── selector.md │ ├── tensorflow-performance-comparison.png │ └── toleration.md │ ├── pytorchjob │ ├── 19-pytorchjob-tensorboard.png │ ├── 20-pytorchjob-distributed-data.png │ ├── 24-pytorchjob-preempted.png │ ├── assign-config-file.md │ ├── clean-pod-policy.md │ ├── distributed-data.md │ ├── distributed.md │ ├── node-selector.md │ ├── node-toleration.md │ ├── preempted.md │ ├── standalone.md │ └── tensorboard.md │ ├── rayjob │ └── rayjob.md │ ├── sparkjob │ └── distributed.md │ ├── tfjob │ ├── 1-tfjob-logviewer.jpg │ ├── 2-tensorboard.jpg │ ├── 3-tensorboard.jpg │ ├── 4-tfjob-logviewer-distributed.jpg │ ├── 8-tfjob-estimator-tensorboard.jpg │ ├── assign_config_file.md │ ├── dataset.md │ ├── distributed.md │ ├── estimator.md │ ├── gangschd.md │ ├── role-sequence.md │ ├── selector.md │ ├── standalone.md │ ├── tensorboard.md │ └── toleration.md │ └── volcanojob │ └── volcanojob.md ├── entrypoint.sh ├── examples └── pytorch │ └── mnist │ ├── Dockerfile │ ├── main.py │ └── requirements.txt ├── go.mod ├── go.sum ├── hack ├── boilerplate │ └── boilerplate.go.txt ├── create_dependabot.py ├── docgen.go ├── gen-doc.sh ├── generate-changelog.py └── go-copyright.sh ├── install.sh ├── jupyter ├── README.md ├── arena-jupyter.yaml ├── jupyter_notebook_config.py └── run_jupyter.sh ├── k8s-mod.sh ├── mkdocs.yml ├── pkg ├── apis │ ├── arenaclient │ │ ├── analyze_client.go │ │ ├── arenaclient.go │ │ ├── cron_client.go │ │ ├── data_client.go │ │ ├── evaluate_client.go │ │ ├── model_client.go │ │ ├── node_client.go │ │ ├── serving_client.go │ │ └── training_client.go │ ├── attach │ │ └── attach.go │ ├── config │ │ ├── arenaconfig.go │ │ ├── kubeclient.go │ │ └── user.go │ ├── cron │ │ ├── cron_tfjob_builder.go │ │ └── job.go │ ├── evaluate │ │ ├── evaluatejob.go │ │ └── evaluatejob_builder.go │ ├── logger │ │ └── logger.go │ ├── model │ │ └── analyze │ │ │ ├── benchmark_builder.go │ │ │ ├── evaluate_builder.go │ │ │ ├── job.go │ │ │ ├── optimize_builder.go │ │ │ └── profile_builder.go │ ├── serving │ │ ├── custom_builder.go │ │ ├── distributed_builder.go │ │ ├── job.go │ │ ├── kserve_builder.go │ │ ├── kubeflow_builder.go │ │ ├── seldon_builder.go │ │ ├── tensorflow_builder.go │ │ ├── tensorrt_builder.go │ │ ├── traffic_router_builder.go │ │ ├── triton_builder.go │ │ ├── update_custom_builder.go │ │ ├── update_distributed_builder.go │ │ ├── update_kserve_builder.go │ │ ├── update_tensorflow_builder.go │ │ └── update_triton_builder.go │ ├── training │ │ ├── common.go │ │ ├── deepspeedjob_builder.go │ │ ├── etjob_builder.go │ │ ├── horovod_builder.go │ │ ├── job.go │ │ ├── mpijob_builder.go │ │ ├── pytorchjob_builder.go │ │ ├── rayjob_builder.go │ │ ├── scalein_etjob_builder.go │ │ ├── scaleout_etjob_builder.go │ │ ├── sparkjob_builder.go │ │ ├── tfjob_builder.go │ │ └── volcano_builder.go │ ├── types │ │ ├── const.go │ │ ├── cron.go │ │ ├── evaluatejob.go │ │ ├── gpu_metric.go │ │ ├── gpunode.go │ │ ├── loglevel.go │ │ ├── model.go │ │ ├── serving.go │ │ ├── submit.go │ │ ├── submit_deepspeedjob.go │ │ ├── submit_etjob.go │ │ ├── submit_horovodjob.go │ │ ├── submit_mpijob.go │ │ ├── submit_pytorchjob.go │ │ ├── submit_rayjob.go │ │ ├── submit_sparkjob.go │ │ ├── submit_tfjob.go │ │ ├── submit_volcanojob.go │ │ ├── traffic_router.go │ │ ├── training.go │ │ ├── types.go │ │ └── update_serving.go │ └── utils │ │ ├── model.go │ │ ├── pods.go │ │ ├── training.go │ │ └── utils.go ├── argsbuilder │ ├── attach.go │ ├── builder.go │ ├── const.go │ ├── cron_tfjob.go │ ├── evaluatejob.go │ ├── logger.go │ ├── model.go │ ├── model_benchmark.go │ ├── model_evaluate.go │ ├── model_optimize.go │ ├── model_profile.go │ ├── runtime │ │ ├── cron_tfjob_runtime.go │ │ ├── runtime.go │ │ └── tfjob_runtime.go │ ├── scale_etjob.go │ ├── scalein_etjob.go │ ├── scaleout_etjob.go │ ├── serving.go │ ├── serving_custom.go │ ├── serving_distributed.go │ ├── serving_kf.go │ ├── serving_kserve.go │ ├── serving_seldon.go │ ├── serving_tensorflow.go │ ├── serving_tensorrt.go │ ├── serving_triton.go │ ├── submit.go │ ├── submit_deepspeedjob.go │ ├── submit_etjob.go │ ├── submit_horovodjob.go │ ├── submit_mpijob.go │ ├── submit_pytorchjob.go │ ├── submit_rayjob.go │ ├── submit_sparkjob.go │ ├── submit_sync_code.go │ ├── submit_tensorboard.go │ ├── submit_tfjob.go │ ├── submit_volcanojob.go │ ├── traffic_router_builder.go │ ├── update_serving.go │ ├── update_serving_custom.go │ ├── update_serving_distributed.go │ ├── update_serving_kserve.go │ ├── update_serving_tensorflow.go │ ├── update_serving_triton.go │ └── util.go ├── commands │ ├── completion.go │ ├── cron │ │ ├── cron.go │ │ ├── cron_tfjob.go │ │ ├── delete.go │ │ ├── get.go │ │ ├── list.go │ │ ├── resume.go │ │ └── suspend.go │ ├── data │ │ ├── data.go │ │ └── list.go │ ├── evaluate │ │ ├── delete.go │ │ ├── evaluate.go │ │ ├── evaluate_model.go │ │ ├── get.go │ │ └── list.go │ ├── model │ │ ├── analyze │ │ │ ├── analyze.go │ │ │ ├── delete.go │ │ │ ├── get.go │ │ │ ├── list.go │ │ │ ├── submit_benchmark.go │ │ │ ├── submit_evaluate.go │ │ │ ├── submit_optimize.go │ │ │ └── submit_profile.go │ │ ├── create.go │ │ ├── delete.go │ │ ├── get.go │ │ ├── list.go │ │ ├── model.go │ │ └── update.go │ ├── root.go │ ├── serving │ │ ├── attach.go │ │ ├── delete.go │ │ ├── get.go │ │ ├── list.go │ │ ├── logs.go │ │ ├── serving.go │ │ ├── serving_custom.go │ │ ├── serving_distributed.go │ │ ├── serving_kserve.go │ │ ├── serving_kubeflow.go │ │ ├── serving_seldon.go │ │ ├── serving_tensorflow.go │ │ ├── serving_tensorrt.go │ │ ├── serving_triton.go │ │ ├── traffic_router_split.go │ │ ├── update.go │ │ ├── update_custom.go │ │ ├── update_distributed.go │ │ ├── update_kserve.go │ │ ├── update_tensorflow.go │ │ └── update_triton.go │ ├── top │ │ ├── job.go │ │ ├── node.go │ │ └── top.go │ ├── training │ │ ├── attach.go │ │ ├── delete.go │ │ ├── get.go │ │ ├── list.go │ │ ├── logs.go │ │ ├── logviewer.go │ │ ├── model.go │ │ ├── prune.go │ │ ├── scalein.go │ │ ├── scalein_etjob.go │ │ ├── scaleout.go │ │ ├── scaleout_etjob.go │ │ ├── submit.go │ │ ├── submit_deepspeedjob.go │ │ ├── submit_etjob.go │ │ ├── submit_horovodjob.go │ │ ├── submit_mpijob.go │ │ ├── submit_pytorchjob.go │ │ ├── submit_rayjob.go │ │ ├── submit_sparkjob.go │ │ ├── submit_tfjob.go │ │ └── submit_volcanojob.go │ ├── version.go │ └── whoami.go ├── common │ └── constants.go ├── completion │ └── completion_bash.go ├── cron │ ├── cron_handler.go │ ├── cron_tfjob.go │ ├── delete.go │ ├── get.go │ ├── list.go │ ├── suspend.go │ └── util.go ├── datahouse │ └── list.go ├── evaluate │ ├── delete.go │ ├── get.go │ ├── list.go │ ├── submit.go │ └── util.go ├── k8saccesser │ ├── const.go │ └── k8s_accesser.go ├── model │ ├── analyze │ │ ├── delete.go │ │ ├── get.go │ │ ├── list.go │ │ ├── model.go │ │ ├── model_interface.go │ │ ├── submit_benchmark.go │ │ ├── submit_evaluate.go │ │ ├── submit_optimize.go │ │ └── submit_profile.go │ └── mlflow.go ├── operators │ ├── et-operator │ │ ├── api │ │ │ ├── common │ │ │ │ ├── constants.go │ │ │ │ ├── doc.go │ │ │ │ ├── types.go │ │ │ │ └── zz_generated.deepcopy.go │ │ │ └── v1alpha1 │ │ │ │ ├── register.go │ │ │ │ ├── scalein_types.go │ │ │ │ ├── scaleout_types.go │ │ │ │ ├── trainingjob_types.go │ │ │ │ └── zz_generated.deepcopy.go │ │ └── client │ │ │ └── clientset │ │ │ └── versioned │ │ │ ├── clientset.go │ │ │ ├── doc.go │ │ │ ├── scheme │ │ │ ├── doc.go │ │ │ └── register.go │ │ │ └── typed │ │ │ └── et │ │ │ └── v1alpha1 │ │ │ ├── doc.go │ │ │ ├── et_client.go │ │ │ ├── generated_expansion.go │ │ │ └── trainingjob.go │ ├── kubedl-operator │ │ ├── apis │ │ │ ├── addtoscheme_apps_v1alpha1.go │ │ │ ├── apis.go │ │ │ └── apps │ │ │ │ └── v1alpha1 │ │ │ │ ├── common.go │ │ │ │ ├── cron_types.go │ │ │ │ ├── groupversion_info.go │ │ │ │ ├── zz_generated.deepcopy.go │ │ │ │ └── zz_generated.defaults.go │ │ └── client │ │ │ ├── clientset │ │ │ └── versioned │ │ │ │ ├── clientset.go │ │ │ │ ├── doc.go │ │ │ │ ├── fake │ │ │ │ ├── clientset_generated.go │ │ │ │ ├── doc.go │ │ │ │ └── register.go │ │ │ │ ├── scheme │ │ │ │ ├── doc.go │ │ │ │ └── register.go │ │ │ │ └── typed │ │ │ │ └── apps │ │ │ │ └── v1alpha1 │ │ │ │ ├── apps_client.go │ │ │ │ ├── cron.go │ │ │ │ ├── doc.go │ │ │ │ ├── fake │ │ │ │ ├── doc.go │ │ │ │ ├── fake_apps_client.go │ │ │ │ └── fake_cron.go │ │ │ │ └── generated_expansion.go │ │ │ ├── informers │ │ │ └── externalversions │ │ │ │ ├── apps │ │ │ │ ├── interface.go │ │ │ │ └── v1alpha1 │ │ │ │ │ ├── cron.go │ │ │ │ │ └── interface.go │ │ │ │ ├── factory.go │ │ │ │ ├── generic.go │ │ │ │ └── internalinterfaces │ │ │ │ └── factory_interfaces.go │ │ │ └── listers │ │ │ └── apps │ │ │ └── v1alpha1 │ │ │ ├── cron.go │ │ │ └── expansion_generated.go │ ├── mpi-operator │ │ ├── apis │ │ │ └── kubeflow │ │ │ │ └── v1alpha1 │ │ │ │ ├── doc.go │ │ │ │ ├── register.go │ │ │ │ ├── types.go │ │ │ │ └── zz_generated.deepcopy.go │ │ └── client │ │ │ ├── clientset │ │ │ └── versioned │ │ │ │ ├── clientset.go │ │ │ │ ├── doc.go │ │ │ │ ├── scheme │ │ │ │ ├── doc.go │ │ │ │ └── register.go │ │ │ │ └── typed │ │ │ │ └── kubeflow │ │ │ │ └── v1alpha1 │ │ │ │ ├── doc.go │ │ │ │ ├── fake │ │ │ │ ├── doc.go │ │ │ │ ├── fake_kubeflow_client.go │ │ │ │ └── fake_mpijob.go │ │ │ │ ├── generated_expansion.go │ │ │ │ ├── kubeflow_client.go │ │ │ │ └── mpijob.go │ │ │ ├── informers │ │ │ └── externalversions │ │ │ │ ├── factory.go │ │ │ │ ├── generic.go │ │ │ │ ├── internalinterfaces │ │ │ │ └── factory_interfaces.go │ │ │ │ └── kubeflow │ │ │ │ ├── interface.go │ │ │ │ └── v1alpha1 │ │ │ │ ├── interface.go │ │ │ │ └── mpijob.go │ │ │ └── listers │ │ │ └── kubeflow │ │ │ └── v1alpha1 │ │ │ ├── expansion_generated.go │ │ │ └── mpijob.go │ ├── pytorch-operator │ │ ├── apis │ │ │ └── pytorch │ │ │ │ ├── v1 │ │ │ │ ├── constants.go │ │ │ │ ├── defaults.go │ │ │ │ ├── doc.go │ │ │ │ ├── register.go │ │ │ │ ├── types.go │ │ │ │ ├── zz_generated.deepcopy.go │ │ │ │ └── zz_generated.defaults.go │ │ │ │ └── validation │ │ │ │ ├── validation.go │ │ │ │ └── validation_test.go │ │ └── client │ │ │ ├── clientset │ │ │ └── versioned │ │ │ │ ├── clientset.go │ │ │ │ ├── doc.go │ │ │ │ ├── fake │ │ │ │ ├── clientset_generated.go │ │ │ │ ├── doc.go │ │ │ │ └── register.go │ │ │ │ ├── scheme │ │ │ │ ├── doc.go │ │ │ │ └── register.go │ │ │ │ └── typed │ │ │ │ └── pytorch │ │ │ │ └── v1 │ │ │ │ ├── doc.go │ │ │ │ ├── fake │ │ │ │ ├── doc.go │ │ │ │ ├── fake_pytorch_client.go │ │ │ │ └── fake_pytorchjob.go │ │ │ │ ├── generated_expansion.go │ │ │ │ ├── pytorch_client.go │ │ │ │ └── pytorchjob.go │ │ │ ├── informers │ │ │ └── externalversions │ │ │ │ ├── factory.go │ │ │ │ ├── generic.go │ │ │ │ ├── internalinterfaces │ │ │ │ └── factory_interfaces.go │ │ │ │ └── pytorch │ │ │ │ ├── interface.go │ │ │ │ └── v1 │ │ │ │ ├── interface.go │ │ │ │ └── pytorchjob.go │ │ │ └── listers │ │ │ └── pytorch │ │ │ └── v1 │ │ │ ├── expansion_generated.go │ │ │ └── pytorchjob.go │ ├── spark-operator │ │ ├── apis │ │ │ └── sparkoperator.k8s.io │ │ │ │ ├── register.go │ │ │ │ ├── v1beta1 │ │ │ │ ├── defaults.go │ │ │ │ ├── doc.go │ │ │ │ ├── register.go │ │ │ │ ├── types.go │ │ │ │ └── zz_generated.deepcopy.go │ │ │ │ └── v1beta2 │ │ │ │ ├── defaults.go │ │ │ │ ├── defaults_test.go │ │ │ │ ├── doc.go │ │ │ │ ├── register.go │ │ │ │ ├── types.go │ │ │ │ └── zz_generated.deepcopy.go │ │ └── client │ │ │ ├── clientset │ │ │ └── versioned │ │ │ │ ├── clientset.go │ │ │ │ ├── doc.go │ │ │ │ ├── fake │ │ │ │ ├── clientset_generated.go │ │ │ │ ├── doc.go │ │ │ │ └── register.go │ │ │ │ ├── scheme │ │ │ │ ├── doc.go │ │ │ │ └── register.go │ │ │ │ └── typed │ │ │ │ └── sparkoperator.k8s.io │ │ │ │ ├── v1beta1 │ │ │ │ ├── doc.go │ │ │ │ ├── fake │ │ │ │ │ ├── doc.go │ │ │ │ │ ├── fake_scheduledsparkapplication.go │ │ │ │ │ ├── fake_sparkapplication.go │ │ │ │ │ └── fake_sparkoperator.k8s.io_client.go │ │ │ │ ├── generated_expansion.go │ │ │ │ ├── scheduledsparkapplication.go │ │ │ │ ├── sparkapplication.go │ │ │ │ └── sparkoperator.k8s.io_client.go │ │ │ │ └── v1beta2 │ │ │ │ ├── doc.go │ │ │ │ ├── fake │ │ │ │ ├── doc.go │ │ │ │ ├── fake_scheduledsparkapplication.go │ │ │ │ ├── fake_sparkapplication.go │ │ │ │ └── fake_sparkoperator.k8s.io_client.go │ │ │ │ ├── generated_expansion.go │ │ │ │ ├── scheduledsparkapplication.go │ │ │ │ ├── sparkapplication.go │ │ │ │ └── sparkoperator.k8s.io_client.go │ │ │ ├── informers │ │ │ └── externalversions │ │ │ │ ├── factory.go │ │ │ │ ├── generic.go │ │ │ │ ├── internalinterfaces │ │ │ │ └── factory_interfaces.go │ │ │ │ └── sparkoperator.k8s.io │ │ │ │ ├── interface.go │ │ │ │ ├── v1beta1 │ │ │ │ ├── interface.go │ │ │ │ ├── scheduledsparkapplication.go │ │ │ │ └── sparkapplication.go │ │ │ │ └── v1beta2 │ │ │ │ ├── interface.go │ │ │ │ ├── scheduledsparkapplication.go │ │ │ │ └── sparkapplication.go │ │ │ └── listers │ │ │ └── sparkoperator.k8s.io │ │ │ ├── v1beta1 │ │ │ ├── expansion_generated.go │ │ │ ├── scheduledsparkapplication.go │ │ │ └── sparkapplication.go │ │ │ └── v1beta2 │ │ │ ├── expansion_generated.go │ │ │ ├── scheduledsparkapplication.go │ │ │ └── sparkapplication.go │ ├── tf-operator │ │ ├── apis │ │ │ ├── common │ │ │ │ ├── v1 │ │ │ │ │ ├── doc.go │ │ │ │ │ ├── types.go │ │ │ │ │ ├── zz_generated.deepcopy.go │ │ │ │ │ └── zz_generated.defaults.go │ │ │ │ └── v1beta2 │ │ │ │ │ ├── doc.go │ │ │ │ │ ├── types.go │ │ │ │ │ ├── zz_generated.deepcopy.go │ │ │ │ │ └── zz_generated.defaults.go │ │ │ └── tensorflow │ │ │ │ ├── v1 │ │ │ │ ├── constants.go │ │ │ │ ├── defaults.go │ │ │ │ ├── defaults_test.go │ │ │ │ ├── doc.go │ │ │ │ ├── register.go │ │ │ │ ├── types.go │ │ │ │ ├── util.go │ │ │ │ ├── util_test.go │ │ │ │ ├── zz_generated.deepcopy.go │ │ │ │ └── zz_generated.defaults.go │ │ │ │ ├── v1alpha1 │ │ │ │ ├── defaults.go │ │ │ │ ├── doc.go │ │ │ │ ├── register.go │ │ │ │ ├── types.go │ │ │ │ ├── zz_generated.deepcopy.go │ │ │ │ └── zz_generated.defaults.go │ │ │ │ ├── v1alpha2 │ │ │ │ ├── constants.go │ │ │ │ ├── defaults.go │ │ │ │ ├── doc.go │ │ │ │ ├── register.go │ │ │ │ ├── types.go │ │ │ │ ├── zz_generated.deepcopy.go │ │ │ │ └── zz_generated.defaults.go │ │ │ │ ├── v1beta2 │ │ │ │ ├── constants.go │ │ │ │ ├── defaults.go │ │ │ │ ├── defaults_test.go │ │ │ │ ├── doc.go │ │ │ │ ├── register.go │ │ │ │ ├── types.go │ │ │ │ ├── util.go │ │ │ │ ├── util_test.go │ │ │ │ ├── zz_generated.deepcopy.go │ │ │ │ └── zz_generated.defaults.go │ │ │ │ └── validation │ │ │ │ ├── validation.go │ │ │ │ └── validation_test.go │ │ ├── client │ │ │ └── clientset │ │ │ │ └── versioned │ │ │ │ ├── clientset.go │ │ │ │ ├── doc.go │ │ │ │ ├── fake │ │ │ │ ├── clientset_generated.go │ │ │ │ ├── doc.go │ │ │ │ └── register.go │ │ │ │ ├── scheme │ │ │ │ ├── doc.go │ │ │ │ └── register.go │ │ │ │ └── typed │ │ │ │ ├── kubeflow │ │ │ │ ├── v1alpha1 │ │ │ │ │ ├── doc.go │ │ │ │ │ ├── generated_expansion.go │ │ │ │ │ ├── kubeflow_client.go │ │ │ │ │ └── tfjob.go │ │ │ │ └── v1alpha2 │ │ │ │ │ ├── doc.go │ │ │ │ │ ├── generated_expansion.go │ │ │ │ │ ├── kubeflow_client.go │ │ │ │ │ └── tfjob.go │ │ │ │ └── tensorflow │ │ │ │ ├── v1 │ │ │ │ ├── doc.go │ │ │ │ ├── fake │ │ │ │ │ ├── doc.go │ │ │ │ │ ├── fake_tensorflow_client.go │ │ │ │ │ └── fake_tfjob.go │ │ │ │ ├── generated_expansion.go │ │ │ │ ├── tensorflow_client.go │ │ │ │ └── tfjob.go │ │ │ │ └── v1beta2 │ │ │ │ ├── doc.go │ │ │ │ ├── fake │ │ │ │ ├── doc.go │ │ │ │ ├── fake_tensorflow_client.go │ │ │ │ └── fake_tfjob.go │ │ │ │ ├── generated_expansion.go │ │ │ │ ├── tensorflow_client.go │ │ │ │ └── tfjob.go │ │ └── util │ │ │ └── util.go │ └── volcano-operator │ │ ├── apis │ │ └── batch │ │ │ └── v1alpha1 │ │ │ ├── doc.go │ │ │ ├── job.go │ │ │ ├── labels.go │ │ │ ├── register.go │ │ │ └── zz_generated.deepcopy.go │ │ └── client │ │ └── clientset │ │ └── versioned │ │ ├── clientset.go │ │ ├── doc.go │ │ ├── scheme │ │ ├── doc.go │ │ └── register.go │ │ └── typed │ │ └── batch │ │ └── v1alpha1 │ │ ├── batch_client.go │ │ ├── doc.go │ │ ├── fake │ │ ├── doc.go │ │ ├── fake_batch_client.go │ │ └── fake_job.go │ │ ├── generated_expansion.go │ │ └── job.go ├── podexec │ └── exec.go ├── podlogs │ ├── logger.go │ └── utils.go ├── prometheus │ ├── prom.go │ └── query.go ├── serving │ ├── delete.go │ ├── get.go │ ├── list.go │ ├── logs.go │ ├── serving.go │ ├── serving_custom.go │ ├── serving_distributed.go │ ├── serving_interface.go │ ├── serving_kf.go │ ├── serving_kserve.go │ ├── serving_seldon.go │ ├── serving_tensorflow.go │ ├── serving_tensorrt.go │ ├── serving_triton.go │ ├── traffic_router_split.go │ ├── update.go │ └── util.go ├── topnode │ ├── define.go │ ├── details.go │ ├── gpuexclusive.go │ ├── gpushare.go │ ├── gputopology.go │ ├── normal.go │ └── summary.go ├── training │ ├── const.go │ ├── dashboard_helper.go │ ├── delete.go │ ├── get.go │ ├── get_advanced.go │ ├── gpu.go │ ├── list.go │ ├── logs.go │ ├── pod_helper.go │ ├── prune.go │ ├── resource.go │ ├── submit_deepspeedjob.go │ ├── submit_etjob.go │ ├── submit_horovod.go │ ├── submit_mpijob.go │ ├── submit_pytorchjob.go │ ├── submit_rayjob.go │ ├── submit_sparkjob.go │ ├── submit_tfjob.go │ ├── submit_volcanojob.go │ ├── tensorboard.go │ ├── top_job.go │ ├── trainer.go │ ├── trainer_deepspeed.go │ ├── trainer_et.go │ ├── trainer_interface.go │ ├── trainer_mpi.go │ ├── trainer_pytorch.go │ ├── trainer_ray.go │ ├── trainer_spark.go │ ├── trainer_tensorflow.go │ ├── trainer_tensorflow_test.go │ └── trainer_volcano.go ├── util │ ├── base.go │ ├── charts.go │ ├── config │ │ └── loader.go │ ├── duration.go │ ├── errors.go │ ├── helm │ │ ├── helm.go │ │ ├── helm_advanced.go │ │ └── util.go │ ├── kubeclient │ │ └── configmap.go │ ├── kubectl │ │ ├── configmap.go │ │ ├── kubectl.go │ │ └── training.go │ ├── logs.go │ ├── port_allocate.go │ ├── port_allocate_test.go │ ├── random.go │ ├── resource.go │ ├── retry.go │ ├── ssh_secret.go │ ├── util.go │ ├── validate.go │ └── volume.go └── workflow │ └── workflow.go ├── prow_config.yaml ├── samples ├── cli │ ├── serving │ │ └── serving.sh │ └── use-in-container │ │ ├── Dockerfile │ │ ├── README.md │ │ ├── deployment.yaml │ │ └── rbac.yaml ├── deepspeed │ └── Dockerfile ├── docker │ └── serve-custom-sample │ │ └── Dockerfile ├── sdk │ ├── custom-serving │ │ └── main.go │ ├── etjob │ │ └── etjob.go │ ├── mpijob │ │ └── mpijob.go │ ├── pytorchjob │ │ └── pytorch.go │ └── tfjob │ │ └── tfjob.go ├── tensorflow-model-config-file-multi-versions.txt └── tensorflow-model-config-file.txt ├── sdk ├── arena-java-sdk │ ├── .gitignore │ ├── README.md │ ├── build.sh │ ├── doc │ │ ├── mpi.md │ │ └── tf-standalone.md │ ├── install.sh │ ├── out │ │ └── artifacts │ │ │ └── arena_java_sdk │ │ │ └── arena-java-sdk-1.0.8.jar │ ├── pom.xml │ └── src │ │ ├── main │ │ └── java │ │ │ └── com │ │ │ └── github │ │ │ └── kubeflow │ │ │ └── arena │ │ │ ├── client │ │ │ ├── ArenaClient.java │ │ │ ├── BaseClient.java │ │ │ ├── EvaluateClient.java │ │ │ ├── NodeClient.java │ │ │ ├── ServingClient.java │ │ │ └── TrainingClient.java │ │ │ ├── enums │ │ │ ├── ArenaErrorEnum.java │ │ │ ├── NodeType.java │ │ │ ├── ServingJobType.java │ │ │ ├── ServingJobTypeCodec.java │ │ │ ├── TrainingJobStatus.java │ │ │ └── TrainingJobType.java │ │ │ ├── exceptions │ │ │ ├── ArenaException.java │ │ │ └── ExitCodeException.java │ │ │ ├── model │ │ │ ├── common │ │ │ │ └── Logger.java │ │ │ ├── evaluate │ │ │ │ ├── EvaluateJob.java │ │ │ │ ├── EvaluateJobBuilder.java │ │ │ │ └── EvaluateJobInfo.java │ │ │ ├── fields │ │ │ │ ├── BoolField.java │ │ │ │ ├── Field.java │ │ │ │ ├── StringField.java │ │ │ │ ├── StringListField.java │ │ │ │ └── StringMapField.java │ │ │ ├── nodes │ │ │ │ ├── GPUExclusiveNode.java │ │ │ │ ├── GPUExclusiveNodePod.java │ │ │ │ ├── GPUMetric.java │ │ │ │ ├── GPUShareNode.java │ │ │ │ ├── GPUShareNodeDevice.java │ │ │ │ ├── GPUShareNodePod.java │ │ │ │ ├── GPUTopologyNode.java │ │ │ │ ├── GPUTopologyNodeDevice.java │ │ │ │ ├── GPUTopologyNodePod.java │ │ │ │ ├── Node.java │ │ │ │ ├── NodeSet.java │ │ │ │ └── NormalNode.java │ │ │ ├── serving │ │ │ │ ├── CustomServingJobBuilder.java │ │ │ │ ├── Endpoint.java │ │ │ │ ├── Instance.java │ │ │ │ ├── JobBuilder.java │ │ │ │ ├── KFServingJobBuilder.java │ │ │ │ ├── ServingJob.java │ │ │ │ ├── ServingJobInfo.java │ │ │ │ ├── TensorRTServingJobBuilder.java │ │ │ │ ├── TensorflowServingJobBuilder.java │ │ │ │ └── TritonServingJobBuilder.java │ │ │ └── training │ │ │ │ ├── ETJobBuilder.java │ │ │ │ ├── GPUMetric.java │ │ │ │ ├── HorovodJobBuilder.java │ │ │ │ ├── Instance.java │ │ │ │ ├── JobBuilder.java │ │ │ │ ├── MPIJobBuilder.java │ │ │ │ ├── PytorchJobBuilder.java │ │ │ │ ├── ScaleETJobBuilder.java │ │ │ │ ├── ScaleInETJobBuilder.java │ │ │ │ ├── ScaleOutETJobBuilder.java │ │ │ │ ├── SparkJobBuilder.java │ │ │ │ ├── TFJobBuilder.java │ │ │ │ ├── TrainingJob.java │ │ │ │ ├── TrainingJobInfo.java │ │ │ │ └── VolcanoJobBuilder.java │ │ │ └── utils │ │ │ ├── Command.java │ │ │ └── Utils.java │ │ └── test │ │ └── java │ │ └── com │ │ └── github │ │ └── kubeflow │ │ └── arena │ │ ├── CustomServingJobTest.java │ │ ├── EvaluateClientTest.java │ │ ├── MPIJobTest.java │ │ ├── NodeDetailsTest.java │ │ ├── PyTorchJobTest.java │ │ ├── ServingClientTest.java │ │ ├── TensorflowServingJobTest.java │ │ ├── TrainingClientTest.java │ │ └── TritonServingJobTest.java └── arena-python-sdk │ ├── arenasdk │ ├── client │ │ ├── client.py │ │ ├── node_client.py │ │ ├── serving_client.py │ │ └── training_client.py │ ├── common │ │ ├── __init__.py │ │ ├── log.py │ │ └── util.py │ ├── enums │ │ └── types.py │ ├── exceptions │ │ └── arena_exception.py │ ├── fields │ │ └── fields.py │ ├── logger │ │ └── logger.py │ ├── nodes │ │ ├── gpu_exclusive_node.py │ │ ├── gpu_topology_node.py │ │ ├── gpushare_node.py │ │ ├── node.py │ │ ├── node_set.py │ │ └── normal_node.py │ ├── serving │ │ ├── custom_job_builder.py │ │ ├── job.py │ │ ├── job_builder.py │ │ ├── kf_job_builder.py │ │ ├── serving_job_info.py │ │ ├── tensorflow_job_builder.py │ │ └── tensorrt_job_builder.py │ └── training │ │ ├── et_job_builder.py │ │ ├── horovod_job_builder.py │ │ ├── job.py │ │ ├── job_builder.py │ │ ├── mpi_job_builder.py │ │ ├── pytorch_job_builder.py │ │ ├── scalein_etjob_builder.py │ │ ├── scaleout_etjob_builder.py │ │ ├── spark_job_builder.py │ │ ├── tensorflow_job_builder.py │ │ ├── training_job_info.py │ │ └── volcano_job_builder.py │ ├── build.sh │ ├── custom_serving_test.py │ ├── node_test.py │ ├── samples │ ├── mpijob_test.py │ ├── pytorchjob_test.py │ └── 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