├── .github ├── ISSUE_TEMPLATE │ ├── bug_report.md │ └── feature_request.md ├── settings.yml └── workflows │ ├── presubmits.yml │ ├── publish.yml.old │ └── scorecard.yml ├── .gitignore ├── .golangci.yml ├── .pre-commit-config.yaml ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── LICENSE ├── Makefile ├── README.md ├── api ├── computes_api.partials.yml ├── computes_components.partials.yml ├── computes_securityschemes.partials.yml ├── dataset_api.partials.yml ├── dataset_components.partials.yml ├── design_api.partials.yml ├── design_components.partials.yml ├── empty.json ├── etc_components.partials.yml ├── job_api.partials.yml ├── job_components.partials.yml └── openapi.yaml.mustache ├── cmd ├── apiserver │ ├── apiserver.go │ ├── app │ │ └── server.go │ └── cmd │ │ ├── root.go │ │ └── root_test.go ├── controller │ ├── README.md │ ├── app │ │ ├── controller.go │ │ ├── database │ │ │ ├── db.go │ │ │ ├── db_interfaces.go │ │ │ └── mongodb │ │ │ │ ├── code.go │ │ │ │ ├── code_test.go │ │ │ │ ├── compute.go │ │ │ │ ├── compute_test.go │ │ │ │ ├── dataset.go │ │ │ │ ├── dataset_test.go │ │ │ │ ├── design.go │ │ │ │ ├── design_test.go │ │ │ │ ├── helpers.go │ │ │ │ ├── job.go │ │ │ │ ├── schema.go │ │ │ │ ├── schema_test.go │ │ │ │ ├── service.go │ │ │ │ ├── task.go │ │ │ │ └── watcher.go │ │ ├── job │ │ │ ├── builder.go │ │ │ ├── builder_example_test.go │ │ │ ├── builder_test.go │ │ │ ├── default_handler.go │ │ │ ├── eventq.go │ │ │ ├── eventq_test.go │ │ │ ├── handler.go │ │ │ ├── job_state.go │ │ │ ├── manager.go │ │ │ ├── notify.go │ │ │ └── testdata │ │ │ │ ├── examples │ │ │ │ ├── asyncfl_hier_mnist │ │ │ │ │ ├── asyncfl_hier_mnist.zip │ │ │ │ │ ├── dataSpec.json │ │ │ │ │ ├── dataset_eu_germany.json │ │ │ │ │ ├── dataset_eu_uk.json │ │ │ │ │ ├── dataset_na_canada.json │ │ │ │ │ ├── dataset_na_us.json │ │ │ │ │ ├── job.json │ │ │ │ │ ├── modelSpec.json │ │ │ │ │ └── schema.json │ │ │ │ ├── asyncfl_hier_mnist_lb │ │ │ │ │ ├── asyncfl_hier_mnist_lb.zip │ │ │ │ │ ├── dataSpec.json │ │ │ │ │ ├── dataset_red.json │ │ │ │ │ ├── job.json │ │ │ │ │ ├── modelSpec.json │ │ │ │ │ └── schema.json │ │ │ │ ├── controller │ │ │ │ │ └── controller.yaml │ │ │ │ ├── distributed_training │ │ │ │ │ ├── dataSpec.json │ │ │ │ │ ├── dataset_1.json │ │ │ │ │ ├── dataset_2.json │ │ │ │ │ ├── dataset_3.json │ │ │ │ │ ├── distributed_training.zip │ │ │ │ │ ├── job.json │ │ │ │ │ ├── modelSpec.json │ │ │ │ │ └── schema.json │ │ │ │ ├── hier_mnist │ │ │ │ │ ├── dataSpec.json │ │ │ │ │ ├── dataset_eu_germany.json │ │ │ │ │ ├── dataset_eu_uk.json │ │ │ │ │ ├── dataset_na_canada.json │ │ │ │ │ ├── dataset_na_us.json │ │ │ │ │ ├── hier_mnist.zip │ │ │ │ │ ├── job.json │ │ │ │ │ ├── modelSpec.json │ │ │ │ │ └── schema.json │ │ │ │ ├── hybrid │ │ │ │ │ ├── dataSpec.json │ │ │ │ │ ├── dataset1.json │ │ │ │ │ ├── dataset2.json │ │ │ │ │ ├── dataset3.json │ │ │ │ │ ├── dataset4.json │ │ │ │ │ ├── hybrid.zip │ │ │ │ │ ├── job.json │ │ │ │ │ ├── modelSpec.json │ │ │ │ │ └── schema.json │ │ │ │ ├── medmnist │ │ │ │ │ ├── dataSpec.json │ │ │ │ │ ├── dataset1.json │ │ │ │ │ ├── dataset10.json │ │ │ │ │ ├── dataset2.json │ │ │ │ │ ├── dataset3.json │ │ │ │ │ ├── dataset4.json │ │ │ │ │ ├── dataset5.json │ │ │ │ │ ├── dataset6.json │ │ │ │ │ ├── dataset7.json │ │ │ │ │ ├── dataset8.json │ │ │ │ │ ├── dataset9.json │ │ │ │ │ ├── images │ │ │ │ │ │ ├── train_summary.png │ │ │ │ │ │ └── val_summary.png │ │ │ │ │ ├── job.json │ │ │ │ │ ├── medmnist.zip │ │ │ │ │ ├── modelSpec.json │ │ │ │ │ └── schema.json │ │ │ │ ├── mnist │ │ │ │ │ ├── dataSpec.json │ │ │ │ │ ├── dataset.json │ │ │ │ │ ├── job.json │ │ │ │ │ ├── mnist.zip │ │ │ │ │ ├── modelSpec.json │ │ │ │ │ └── schema.json │ │ │ │ ├── parallel_experiment │ │ │ │ │ ├── dataSpec.json │ │ │ │ │ ├── dataset_asia_china.json │ │ │ │ │ ├── dataset_eu_uk.json │ │ │ │ │ ├── dataset_us_west.json │ │ │ │ │ ├── job.json │ │ │ │ │ ├── modelSpec.json │ │ │ │ │ ├── parallel_experiment.zip │ │ │ │ │ └── schema.json │ │ │ │ └── syncfl_hier_coord_mnist │ │ │ │ │ ├── dataSpec.json │ │ │ │ │ ├── dataset1.json │ │ │ │ │ ├── dataset2.json │ │ │ │ │ ├── dataset3.json │ │ │ │ │ ├── job.json │ │ │ │ │ ├── modelSpec.json │ │ │ │ │ ├── schema.json │ │ │ │ │ └── syncfl_hier_coord_mnist.zip │ │ │ │ └── expected_tasks │ │ │ │ ├── asyncfl_hier_mnist │ │ │ │ ├── 1.json │ │ │ │ ├── 2.json │ │ │ │ ├── 3.json │ │ │ │ ├── 4.json │ │ │ │ ├── 5.json │ │ │ │ ├── 6.json │ │ │ │ └── 7.json │ │ │ │ ├── asyncfl_hier_mnist_lb │ │ │ │ ├── 1.json │ │ │ │ ├── 2.json │ │ │ │ ├── 3.json │ │ │ │ └── 4.json │ │ │ │ ├── distributed_training │ │ │ │ ├── 1.json │ │ │ │ ├── 2.json │ │ │ │ └── 3.json │ │ │ │ ├── hier_mnist │ │ │ │ ├── 1.json │ │ │ │ ├── 2.json │ │ │ │ ├── 3.json │ │ │ │ ├── 4.json │ │ │ │ ├── 5.json │ │ │ │ ├── 6.json │ │ │ │ └── 7.json │ │ │ │ ├── hybrid │ │ │ │ ├── 1.json │ │ │ │ ├── 2.json │ │ │ │ ├── 3.json │ │ │ │ ├── 4.json │ │ │ │ └── 5.json │ │ │ │ ├── medmnist │ │ │ │ ├── 1.json │ │ │ │ ├── 10.json │ │ │ │ ├── 11.json │ │ │ │ ├── 2.json │ │ │ │ ├── 3.json │ │ │ │ ├── 4.json │ │ │ │ ├── 5.json │ │ │ │ ├── 6.json │ │ │ │ ├── 7.json │ │ │ │ ├── 8.json │ │ │ │ └── 9.json │ │ │ │ ├── mnist │ │ │ │ ├── 1.json │ │ │ │ └── 2.json │ │ │ │ └── parallel_experiment │ │ │ │ ├── 1.json │ │ │ │ ├── 2.json │ │ │ │ ├── 3.json │ │ │ │ ├── 4.json │ │ │ │ ├── 5.json │ │ │ │ └── 6.json │ │ └── objects │ │ │ └── task.go │ ├── cmd │ │ └── root.go │ ├── config │ │ └── config.go │ └── main.go ├── deployer │ ├── app │ │ ├── deployer │ │ │ ├── deployer.go │ │ │ ├── docker.go │ │ │ └── k8s.go │ │ ├── monitor.go │ │ ├── register.go │ │ └── resource_handler.go │ ├── cmd │ │ ├── root.go │ │ └── root_test.go │ ├── config │ │ └── config.go │ └── main.go ├── flamectl │ ├── README.md │ ├── cmd │ │ ├── README.md │ │ ├── config.go │ │ ├── config_test.go │ │ ├── create.go │ │ ├── create_code.go │ │ ├── create_dataset.go │ │ ├── create_design.go │ │ ├── create_job.go │ │ ├── create_schema.go │ │ ├── delete_schema.go │ │ ├── get.go │ │ ├── get_code.go │ │ ├── get_code_revision.go │ │ ├── get_dataset.go │ │ ├── get_design.go │ │ ├── get_job.go │ │ ├── get_schema.go │ │ ├── get_task.go │ │ ├── remove.go │ │ ├── remove_code.go │ │ ├── remove_dataset.go │ │ ├── remove_design.go │ │ ├── remove_job.go │ │ ├── root.go │ │ ├── root_test.go │ │ ├── start.go │ │ ├── start_job.go │ │ ├── stop.go │ │ ├── stop_job.go │ │ ├── update-dataset.go │ │ ├── update.go │ │ ├── update_design.go │ │ ├── update_job.go │ │ └── update_schema.go │ ├── main.go │ └── resources │ │ ├── code │ │ └── code.go │ │ ├── dataset │ │ └── dataset.go │ │ ├── design │ │ └── design.go │ │ ├── job │ │ └── job.go │ │ ├── params.go │ │ ├── schema │ │ └── schema.go │ │ └── task │ │ └── task.go ├── flamelet │ ├── app │ │ ├── appserver.go │ │ ├── service.go │ │ └── taskhandler.go │ ├── cmd │ │ └── root.go │ └── main.go ├── metaserver │ ├── app │ │ ├── metastore.go │ │ └── server.go │ ├── cmd │ │ └── root.go │ └── main.go └── notifier │ ├── app │ ├── eventroute.go │ ├── server.go │ └── triggerroute.go │ ├── cmd │ └── root.go │ └── main.go ├── dashboard ├── .env.development ├── README.md ├── package-lock.json ├── package.json ├── public │ ├── 2-tier.json │ ├── distributed.json │ ├── favicon.ico │ ├── hier-fl.json │ ├── index.html │ ├── logo192.png │ ├── logo512.png │ ├── manifest.json │ └── robots.txt ├── src │ ├── @types │ │ └── alltypes.d.ts │ ├── assets │ │ ├── banner-bg.jpg │ │ ├── bg-image-1.jpeg │ │ ├── bg-image-1.webp │ │ ├── bg-image.avif │ │ ├── bg-image.png │ │ ├── bg-image.webp │ │ ├── default-avatar.png │ │ ├── flame-logo.png │ │ ├── node-bg.avif │ │ └── role-bg.avif │ ├── components │ │ ├── confirmation-dialog │ │ │ └── ConfirmationDialog.tsx │ │ ├── custom-connection-line │ │ │ └── CustomConnectionLine.tsx │ │ ├── custom-node-no-interaction │ │ │ ├── CustomNodeNoInteraction.tsx │ │ │ └── customNodeNoInteraction.css │ │ ├── custom-node │ │ │ ├── CustomNode.tsx │ │ │ └── customNode.css │ │ ├── floating-edge │ │ │ └── FloatingEdge.tsx │ │ ├── invisible-edge │ │ │ └── InvisibleEdge.tsx │ │ ├── no-interaction-edge │ │ │ └── NoInteractionEdge.tsx │ │ ├── placeholder-node │ │ │ ├── PlaceholderNode.scss │ │ │ └── PlaceholderNode.tsx │ │ ├── self-connecting-edge │ │ │ └── SelfConnectingEdge.tsx │ │ └── self-containing-edge-no-interaction │ │ │ └── SelfConnectingNoInteraction.tsx │ ├── constants.ts │ ├── data │ │ ├── asyncHier.ts │ │ ├── distributed.ts │ │ ├── hierarchical.ts │ │ ├── hybrid.ts │ │ ├── medminst.ts │ │ └── parallelExperiment.ts │ ├── entities │ │ ├── Dataset.ts │ │ ├── Design.ts │ │ ├── DesignDetails.ts │ │ ├── Experiment.ts │ │ ├── Job.ts │ │ ├── JobDetails.ts │ │ ├── JobForm.ts │ │ └── Task.ts │ ├── environment.ts │ ├── features │ │ ├── computes │ │ │ ├── ComputesPage.tsx │ │ │ ├── compute-form-modal │ │ │ │ └── ComputeFormModal.tsx │ │ │ ├── computes-list │ │ │ │ └── ComputesList.tsx │ │ │ ├── hooks │ │ │ │ └── useComputes.ts │ │ │ └── types.ts │ │ ├── dashboard │ │ │ ├── DashboardPage.css │ │ │ ├── DashboardPage.tsx │ │ │ ├── components │ │ │ │ ├── dashboard-design-card │ │ │ │ │ ├── DashboardDesignCard.css │ │ │ │ │ └── DashboardDesignCard.tsx │ │ │ │ ├── dashboard-jobs-chart │ │ │ │ │ ├── DashboardJobsChart.css │ │ │ │ │ └── DashboardJobsChart.tsx │ │ │ │ └── dashboard-list │ │ │ │ │ ├── DashboardList.css │ │ │ │ │ └── DashboardList.tsx │ │ │ ├── constants.ts │ │ │ └── utils.ts │ │ ├── datasets │ │ │ ├── DatasetsContext.ts │ │ │ ├── DatasetsPage.tsx │ │ │ ├── components │ │ │ │ ├── dataset-form-modal │ │ │ │ │ ├── DatasetFormModal.css │ │ │ │ │ └── DatasetFormModal.tsx │ │ │ │ ├── dataset-list │ │ │ │ │ └── DatasetList.tsx │ │ │ │ └── dataset-table │ │ │ │ │ └── DatasetTable.tsx │ │ │ ├── constants.ts │ │ │ └── types.ts │ │ ├── design-details │ │ │ ├── DesignDetails.css │ │ │ ├── DesignDetailsPage.tsx │ │ │ ├── animations.css │ │ │ ├── components │ │ │ │ ├── channel-details │ │ │ │ │ ├── ChannelDetails.css │ │ │ │ │ └── ChannelDetails.tsx │ │ │ │ ├── expanded-topology │ │ │ │ │ └── ExpandedTopology.tsx │ │ │ │ └── role-details │ │ │ │ │ ├── RoleDetails.css │ │ │ │ │ └── RoleDetails.tsx │ │ │ ├── constants.ts │ │ │ ├── hooks │ │ │ │ ├── useDesign.ts │ │ │ │ └── useSchemas.ts │ │ │ └── utils.ts │ │ ├── design │ │ │ ├── DesignContext.ts │ │ │ ├── DesignPage.tsx │ │ │ ├── components │ │ │ │ ├── DesignFormModal.tsx │ │ │ │ ├── DesignList.tsx │ │ │ │ └── DesignTable.tsx │ │ │ ├── hooks │ │ │ │ └── useDesigns.ts │ │ │ └── types.ts │ │ ├── job-details │ │ │ ├── ArtifactContext.ts │ │ │ ├── JobDetailsPage.css │ │ │ ├── JobDetailsPage.tsx │ │ │ ├── components │ │ │ │ ├── artifact-node │ │ │ │ │ ├── ArtifactNode.css │ │ │ │ │ └── ArtifactNode.tsx │ │ │ │ ├── artifact-tree │ │ │ │ │ ├── ArtifactTree.css │ │ │ │ │ └── ArtifactTree.tsx │ │ │ │ ├── chart-legend │ │ │ │ │ ├── ChartLegend.css │ │ │ │ │ └── ChartLegend.tsx │ │ │ │ ├── custom-tick │ │ │ │ │ └── CustomTick.tsx │ │ │ │ ├── job-run-timeline │ │ │ │ │ ├── JobRunTimeline.css │ │ │ │ │ └── JobRunTimeline.tsx │ │ │ │ ├── job-topology │ │ │ │ │ └── JobTopology.tsx │ │ │ │ ├── metric-chart │ │ │ │ │ ├── MetricChart.css │ │ │ │ │ └── MetricChart.tsx │ │ │ │ ├── metrics-timeline │ │ │ │ │ ├── MetricsTimeline.css │ │ │ │ │ └── MetricsTimeline.tsx │ │ │ │ ├── run-metrics │ │ │ │ │ ├── RunMetrics.css │ │ │ │ │ └── RunMetrics.tsx │ │ │ │ ├── run-model-artefact │ │ │ │ │ └── RunModelArtefact.tsx │ │ │ │ ├── run-parameters │ │ │ │ │ ├── RunParameter.css │ │ │ │ │ └── RunParameters.tsx │ │ │ │ ├── task-logs │ │ │ │ │ └── TaskLogs.tsx │ │ │ │ └── worker-details │ │ │ │ │ ├── WorkerDetails.css │ │ │ │ │ └── WorkerDetails.tsx │ │ │ ├── constants.ts │ │ │ ├── hooks │ │ │ │ ├── useArtifact.ts │ │ │ │ ├── useArtifacts.ts │ │ │ │ ├── useExperiment.ts │ │ │ │ ├── useMetrics.ts │ │ │ │ └── useRuns.ts │ │ │ ├── types.ts │ │ │ └── utils.ts │ │ ├── jobs │ │ │ ├── JobContext.ts │ │ │ ├── JobPage.tsx │ │ │ ├── components │ │ │ │ ├── JobsList.tsx │ │ │ │ ├── dataset-form │ │ │ │ │ ├── DatasetForm.css │ │ │ │ │ └── DatasetForm.tsx │ │ │ │ ├── general-form │ │ │ │ │ └── GeneralForm.tsx │ │ │ │ ├── job-form-modal │ │ │ │ │ ├── JobFormModal.css │ │ │ │ │ └── JobFormModal.tsx │ │ │ │ ├── model-spec-form │ │ │ │ │ └── ModelSpecForm.tsx │ │ │ │ ├── optimizer-form │ │ │ │ │ └── OptimizerForm.tsx │ │ │ │ └── selector-form │ │ │ │ │ └── SelectorForm.tsx │ │ │ ├── constants.ts │ │ │ ├── hooks │ │ │ │ ├── useJob.tsx │ │ │ │ ├── useJobStatus.tsx │ │ │ │ ├── useJobs.ts │ │ │ │ └── useTasks.ts │ │ │ ├── types.ts │ │ │ └── utils.ts │ │ └── utils.ts │ ├── hooks │ │ ├── useCode.ts │ │ ├── useCodes.ts │ │ └── useDatasets.ts │ ├── index.css │ ├── index.tsx │ ├── layout │ │ ├── Header.tsx │ │ ├── Sidebar │ │ │ ├── Sidebar.css │ │ │ └── Sidebar.tsx │ │ └── loading │ │ │ └── Loading.tsx │ ├── menu-items │ │ ├── index.tsx │ │ └── types.ts │ ├── pages │ │ ├── ErrorPage.tsx │ │ └── Layout.tsx │ ├── react-app-env.d.ts │ ├── reportWebVitals.ts │ ├── routes │ │ └── routes.tsx │ ├── services │ │ └── api-client.ts │ ├── setupProxy.js │ └── setupTests.ts ├── tsconfig.json └── yarn.lock ├── docs ├── README.md ├── changelog.md ├── contributor-guide.md ├── flame-basics.md ├── images │ ├── code_file.png │ ├── dataset_is_public.png │ ├── datasets_page.png │ ├── expanded_tag.png │ ├── flame_overview.png │ ├── flame_workflow.png │ ├── graph_icon.png │ ├── hierarchical_topo.png │ ├── jobs_page.png │ ├── logo.png │ ├── model.png │ ├── parallel_exps.png │ ├── role_channel.png │ ├── start_job.png │ ├── tag_canvas.png │ ├── tag_validation.png │ ├── topologies.png │ ├── two_tier_topo.png │ └── workers.png ├── index.html ├── introduction.md ├── lifl │ ├── dataset.md │ └── lifl.md ├── prerequisites.md ├── quickstart-mac.md ├── quickstart-ubuntu.md ├── sdk │ └── flame-sdk.md └── system │ ├── examples.md │ ├── fiab-amzn2-gpu.md │ ├── fiab-ubuntu.md │ ├── fiab.md │ ├── flamectl.md │ ├── user-workflow.md │ └── workflow.md ├── examples ├── README.md ├── asyncfl_hier_mnist │ ├── README.md │ ├── asyncfl_hier_mnist.zip │ ├── dataSpec.json │ ├── dataset_eu_germany.json │ ├── dataset_eu_uk.json │ ├── dataset_na_canada.json │ ├── dataset_na_us.json │ ├── job.json │ ├── modelSpec.json │ └── schema.json ├── asyncfl_hier_mnist_lb │ ├── README.md │ ├── asyncfl_hier_mnist_lb.zip │ ├── dataSpec.json │ ├── dataset_red.json │ ├── job.json │ ├── modelSpec.json │ └── schema.json ├── controller │ └── controller.yaml ├── distributed_training │ ├── README.md │ ├── dataSpec.json │ ├── dataset_1.json │ ├── dataset_2.json │ ├── dataset_3.json │ ├── distributed_training.zip │ ├── job.json │ ├── modelSpec.json │ └── schema.json ├── hier_mnist │ ├── README.md │ ├── dataSpec.json │ ├── dataset_eu_germany.json │ ├── dataset_eu_uk.json │ ├── dataset_na_canada.json │ ├── dataset_na_us.json │ ├── hier_mnist.zip │ ├── job.json │ ├── modelSpec.json │ └── schema.json ├── hybrid │ ├── README.md │ ├── dataSpec.json │ ├── dataset1.json │ ├── dataset2.json │ ├── dataset3.json │ ├── dataset4.json │ ├── hybrid.zip │ ├── job.json │ ├── modelSpec.json │ └── schema.json ├── medmnist │ ├── README.md │ ├── dataSpec.json │ ├── dataset1.json │ ├── dataset10.json │ ├── dataset2.json │ ├── dataset3.json │ ├── dataset4.json │ ├── dataset5.json │ ├── dataset6.json │ ├── dataset7.json │ ├── dataset8.json │ ├── dataset9.json │ ├── images │ │ ├── train_summary.png │ │ └── val_summary.png │ ├── job.json │ ├── medmnist.zip │ ├── modelSpec.json │ └── schema.json ├── mnist │ ├── README.md │ ├── dataSpec.json │ ├── dataset.json │ ├── job.json │ ├── mnist.zip │ ├── modelSpec.json │ └── schema.json ├── parallel_experiment │ ├── README.md │ ├── dataSpec.json │ ├── dataset_asia_china.json │ ├── dataset_eu_uk.json │ ├── dataset_us_west.json │ ├── job.json │ ├── modelSpec.json │ ├── parallel_experiment.zip │ └── schema.json └── syncfl_hier_coord_mnist │ ├── README.md │ ├── dataSpec.json │ ├── dataset1.json │ ├── dataset2.json │ ├── dataset3.json │ ├── images │ ├── coordinator_schema.png │ └── coordinator_topology.png │ ├── job.json │ ├── modelSpec.json │ ├── schema.json │ └── syncfl_hier_coord_mnist.zip ├── fiab ├── README.md ├── Vagrantfile ├── bootstrap.sh ├── build-config.sh ├── build-image.sh ├── deployer.sh ├── destroy.sh ├── flame.sh ├── helm-chart │ ├── control │ │ ├── Chart.yaml │ │ ├── job │ │ │ └── job-agent.yaml.mustache │ │ ├── templates │ │ │ ├── apiserver-deployment.yaml │ │ │ ├── apiserver-ingress.yaml │ │ │ ├── apiserver-service.yaml │ │ │ ├── controller-configmap.yaml │ │ │ ├── controller-deployment.yaml │ │ │ ├── controller-service.yaml │ │ │ ├── dashboard-configmap.yaml │ │ │ ├── dashboard-deployment.yaml │ │ │ ├── dashboard-ingress.yaml │ │ │ ├── dashboard-service.yaml │ │ │ ├── deployer-configmap.yaml │ │ │ ├── deployer-default-deployment.yaml │ │ │ ├── deployer-job-configmap.yaml │ │ │ ├── deployer-role-and-rolebinding.yaml │ │ │ ├── deployer-service-account.yaml │ │ │ ├── metaserver-deployment.yaml │ │ │ ├── metaserver-service.yaml │ │ │ ├── mlflow-deployment.yaml │ │ │ ├── mlflow-ingress.yaml │ │ │ ├── mlflow-service.yaml │ │ │ ├── mosquitto-configmap.yaml │ │ │ ├── mosquitto-deployment.yaml │ │ │ ├── mosquitto-service.yaml │ │ │ ├── mosquitto2-deployment.yaml │ │ │ ├── mosquitto2-service.yaml │ │ │ ├── notifier-deployment.yaml │ │ │ ├── notifier-ingress.yaml │ │ │ ├── notifier-service.yaml │ │ │ ├── postgres-deployment.yaml │ │ │ ├── postgres-service.yaml │ │ │ ├── role-and-rolebinding.yaml │ │ │ └── service-account.yaml │ │ └── values.yaml │ └── deployer │ │ ├── Chart.yaml │ │ ├── job │ │ └── job-agent.yaml.mustache │ │ ├── templates │ │ ├── deployer-compute1-deployment.yaml │ │ ├── deployer-configmap.yaml │ │ ├── deployer-job-configmap.yaml │ │ ├── deployer-role-and-rolebinding.yaml │ │ └── deployer-service-account.yaml │ │ └── values.yaml ├── install.sh ├── mac.sh ├── setup-cert-manager.sh └── ubuntu.sh ├── go.mod ├── go.sum ├── lib └── python │ ├── .gitignore │ ├── CHANGES.txt │ ├── LICENSE.txt │ ├── MANIFEST.in │ ├── Makefile │ ├── README.md │ ├── examples │ ├── __init__.py │ ├── adult │ │ ├── __init__.py │ │ ├── aggregator │ │ │ ├── __init__.py │ │ │ ├── config.json │ │ │ └── main.py │ │ └── trainer │ │ │ ├── __init__.py │ │ │ ├── config.json │ │ │ ├── main.py │ │ │ └── utils.py │ ├── async_hier_mnist │ │ ├── __init__.py │ │ ├── middle_aggregator │ │ │ ├── __init__.py │ │ │ ├── config_uk.json │ │ │ ├── config_us.json │ │ │ └── main.py │ │ ├── top_aggregator │ │ │ ├── __init__.py │ │ │ ├── config.json │ │ │ └── main.py │ │ └── trainer │ │ │ ├── __init__.py │ │ │ ├── config_uk1.json │ │ │ ├── config_uk2.json │ │ │ ├── config_us1.json │ │ │ ├── config_us2.json │ │ │ └── main.py │ ├── async_mnist │ │ ├── __init__.py │ │ ├── aggregator │ │ │ ├── __init__.py │ │ │ ├── config.json │ │ │ └── main.py │ │ └── trainer │ │ │ ├── __init__.py │ │ │ ├── config1.json │ │ │ ├── config2.json │ │ │ ├── config3.json │ │ │ ├── config4.json │ │ │ └── main.py │ ├── cifar10_scaffold │ │ ├── README.md │ │ ├── aggregator │ │ │ ├── main.py │ │ │ └── template.json │ │ ├── images │ │ │ └── accuracy.png │ │ └── trainer │ │ │ ├── main.py │ │ │ ├── sites.txt │ │ │ └── template.json │ ├── compas_fedgft │ │ ├── README.md │ │ ├── aggregator │ │ │ ├── main.py │ │ │ └── template.json │ │ ├── images │ │ │ ├── accuracy.png │ │ │ ├── bias.png │ │ │ └── loss.png │ │ └── trainer │ │ │ ├── main.py │ │ │ ├── sites.txt │ │ │ └── template.json │ ├── coord_3_hier_syncfl_mnist │ │ ├── __init__.py │ │ ├── coordinator │ │ │ ├── __init__.py │ │ │ ├── config.json │ │ │ └── main.py │ │ ├── leaf_aggregator │ │ │ ├── __init__.py │ │ │ ├── configs │ │ │ │ ├── config_p2p_1.json │ │ │ │ ├── config_p2p_2.json │ │ │ │ ├── config_shm_1.json │ │ │ │ └── config_shm_2.json │ │ │ └── main.py │ │ ├── middle_aggregator │ │ │ ├── __init__.py │ │ │ ├── configs │ │ │ │ ├── config_p2p_1.json │ │ │ │ ├── config_p2p_2.json │ │ │ │ ├── config_shm_1.json │ │ │ │ └── config_shm_2.json │ │ │ └── main.py │ │ ├── top_aggregator │ │ │ ├── __init__.py │ │ │ ├── configs │ │ │ │ ├── config_p2p.json │ │ │ │ └── config_shm.json │ │ │ └── main.py │ │ └── trainer │ │ │ ├── __init__.py │ │ │ ├── config1.json │ │ │ ├── config2.json │ │ │ └── main.py │ ├── coord_hier_asyncfl_mnist │ │ ├── __init__.py │ │ ├── coordinator │ │ │ ├── __init__.py │ │ │ ├── config.json │ │ │ └── main.py │ │ ├── middle_aggregator │ │ │ ├── __init__.py │ │ │ ├── config1.json │ │ │ ├── config2.json │ │ │ └── main.py │ │ ├── top_aggregator │ │ │ ├── __init__.py │ │ │ ├── config.json │ │ │ └── main.py │ │ └── trainer │ │ │ ├── __init__.py │ │ │ ├── config1.json │ │ │ ├── config2.json │ │ │ └── main.py │ ├── coord_hier_syncfl_mnist │ │ ├── __init__.py │ │ ├── coordinator │ │ │ ├── __init__.py │ │ │ ├── config.json │ │ │ └── main.py │ │ ├── middle_aggregator │ │ │ ├── __init__.py │ │ │ ├── configs │ │ │ │ ├── config_p2p_1.json │ │ │ │ ├── config_p2p_2.json │ │ │ │ ├── config_shm_1.json │ │ │ │ └── config_shm_2.json │ │ │ └── main.py │ │ ├── top_aggregator │ │ │ ├── __init__.py │ │ │ ├── configs │ │ │ │ ├── config_p2p.json │ │ │ │ └── config_shm.json │ │ │ └── main.py │ │ └── trainer │ │ │ ├── __init__.py │ │ │ ├── config1.json │ │ │ ├── config2.json │ │ │ └── main.py │ ├── dist_mnist │ │ ├── __init__.py │ │ └── trainer │ │ │ ├── __init__.py │ │ │ ├── config1.json │ │ │ ├── config2.json │ │ │ ├── config3.json │ │ │ ├── keras │ │ │ ├── __init__.py │ │ │ └── main.py │ │ │ └── pytorch │ │ │ ├── __init__.py │ │ │ └── main.py │ ├── dp_mnist │ │ ├── __init__.py │ │ ├── aggregator │ │ │ ├── __init__.py │ │ │ ├── config.json │ │ │ └── main.py │ │ └── trainer │ │ │ ├── __init__.py │ │ │ ├── config.json │ │ │ └── main.py │ ├── eager_hier_mnist │ │ ├── __init__.py │ │ ├── middle_aggregator │ │ │ ├── __init__.py │ │ │ ├── configs │ │ │ │ ├── config_p2p.json │ │ │ │ └── config_shm.json │ │ │ └── main.py │ │ ├── top_aggregator │ │ │ ├── __init__.py │ │ │ ├── configs │ │ │ │ ├── config_p2p.json │ │ │ │ └── config_shm.json │ │ │ └── main.py │ │ └── trainer │ │ │ ├── __init__.py │ │ │ ├── config_1.json │ │ │ ├── config_2.json │ │ │ ├── config_3.json │ │ │ ├── config_4.json │ │ │ └── main.py │ ├── fedbalancer_mnist │ │ ├── README.md │ │ ├── __init__.py │ │ ├── aggregator │ │ │ ├── __init__.py │ │ │ └── main.py │ │ ├── config │ │ │ ├── agg_template.json │ │ │ └── train_template.json │ │ ├── run.py │ │ └── trainer │ │ │ ├── __init__.py │ │ │ └── main.py │ ├── fedscale │ │ ├── coord_hier_syncfl_femnist │ │ │ ├── coordinator │ │ │ │ ├── config.json │ │ │ │ └── main.py │ │ │ ├── middle_aggregator │ │ │ │ ├── config1.json │ │ │ │ ├── config2.json │ │ │ │ └── main.py │ │ │ ├── top_aggregator │ │ │ │ ├── config.json │ │ │ │ └── main.py │ │ │ └── trainer │ │ │ │ ├── config1.json │ │ │ │ ├── config2.json │ │ │ │ └── main.py │ │ └── femnist │ │ │ ├── aggregator │ │ │ ├── config.json │ │ │ └── main.py │ │ │ └── trainer │ │ │ ├── config.json │ │ │ └── main.py │ ├── hier_mnist │ │ ├── __init__.py │ │ ├── middle_aggregator │ │ │ ├── __init__.py │ │ │ ├── config_uk.json │ │ │ ├── config_us.json │ │ │ └── main.py │ │ ├── top_aggregator │ │ │ ├── __init__.py │ │ │ ├── config.json │ │ │ └── main.py │ │ └── trainer │ │ │ ├── __init__.py │ │ │ ├── config_uk.json │ │ │ ├── config_us.json │ │ │ └── main.py │ ├── hybrid │ │ ├── __init__.py │ │ ├── aggregator │ │ │ ├── __init__.py │ │ │ ├── config.json │ │ │ └── main.py │ │ └── trainer │ │ │ ├── __init__.py │ │ │ ├── config_eu_org1.json │ │ │ ├── config_eu_org2.json │ │ │ ├── config_us_org1.json │ │ │ ├── config_us_org2.json │ │ │ └── main.py │ ├── medmnist │ │ ├── README.md │ │ ├── __init__.py │ │ ├── aggregator │ │ │ ├── __init__.py │ │ │ ├── config.json │ │ │ ├── fedadagrad.json │ │ │ ├── fedadam.json │ │ │ ├── fedavg.json │ │ │ ├── fedyogi.json │ │ │ ├── keras │ │ │ │ ├── __init__.py │ │ │ │ └── main.py │ │ │ └── pytorch │ │ │ │ ├── __init__.py │ │ │ │ └── main.py │ │ ├── example.sh │ │ └── trainer │ │ │ ├── __init__.py │ │ │ ├── config.json │ │ │ ├── fedadagrad │ │ │ ├── fedadagrad1.json │ │ │ ├── fedadagrad2.json │ │ │ └── fedadagrad3.json │ │ │ ├── fedadam │ │ │ ├── fedadam1.json │ │ │ ├── fedadam2.json │ │ │ └── fedadam3.json │ │ │ ├── fedavg │ │ │ ├── fedavg1.json │ │ │ ├── fedavg2.json │ │ │ └── fedavg3.json │ │ │ ├── fedyogi │ │ │ ├── fedyogi1.json │ │ │ ├── fedyogi2.json │ │ │ └── fedyogi3.json │ │ │ ├── keras │ │ │ ├── __init__.py │ │ │ └── main.py │ │ │ └── pytorch │ │ │ ├── __init__.py │ │ │ └── main.py │ ├── medmnist_feddyn │ │ ├── README.md │ │ ├── __init__.py │ │ ├── aggregator │ │ │ ├── __init__.py │ │ │ ├── main.py │ │ │ └── template.json │ │ ├── images │ │ │ └── accuracy.png │ │ ├── run.py │ │ └── trainer │ │ │ ├── __init__.py │ │ │ ├── main.py │ │ │ ├── sites.txt │ │ │ └── template.json │ ├── medmnist_fedprox │ │ ├── README.md │ │ ├── __init__.py │ │ ├── aggregator │ │ │ ├── __init__.py │ │ │ └── main.py │ │ ├── config │ │ │ ├── agg_template.json │ │ │ └── train_template.json │ │ ├── fedprox.sh │ │ ├── figures.py │ │ ├── images │ │ │ ├── acc_all.png │ │ │ └── loss_all.png │ │ ├── run.py │ │ └── trainer │ │ │ ├── __init__.py │ │ │ └── main.py │ ├── medmnist_oort │ │ ├── README.md │ │ ├── __init__.py │ │ ├── aggregator │ │ │ ├── __init__.py │ │ │ └── main.py │ │ ├── config │ │ │ ├── agg_template.json │ │ │ └── train_template.json │ │ ├── images │ │ │ └── acc_all.png │ │ ├── run.py │ │ └── trainer │ │ │ ├── __init__.py │ │ │ └── main.py │ ├── mnist │ │ ├── __init__.py │ │ ├── aggregator │ │ │ ├── __init__.py │ │ │ ├── config.json │ │ │ ├── keras │ │ │ │ ├── __init__.py │ │ │ │ └── main.py │ │ │ └── pytorch │ │ │ │ ├── __init__.py │ │ │ │ └── main.py │ │ └── trainer │ │ │ ├── __init__.py │ │ │ ├── config.json │ │ │ ├── keras │ │ │ ├── __init__.py │ │ │ └── main.py │ │ │ └── pytorch │ │ │ ├── __init__.py │ │ │ └── main.py │ └── run.py │ ├── flame │ ├── __init__.py │ ├── analyzer │ │ ├── __init__.py │ │ └── dummy.py │ ├── backend │ │ ├── __init__.py │ │ ├── abstract.py │ │ ├── chunk_manager.py │ │ ├── chunk_store.py │ │ ├── mqtt.py │ │ ├── p2p.py │ │ └── shm.py │ ├── backends.py │ ├── channel.py │ ├── channel_manager.py │ ├── common │ │ ├── __init__.py │ │ ├── comm.py │ │ ├── constants.py │ │ ├── custom_abcmeta.py │ │ ├── typing.py │ │ └── util.py │ ├── config.py │ ├── datasampler │ │ ├── __init__.py │ │ ├── default.py │ │ ├── fedbalancer.py │ │ └── util.py │ ├── datasamplers.py │ ├── dataset.py │ ├── end.py │ ├── mode │ │ ├── __init__.py │ │ ├── composer.py │ │ ├── distributed │ │ │ ├── __init__.py │ │ │ └── trainer.py │ │ ├── enums.py │ │ ├── horizontal │ │ │ ├── __init__.py │ │ │ ├── asyncfl │ │ │ │ ├── __init__.py │ │ │ │ ├── middle_aggregator.py │ │ │ │ ├── top_aggregator.py │ │ │ │ └── trainer.py │ │ │ ├── coord_asyncfl │ │ │ │ ├── __init__.py │ │ │ │ ├── coordinator.py │ │ │ │ ├── middle_aggregator.py │ │ │ │ ├── top_aggregator.py │ │ │ │ └── trainer.py │ │ │ ├── coord_syncfl │ │ │ │ ├── __init__.py │ │ │ │ ├── coordinator.py │ │ │ │ ├── middle_aggregator.py │ │ │ │ ├── top_aggregator.py │ │ │ │ └── trainer.py │ │ │ ├── eager_syncfl │ │ │ │ ├── __init__.py │ │ │ │ ├── middle_aggregator.py │ │ │ │ └── top_aggregator.py │ │ │ ├── feddyn │ │ │ │ ├── __init__.py │ │ │ │ ├── top_aggregator.py │ │ │ │ └── trainer.py │ │ │ ├── fedgft │ │ │ │ ├── top_aggregator.py │ │ │ │ └── trainer.py │ │ │ ├── lifl_coord_syncfl │ │ │ │ ├── __init__.py │ │ │ │ ├── coordinator.py │ │ │ │ ├── leaf_aggregator.py │ │ │ │ ├── middle_aggregator.py │ │ │ │ ├── top_aggregator.py │ │ │ │ └── trainer.py │ │ │ ├── middle_aggregator.py │ │ │ ├── oort │ │ │ │ ├── top_aggregator.py │ │ │ │ └── trainer.py │ │ │ ├── scaffold │ │ │ │ ├── __init__.py │ │ │ │ ├── top_aggregator.py │ │ │ │ └── trainer.py │ │ │ ├── syncfl │ │ │ │ ├── __init__.py │ │ │ │ ├── middle_aggregator.py │ │ │ │ ├── top_aggregator.py │ │ │ │ └── trainer.py │ │ │ ├── top_aggregator.py │ │ │ └── trainer.py │ │ ├── hybrid │ │ │ ├── __init__.py │ │ │ ├── top_aggregator.py │ │ │ └── trainer.py │ │ ├── message.py │ │ ├── role.py │ │ └── tasklet.py │ ├── monitor │ │ ├── __init__.py │ │ ├── metric_collector.py │ │ └── runtime.py │ ├── object_factory.py │ ├── optimizer │ │ ├── __init__.py │ │ ├── abstract.py │ │ ├── bias.py │ │ ├── fedadagrad.py │ │ ├── fedadam.py │ │ ├── fedavg.py │ │ ├── fedbuff.py │ │ ├── feddyn.py │ │ ├── fedgft.py │ │ ├── fedopt.py │ │ ├── fedprox.py │ │ ├── fedyogi.py │ │ ├── regularizer │ │ │ ├── __init__.py │ │ │ ├── default.py │ │ │ ├── feddyn.py │ │ │ ├── fedgft.py │ │ │ ├── fedprox.py │ │ │ └── scaffold.py │ │ ├── scaffold.py │ │ └── train_result.py │ ├── optimizers.py │ ├── plugin │ │ └── __init__.py │ ├── privacies.py │ ├── privacy │ │ ├── __init__.py │ │ ├── default.py │ │ └── differential_privacy.py │ ├── proto │ │ ├── __init__.py │ │ ├── backend_msg.proto │ │ ├── backend_msg_pb2.py │ │ ├── backend_msg_pb2_grpc.py │ │ ├── meta_pb2.py │ │ ├── meta_pb2_grpc.py │ │ ├── protobuf.sh │ │ └── registry_msg.proto │ ├── registries.py │ ├── registry │ │ ├── __init__.py │ │ ├── abstract.py │ │ ├── dummy.py │ │ ├── local.py │ │ └── mlflow.py │ ├── selector │ │ ├── __init__.py │ │ ├── default.py │ │ ├── fedbuff.py │ │ ├── oort.py │ │ └── random.py │ └── selectors.py │ ├── scripts │ ├── fedscale_dataset_partitioner.py │ └── flame-config │ ├── setup.cfg │ └── setup.py ├── lint.sh ├── pkg ├── README.md ├── openapi │ ├── api.go │ ├── api_computes.go │ ├── api_datasets.go │ ├── api_design_code.go │ ├── api_design_schema.go │ ├── api_designs.go │ ├── api_jobs.go │ ├── apiserver │ │ ├── api_computes_service.go │ │ ├── api_datasets_service.go │ │ ├── api_design_code_service.go │ │ ├── api_design_schema_service.go │ │ ├── api_designs_service.go │ │ ├── api_jobs_service.go │ │ ├── misc.go │ │ └── variables.go │ ├── constants │ │ └── constants.go │ ├── controller │ │ ├── api_computes_service.go │ │ ├── api_datasets_service.go │ │ ├── api_design_code_service.go │ │ ├── api_design_schema_service.go │ │ ├── api_designs_service.go │ │ └── api_jobs_service.go │ ├── error.go │ ├── helpers.go │ ├── impl.go │ ├── logger.go │ ├── model_agent_state.go │ ├── model_base_model.go │ ├── model_basic_job_info.go │ ├── model_channel.go │ ├── model_channel_group_by.go │ ├── model_code_api_response.go │ ├── model_comm_backend.go │ ├── model_compute_spec.go │ ├── model_compute_state.go │ ├── model_compute_status.go │ ├── model_connector.go │ ├── model_dataset_info.go │ ├── model_deployment_config.go │ ├── model_design.go │ ├── model_design_info.go │ ├── model_design_schema.go │ ├── model_error.go │ ├── model_job_priority.go │ ├── model_job_spec.go │ ├── model_job_state.go │ ├── model_job_status.go │ ├── model_model_spec.go │ ├── model_optimizer.go │ ├── model_role.go │ ├── model_role_dataset_groups.go │ ├── model_selector.go │ ├── model_task_info.go │ ├── model_task_status.go │ └── routers.go ├── proto │ ├── agent.proto │ ├── agent │ │ ├── agent.pb.go │ │ └── agent_grpc.pb.go │ ├── meta.proto │ ├── meta │ │ ├── meta.pb.go │ │ └── meta_grpc.pb.go │ ├── notification.proto │ ├── notification │ │ ├── notification.pb.go │ │ └── notification_grpc.pb.go │ └── protobuf.sh ├── restapi │ └── restapi.go └── util │ ├── constants.go │ ├── helpers.go │ ├── helpers_test.go │ └── zip.go ├── scripts ├── addlicense.sh ├── apidoc.sh ├── flameDiagnose.sh ├── license_header.txt ├── openapi-dir-cmp.sh ├── openapi-yaml.sh ├── openapi.sh ├── runExample.sh └── runMinikube.sh └── third_party ├── fedscale_dataset └── download.sh └── spright_utility ├── Makefile ├── ebpf └── sk_msg_kern.c ├── scripts ├── libbpf.sh └── upgrade_kernel.sh └── src └── sockmap_manager.c /.github/ISSUE_TEMPLATE/bug_report.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cisco-open/flame/HEAD/.github/ISSUE_TEMPLATE/bug_report.md -------------------------------------------------------------------------------- /.github/ISSUE_TEMPLATE/feature_request.md: -------------------------------------------------------------------------------- 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