├── .coveragerc ├── .github ├── CODE_OF_CONDUCT.md ├── ISSUE_TEMPLATE.md ├── ISSUE_TEMPLATE │ ├── bug_report.md │ └── feature_request.md ├── PULL_REQUEST_TEMPLATE.md ├── actions │ ├── bicep-to-arm-template-diff │ │ └── action.yaml │ ├── open-provision-resources │ │ └── action.yaml │ ├── run-shared-unit-tests │ │ └── action.yaml │ ├── submit-aml-literal-pipeline │ │ └── action.yaml │ ├── submit-aml-scatter-gather-pipeline │ │ └── action.yaml │ ├── submit-example-pipeline │ │ └── action.yaml │ ├── submit-multiply-data-pipeline │ │ └── action.yaml │ ├── submit-upload-data-pipeline │ │ └── action.yaml │ └── vnet-provision-resources │ │ └── action.yaml ├── scripts │ └── delete-run-history.sh └── workflows │ ├── build-test.yaml │ ├── clear-pipeline-run-history.yaml │ ├── pipeline-e2e-test.yaml │ └── release-branch-test.yaml ├── .gitignore ├── CHANGELOG.md ├── CONTRIBUTING.md ├── LICENSE.md ├── README.md ├── docs ├── README.md ├── concepts │ ├── benchmarking.md │ ├── confidentiality.md │ ├── glossary.md │ ├── guide.md │ ├── mlops_for_fl.md │ ├── plan-your-fl-project.md │ └── vertical-fl.md ├── frameworks │ ├── flower.md │ └── nvflare.md ├── pics │ ├── ccfraud_acc.jpg │ ├── ccfraud_ddp.jpg │ ├── ccfraud_time.jpg │ ├── combined-losses-silos.PNG │ ├── diagram.png │ ├── fl_fig.png │ ├── fldatatypes.png │ ├── industry-bank-marketing.png │ ├── industry-fraud-detection.png │ ├── industry-medical-imaging.png │ ├── industry-ner.png │ ├── metrics.PNG │ ├── ner_acc.jpg │ ├── ner_ddp.jpg │ ├── ner_time.jpg │ ├── pipeline-aml.PNG │ ├── pneumonia_acc.jpg │ ├── pneumonia_ddp.jpg │ ├── pneumonia_ddp_1tb.jpg │ ├── pneumonia_time.jpg │ ├── sandboxes_confidential.png │ ├── sandboxes_eyesoff.png │ ├── sandboxes_eyeson.png │ ├── sandboxes_private.png │ ├── vfltrainingloop.png │ └── vnet_silo_provisioning.png ├── provisioning │ ├── README.md │ ├── external-silos.md │ ├── jumpbox_cc.md │ ├── orchestrator_open.md │ ├── orchestrator_vnet.md │ ├── sandboxes.md │ ├── silo_open.md │ ├── silo_open_aks_with_cc.md │ ├── silo_vnet_existingstorage.md │ └── silo_vnet_newstorage.md ├── quickstart.md ├── real-world-examples │ ├── bank-marketing-vertical.md │ ├── ccfraud-horizontal.md │ ├── ccfraud-vertical.md │ ├── ccfraud-vetical-fedonce.md │ ├── ner-horizontal.md │ └── pneumonia-horizontal.md ├── troubleshoot.md └── tutorials │ ├── add-kaggle-credentials.md │ ├── dp-for-cross-silo-horizontal-fl.md │ ├── e2e-fl-on-cc.md │ ├── literal-scatter-gather-tutorial.md │ ├── read-local-data-in-k8s-silo.md │ └── update-local-data-to-silo-storage-account.md ├── examples ├── .gitignore ├── cli-jobs │ └── upload-local-data │ │ ├── confidential_io.py │ │ ├── job.yml │ │ └── run.py ├── components │ ├── BANK_MARKETING_VERTICAL │ │ ├── traininsilo │ │ │ ├── aml_comm.py │ │ │ ├── aml_smpc.py │ │ │ ├── conda.yaml │ │ │ ├── contributor.py │ │ │ ├── contributor_spec.yaml │ │ │ ├── datasets.py │ │ │ ├── host.py │ │ │ ├── host_spec.yaml │ │ │ ├── models.py │ │ │ └── samplers.py │ │ └── upload_data │ │ │ ├── conda.yaml │ │ │ ├── run.py │ │ │ └── spec.yaml │ ├── CCFRAUD │ │ ├── preprocessing │ │ │ ├── conda.yaml │ │ │ ├── confidential_io.py │ │ │ ├── run.py │ │ │ └── spec.yaml │ │ ├── traininsilo │ │ │ ├── conda.yaml │ │ │ ├── confidential_io.py │ │ │ ├── datasets.py │ │ │ ├── models.py │ │ │ ├── run.py │ │ │ └── spec.yaml │ │ └── upload_data │ │ │ ├── conda.yaml │ │ │ ├── confidential_io.py │ │ │ ├── run.py │ │ │ ├── spec.yaml │ │ │ └── us_regions.csv │ ├── CCFRAUD_VERTICAL │ │ ├── preprocessing │ │ │ ├── run.py │ │ │ └── spec.yaml │ │ ├── psi │ │ │ ├── aml_comm.py │ │ │ ├── aml_smpc.py │ │ │ ├── context │ │ │ │ ├── Dockerfile │ │ │ │ ├── SymmetricPSI │ │ │ │ │ ├── CMakeLists.txt │ │ │ │ │ └── psi.cpp │ │ │ │ └── vcpkg.json │ │ │ ├── run.py │ │ │ └── spec.yaml │ │ ├── traininsilo │ │ │ ├── aml_comm.py │ │ │ ├── aml_smpc.py │ │ │ ├── conda.yaml │ │ │ ├── contributor.py │ │ │ ├── contributor_spec.yaml │ │ │ ├── datasets.py │ │ │ ├── host.py │ │ │ ├── host_spec.yaml │ │ │ ├── models.py │ │ │ └── samplers.py │ │ └── upload_data │ │ │ ├── conda.yaml │ │ │ ├── run.py │ │ │ ├── spec.yaml │ │ │ └── us_regions.csv │ ├── CCFRAUD_VERTICAL_FEDONCE │ │ ├── preprocessing │ │ │ ├── run.py │ │ │ └── spec.yaml │ │ ├── pretraining │ │ │ ├── conda.yaml │ │ │ ├── datasets.py │ │ │ ├── models.py │ │ │ ├── run.py │ │ │ └── spec.yaml │ │ ├── traininsilo │ │ │ ├── conda.yaml │ │ │ ├── datasets.py │ │ │ ├── models.py │ │ │ ├── run.py │ │ │ └── spec.yaml │ │ └── upload_data │ │ │ ├── conda.yaml │ │ │ ├── run.py │ │ │ ├── spec.yaml │ │ │ └── us_regions.csv │ ├── FLWR │ │ ├── client │ │ │ ├── pneumonia_network.py │ │ │ ├── run.py │ │ │ └── spec.yaml │ │ ├── flower_pytorch_env │ │ │ ├── context │ │ │ │ ├── Dockerfile │ │ │ │ └── requirements.txt │ │ │ └── env.yml │ │ └── server │ │ │ ├── run.py │ │ │ └── spec.yaml │ ├── HELLOWORLD │ │ ├── aggregatemodelweights │ │ │ ├── run.py │ │ │ └── spec.yaml │ │ ├── preprocessing │ │ │ ├── run.py │ │ │ └── spec.yaml │ │ └── traininsilo │ │ │ ├── run.py │ │ │ └── spec.yaml │ ├── MNIST │ │ ├── preprocessing │ │ │ ├── conda.yaml │ │ │ ├── run.py │ │ │ └── spec.yaml │ │ └── traininsilo │ │ │ ├── conda.yaml │ │ │ ├── run.py │ │ │ └── spec.yaml │ ├── MNIST_VERTICAL │ │ ├── traininsilo │ │ │ ├── aml_comm.py │ │ │ ├── aml_smpc.py │ │ │ ├── conda.yaml │ │ │ ├── contributor.py │ │ │ ├── contributor_spec.yaml │ │ │ ├── host.py │ │ │ ├── host_spec.yaml │ │ │ └── samplers.py │ │ └── upload_data │ │ │ ├── conda.yaml │ │ │ ├── run.py │ │ │ └── spec.yaml │ ├── NER │ │ ├── preprocessing │ │ │ ├── conda.yaml │ │ │ ├── run.py │ │ │ └── spec.yaml │ │ ├── traininsilo │ │ │ ├── conda.yaml │ │ │ ├── labels.json │ │ │ ├── run.py │ │ │ └── spec.yaml │ │ └── upload_data │ │ │ ├── conda.yaml │ │ │ ├── run.py │ │ │ └── spec.yaml │ ├── NVFLARE │ │ ├── client │ │ │ ├── environment │ │ │ │ ├── context │ │ │ │ │ └── Dockerfile │ │ │ │ └── env.yml │ │ │ ├── run.py │ │ │ └── spec.yaml │ │ ├── provision │ │ │ ├── environment │ │ │ │ ├── context │ │ │ │ │ └── Dockerfile │ │ │ │ └── env.yml │ │ │ └── spec.yaml │ │ └── server │ │ │ ├── environment │ │ │ ├── context │ │ │ │ └── Dockerfile │ │ │ └── env.yml │ │ │ ├── run.py │ │ │ └── spec.yaml │ ├── PNEUMONIA │ │ ├── traininsilo │ │ │ ├── conda.yaml │ │ │ ├── pneumonia_network.py │ │ │ ├── run.py │ │ │ └── spec.yaml │ │ └── upload_data │ │ │ ├── conda.yaml │ │ │ ├── run.py │ │ │ └── spec.yaml │ ├── shared │ │ ├── aml_comm.py │ │ ├── aml_smpc.py │ │ ├── confidential_io.py │ │ └── samplers.py │ └── utils │ │ ├── aggregatemodelweights │ │ ├── conda.yaml │ │ ├── run.py │ │ └── spec.yaml │ │ ├── data_analysis │ │ ├── run.py │ │ └── spec.yaml │ │ └── multiply_data_files │ │ ├── conda.yaml │ │ ├── run.py │ │ └── spec.yaml └── pipelines │ ├── bank_marketing_vertical │ ├── config.yaml │ └── submit.py │ ├── ccfraud │ ├── config.yaml │ └── submit.py │ ├── ccfraud_vertical │ ├── config.yaml │ └── submit.py │ ├── ccfraud_vertical_fedonce │ ├── config.yaml │ └── submit.py │ ├── environment.yml │ ├── fl_cross_silo_literal │ ├── config.yaml │ └── submit.py │ ├── fl_cross_silo_scatter_gather │ ├── config.yaml │ ├── fl_helper.py │ └── submit.py │ ├── mnist_vertical │ ├── config.yaml │ └── submit.py │ ├── ner │ ├── config.yaml │ └── submit.py │ ├── pneumonia │ ├── config.yaml │ └── submit.py │ ├── pneumonia_flwr │ ├── config.yaml │ └── submit.py │ ├── pneumonia_nvflare │ ├── pneumonia_federated │ │ ├── config │ │ │ ├── config_fed_client.json │ │ │ └── config_fed_server.json │ │ └── custom │ │ │ ├── mlflow_receiver.py │ │ │ ├── pneumonia_network.py │ │ │ ├── pt_constants.py │ │ │ └── pt_learner.py │ ├── project.yaml │ └── submit.py │ ├── requirements.txt │ └── utils │ ├── multiply_data_files │ ├── config.yaml │ └── submit.py │ └── upload_data │ ├── config.yaml │ └── submit.py ├── mlops ├── arm │ ├── README.md │ ├── jumpbox_cc.json │ ├── open_aks_with_confcomp_storage_pair.json │ ├── open_compute_storage_pair.json │ ├── sandbox_fl_confidential.json │ ├── sandbox_fl_eyesoff_cpu.json │ ├── sandbox_fl_eyesoff_cpu_gpu.json │ ├── sandbox_fl_eyesoff_gpu.json │ ├── sandbox_fl_eyeson_cpu.json │ ├── sandbox_fl_eyeson_cpu_gpu.json │ ├── sandbox_fl_eyeson_gpu.json │ ├── sandbox_fl_private_cpu.json │ ├── sandbox_fl_private_cpu_gpu.json │ ├── sandbox_fl_private_gpu.json │ ├── sandbox_minimal.json │ ├── vnet_compute_existing_storage.json │ ├── vnet_compute_storage_pair.json │ ├── vnet_private_sandbox_setup.json │ ├── vnet_publicip_sandbox_aks_confcomp_setup.json │ └── vnet_publicip_sandbox_setup.json ├── bicep │ ├── modules │ │ ├── azureml │ │ │ ├── attach_aks_training_to_azureml.bicep │ │ │ ├── azureml_resources_ples.bicep │ │ │ ├── deploy_aks_azureml_extension.bicep │ │ │ ├── deploy_aks_azureml_extension_via_script.bicep │ │ │ ├── open_azureml_workspace.bicep │ │ │ └── private_azureml_workspace.bicep │ │ ├── computes │ │ │ ├── open_new_aks_with_confcomp.bicep │ │ │ ├── open_new_aml_compute.bicep │ │ │ ├── vnet_new_aks_with_confcomp.bicep │ │ │ └── vnet_new_aml_compute.bicep │ │ ├── fl_pairs │ │ │ ├── open_aks_with_confcomp_storage_pair.bicep │ │ │ ├── open_compute_storage_pair.bicep │ │ │ ├── vnet_aks_storage_pair.bicep │ │ │ ├── vnet_compute_existing_storage.bicep │ │ │ └── vnet_compute_storage_pair.bicep │ │ ├── networking │ │ │ ├── azureml_capable_nsg.bicep │ │ │ ├── private_dns_zone.bicep │ │ │ ├── private_endpoint.bicep │ │ │ ├── vnet.bicep │ │ │ └── vnet_peering.bicep │ │ ├── permissions │ │ │ └── msi_storage_rw.bicep │ │ ├── resources │ │ │ ├── confidentiality_keyvault.bicep │ │ │ ├── jumpbox_cc.bicep │ │ │ ├── private_acr.bicep │ │ │ ├── private_appinsights.bicep │ │ │ ├── private_keyvault.bicep │ │ │ └── private_storage.bicep │ │ └── storages │ │ │ ├── existing_blob_storage_datastore.bicep │ │ │ └── new_blob_storage_datastore.bicep │ ├── sandbox_fl_confidential.bicep │ ├── sandbox_fl_eyesoff_cpu.bicep │ ├── sandbox_fl_eyesoff_cpu_gpu.bicep │ ├── sandbox_fl_eyesoff_gpu.bicep │ ├── sandbox_fl_eyeson_cpu.bicep │ ├── sandbox_fl_eyeson_cpu_gpu.bicep │ ├── 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