LICENSE
MANIFEST.in
README.md
pyproject.toml
setup.py
bitfount/__init__.py
bitfount/__version__.py
bitfount/config.py
bitfount/exceptions.py
bitfount/metrics.py
bitfount/py.typed
bitfount/storage.py
bitfount/types.py
bitfount/utils.py
bitfount/web_utils.py
bitfount.egg-info/PKG-INFO
bitfount.egg-info/SOURCES.txt
bitfount.egg-info/dependency_links.txt
bitfount.egg-info/entry_points.txt
bitfount.egg-info/requires.txt
bitfount.egg-info/top_level.txt
bitfount/backends/__init__.py
bitfount/backends/lightgbm/__init__.py
bitfount/backends/lightgbm/models/__init__.py
bitfount/backends/lightgbm/models/base_models.py
bitfount/backends/lightgbm/models/models.py
bitfount/backends/pytorch/__init__.py
bitfount/backends/pytorch/loss.py
bitfount/backends/pytorch/types.py
bitfount/backends/pytorch/utils.py
bitfount/backends/pytorch/weight_clipper.py
bitfount/backends/pytorch/data/__init__.py
bitfount/backends/pytorch/data/datafactory.py
bitfount/backends/pytorch/data/dataloaders.py
bitfount/backends/pytorch/data/datasets.py
bitfount/backends/pytorch/data/utils.py
bitfount/backends/pytorch/federated/__init__.py
bitfount/backends/pytorch/federated/mixins.py
bitfount/backends/pytorch/federated/shim.py
bitfount/backends/pytorch/models/__init__.py
bitfount/backends/pytorch/models/base_models.py
bitfount/backends/pytorch/models/bitfount_model.py
bitfount/backends/pytorch/models/models.py
bitfount/backends/pytorch/models/nn.py
bitfount/backends/pytorch/models/torch_functions/__init__.py
bitfount/backends/pytorch/models/torch_functions/mish.py
bitfount/data/__init__.py
bitfount/data/databunch.py
bitfount/data/datafactory.py
bitfount/data/dataloaders.py
bitfount/data/datasets.py
bitfount/data/datasplitters.py
bitfount/data/datastructure.py
bitfount/data/exceptions.py
bitfount/data/helper.py
bitfount/data/schema.py
bitfount/data/types.py
bitfount/data/utils.py
bitfount/data/datasources/__init__.py
bitfount/data/datasources/base_source.py
bitfount/data/datasources/csv_source.py
bitfount/data/datasources/database_source.py
bitfount/data/datasources/dataframe_source.py
bitfount/data/datasources/excel_source.py
bitfount/data/datasources/intermine_source.py
bitfount/data/datasources/utils.py
bitfount/federated/__init__.py
bitfount/federated/authorisation_checkers.py
bitfount/federated/early_stopping.py
bitfount/federated/encryption.py
bitfount/federated/exceptions.py
bitfount/federated/helper.py
bitfount/federated/logging.py
bitfount/federated/mixins.py
bitfount/federated/model_reference.py
bitfount/federated/modeller.py
bitfount/federated/pod.py
bitfount/federated/pod_keys_setup.py
bitfount/federated/pod_response_message.py
bitfount/federated/pod_vitals.py
bitfount/federated/roles.py
bitfount/federated/secure.py
bitfount/federated/shim.py
bitfount/federated/task_requests.py
bitfount/federated/types.py
bitfount/federated/utils.py
bitfount/federated/worker.py
bitfount/federated/aggregators/__init__.py
bitfount/federated/aggregators/aggregator.py
bitfount/federated/aggregators/base.py
bitfount/federated/aggregators/secure.py
bitfount/federated/algorithms/__init__.py
bitfount/federated/algorithms/base.py
bitfount/federated/algorithms/column_avg.py
bitfount/federated/algorithms/compute_intersection_rsa.py
bitfount/federated/algorithms/private_sql_query.py
bitfount/federated/algorithms/sql_query.py
bitfount/federated/algorithms/model_algorithms/__init__.py
bitfount/federated/algorithms/model_algorithms/base.py
bitfount/federated/algorithms/model_algorithms/evaluate.py
bitfount/federated/algorithms/model_algorithms/federated_training.py
bitfount/federated/algorithms/model_algorithms/train_and_evaluate.py
bitfount/federated/monitoring/__init__.py
bitfount/federated/monitoring/decorators.py
bitfount/federated/monitoring/exceptions.py
bitfount/federated/monitoring/monitor.py
bitfount/federated/monitoring/types.py
bitfount/federated/privacy/__init__.py
bitfount/federated/privacy/differential.py
bitfount/federated/protocols/__init__.py
bitfount/federated/protocols/base.py
bitfount/federated/protocols/psi.py
bitfount/federated/protocols/results_only.py
bitfount/federated/protocols/model_protocols/__init__.py
bitfount/federated/protocols/model_protocols/federated_averaging.py
bitfount/federated/transport/__init__.py
bitfount/federated/transport/base_transport.py
bitfount/federated/transport/config.py
bitfount/federated/transport/exceptions.py
bitfount/federated/transport/handlers.py
bitfount/federated/transport/message_service.py
bitfount/federated/transport/modeller_transport.py
bitfount/federated/transport/pod_transport.py
bitfount/federated/transport/types.py
bitfount/federated/transport/utils.py
bitfount/federated/transport/worker_transport.py
bitfount/federated/transport/identity_verification/__init__.py
bitfount/federated/transport/identity_verification/oidc.py
bitfount/federated/transport/identity_verification/saml.py
bitfount/federated/transport/identity_verification/types.py
bitfount/federated/transport/protos/__init__.py
bitfount/federated/transport/protos/messages_pb2.py
bitfount/federated/transport/protos/messages_pb2_grpc.py
bitfount/hub/__init__.py
bitfount/hub/api.py
bitfount/hub/authentication_flow.py
bitfount/hub/exceptions.py
bitfount/hub/helper.py
bitfount/hub/types.py
bitfount/models/__init__.py
bitfount/models/base_models.py
bitfount/models/bitfount_model.py
bitfount/models/models.py
bitfount/models/nn.py
bitfount/runners/__init__.py
bitfount/runners/config_schemas.py
bitfount/runners/modeller_runner.py
bitfount/runners/pod_runner.py
bitfount/runners/utils.py
bitfount/schemas/__init__.py
bitfount/schemas/exceptions.py
bitfount/schemas/utils.py
bitfount/transformations/__init__.py
bitfount/transformations/base_transformation.py
bitfount/transformations/batch_operations.py
bitfount/transformations/binary_operations.py
bitfount/transformations/dataset_operations.py
bitfount/transformations/exceptions.py
bitfount/transformations/parser.py
bitfount/transformations/processor.py
bitfount/transformations/references.py
bitfount/transformations/unary_operations.py
bitfount/transformations/utils.py
requirements/constraints-compatibility.txt
requirements/constraints-security.txt
requirements/requirements-dev.txt
requirements/requirements-test.txt
requirements/requirements-tutorial.txt
requirements/requirements.in
scripts/__init__.py
scripts/generate_schema.py
scripts/pod_ui_utils.py
scripts/run_pod.py
scripts/run_testing.py
scripts/script_runner.py
tests/__init__.py
tests/conftest.py
tests/bitfount/__init__.py
tests/bitfount/test_config.py
tests/bitfount/test_metrics.py
tests/bitfount/test_plugins.py
tests/bitfount/test_storage.py
tests/bitfount/test_utils.py
tests/bitfount/test_web_utils.py
tests/bitfount/backends/__init__.py
tests/bitfount/backends/lightgbm/__init__.py
tests/bitfount/backends/lightgbm/federated/__init__.py
tests/bitfount/backends/lightgbm/federated/transport/__init__.py
tests/bitfount/backends/lightgbm/federated/transport/test_message_service_usage.py
tests/bitfount/backends/lightgbm/models/__init__.py
tests/bitfount/backends/lightgbm/models/test_models.py
tests/bitfount/backends/pytorch/__init__.py
tests/bitfount/backends/pytorch/conftest.py
tests/bitfount/backends/pytorch/helper.py
tests/bitfount/backends/pytorch/test_loss.py
tests/bitfount/backends/pytorch/test_types.py
tests/bitfount/backends/pytorch/test_utils.py
tests/bitfount/backends/pytorch/data/__init__.py
tests/bitfount/backends/pytorch/data/conftest.py
tests/bitfount/backends/pytorch/data/test_datafactory.py
tests/bitfount/backends/pytorch/data/test_dataloaders.py
tests/bitfount/backends/pytorch/data/test_datasets.py
tests/bitfount/backends/pytorch/federated/__init__.py
tests/bitfount/backends/pytorch/federated/test_distributed_model.py
tests/bitfount/backends/pytorch/federated/test_protocol.py
tests/bitfount/backends/pytorch/federated/test_secure.py
tests/bitfount/backends/pytorch/federated/transport/__init__.py
tests/bitfount/backends/pytorch/federated/transport/test_message_service_usage.py
tests/bitfount/backends/pytorch/models/__init__.py
tests/bitfount/backends/pytorch/models/test_bitfount_model.py
tests/bitfount/backends/pytorch/models/test_gradients.py
tests/bitfount/backends/pytorch/models/test_models.py
tests/bitfount/backends/pytorch/models/test_nn.py
tests/bitfount/data/__init__.py
tests/bitfount/data/conftest.py
tests/bitfount/data/test_databunch.py
tests/bitfount/data/test_datafactory.py
tests/bitfount/data/test_dataloaders.py
tests/bitfount/data/test_datasets.py
tests/bitfount/data/test_datasource.py
tests/bitfount/data/test_datasplitters.py
tests/bitfount/data/test_datastructure.py
tests/bitfount/data/test_schema.py
tests/bitfount/data/test_types.py
tests/bitfount/data/test_utils.py
tests/bitfount/federated/__init__.py
tests/bitfount/federated/test_authorisation_checkers.py
tests/bitfount/federated/test_early_stopping.py
tests/bitfount/federated/test_encryption.py
tests/bitfount/federated/test_helper.py
tests/bitfount/federated/test_logging.py
tests/bitfount/federated/test_model_reference.py
tests/bitfount/federated/test_modeller.py
tests/bitfount/federated/test_pod.py
tests/bitfount/federated/test_pod_vitals.py
tests/bitfount/federated/test_roles.py
tests/bitfount/federated/test_secure.py
tests/bitfount/federated/test_utils.py
tests/bitfount/federated/test_worker.py
tests/bitfount/federated/aggregators/__init__.py
tests/bitfount/federated/aggregators/test_aggregator.py
tests/bitfount/federated/aggregators/test_base.py
tests/bitfount/federated/aggregators/test_secure.py
tests/bitfount/federated/aggregators/util.py
tests/bitfount/federated/algorithms/__init__.py
tests/bitfount/federated/algorithms/test_base.py
tests/bitfount/federated/algorithms/test_column_avg.py
tests/bitfount/federated/algorithms/test_compute_intersection_rsa.py
tests/bitfount/federated/algorithms/test_private_sql_query.py
tests/bitfount/federated/algorithms/test_sql_query.py
tests/bitfount/federated/algorithms/model_algorithms/__init__.py
tests/bitfount/federated/algorithms/model_algorithms/conftest.py
tests/bitfount/federated/algorithms/model_algorithms/test_base.py
tests/bitfount/federated/algorithms/model_algorithms/test_evaluate.py
tests/bitfount/federated/algorithms/model_algorithms/test_train_and_evaluate.py
tests/bitfount/federated/algorithms/model_algorithms/test_training.py
tests/bitfount/federated/monitoring/__init__.py
tests/bitfount/federated/monitoring/test_monitoring.py
tests/bitfount/federated/privacy/__init__.py
tests/bitfount/federated/privacy/test_differential.py
tests/bitfount/federated/protocols/__init__.py
tests/bitfount/federated/protocols/conftest.py
tests/bitfount/federated/protocols/test_base.py
tests/bitfount/federated/protocols/test_fed_avg.py
tests/bitfount/federated/protocols/test_psi.py
tests/bitfount/federated/protocols/test_results_only.py
tests/bitfount/federated/transport/__init__.py
tests/bitfount/federated/transport/test_config.py
tests/bitfount/federated/transport/test_message_service.py
tests/bitfount/federated/transport/test_message_service_usage.py
tests/bitfount/federated/transport/test_modeller_transport.py
tests/bitfount/federated/transport/test_pod_transport.py
tests/bitfount/federated/transport/test_utils.py
tests/bitfount/federated/transport/test_worker_transport.py
tests/bitfount/federated/transport/identity_verification/__init__.py
tests/bitfount/federated/transport/identity_verification/test_oidc.py
tests/bitfount/federated/transport/identity_verification/test_saml.py
tests/bitfount/hub/__init__.py
tests/bitfount/hub/test_api.py
tests/bitfount/hub/test_authentication_flow.py
tests/bitfount/hub/test_helper.py
tests/bitfount/models/__init__.py
tests/bitfount/models/test_base_models.py
tests/bitfount/models/test_bitfount_model.py
tests/bitfount/models/test_models.py
tests/bitfount/schemas/__init__.py
tests/bitfount/schemas/test_utils.py
tests/bitfount/transformations/__init__.py
tests/bitfount/transformations/conftest.py
tests/bitfount/transformations/test_base_transformation.py
tests/bitfount/transformations/test_binary_operations.py
tests/bitfount/transformations/test_dataset_operations.py
tests/bitfount/transformations/test_parser.py
tests/bitfount/transformations/test_processor.py
tests/bitfount/transformations/test_references.py
tests/bitfount/transformations/test_unary_operations.py
tests/bitfount/transformations/transformation_test_helpers.py
tests/integration/__init__.py
tests/integration/bitfount_web_interactions.py
tests/integration/conftest.py
tests/integration/utils.py
tests/integration/deployments/__init__.py
tests/integration/deployments/test_deployment_configs.py
tests/integration/end_to_end/__init__.py
tests/integration/end_to_end/test_end_to_end.py
tests/integration/end_to_end_mock/__init__.py
tests/integration/end_to_end_mock/conftest.py
tests/integration/end_to_end_mock/test_end_to_end_mock_bitfount_hub.py
tests/integration/tutorials/__init__.py
tests/integration/tutorials/conftest.py
tests/integration/tutorials/notebook_logging.py
tests/integration/tutorials/test_tutorials.py
tests/utils/__init__.py
tests/utils/helper.py
tests/utils/mocks.py
tests/utils/fixtures/__init__.py
tests/utils/fixtures/authorisation_checker_fixtures.py
tests/utils/fixtures/encryption_fixtures.py
tests/utils/fixtures/env_fixtures.py
tests/utils/fixtures/helper_fixtures.py
tests/utils/fixtures/hub_and_am_fixtures.py
tests/utils/fixtures/schema_fixtures.py
tests/utils/fixtures/storage_fixtures.py
tests/utils/fixtures/transport_layer_fixtures.py
tests/utils/fixtures/web_utils_fixtures.py