README.md
pyproject.toml
smartrain/__init__.py
smartrain/__main__.py
smartrain/cli.py
smartrain.egg-info/PKG-INFO
smartrain.egg-info/SOURCES.txt
smartrain.egg-info/dependency_links.txt
smartrain.egg-info/entry_points.txt
smartrain.egg-info/requires.txt
smartrain.egg-info/top_level.txt
smartrain/backends/contracts.py
smartrain/backends/external_provider_adapter.py
smartrain/backends/registry.py
smartrain/backends/train_test_registry.py
smartrain/backends/ultralytics_adapter.py
smartrain/backends/implementations/ultralytics/__init__.py
smartrain/backends/implementations/ultralytics/inference.py
smartrain/cli_entrypoints/__init__.py
smartrain/cli_entrypoints/analyze_app.py
smartrain/cli_entrypoints/inference_app.py
smartrain/cli_entrypoints/test_app.py
smartrain/cli_entrypoints/train_app.py
smartrain/cli_entrypoints/support/__init__.py
smartrain/cli_entrypoints/support/cli_argparse.py
smartrain/cli_entrypoints/support/cli_contracts.py
smartrain/cli_entrypoints/support/cli_prompts.py
smartrain/cli_entrypoints/support/cli_replay.py
smartrain/cli_entrypoints/support/typer_non_interactive.py
smartrain/core/analyze/__init__.py
smartrain/core/analyze/run_metrics_discovery.py
smartrain/core/inference/__init__.py
smartrain/core/inference/ultralytics_metrics_pr.py
smartrain/core/inference/ultralytics_prediction_extract.py
smartrain/core/models/__init__.py
smartrain/core/models/tensorrt_checks.py
smartrain/core/runtime/__init__.py
smartrain/core/runtime/device_selector.py
smartrain/core/runtime/environment_profile.py
smartrain/core/runtime/interactive_contract.py
smartrain/core/runtime/mpl_runtime.py
smartrain/core/runtime/path_portable.py
smartrain/core/runtime/run_artifacts.py
smartrain/core/runtime/run_bundle_copy.py
smartrain/core/runtime/run_discovery.py
smartrain/core/runtime/system_profile.py
smartrain/core/runtime/ultralytics_ephemeral.py
smartrain/core/runtime/workspace_path_repair.py
smartrain/core/runtime/workspace_paths.py
smartrain/core/testing/__init__.py
smartrain/core/testing/artifact_paths.py
smartrain/core/testing/ultralytics_test_contract.py
smartrain/core/training/confidence_recommendation.py
smartrain/core/training/external_model_ref.py
smartrain/core/training/train_model_catalog.py
smartrain/core/training/train_model_resolver.py
smartrain/core/training/train_profile.py
smartrain/core/training/ultralytics_model_alias_registry.py
smartrain/core/workflow_adapters/__init__.py
smartrain/core/workflow_adapters/analyze_runtime_api.py
smartrain/core/workflow_adapters/inference_runtime_api.py
smartrain/core/workflow_adapters/testing_runtime_api.py
smartrain/core/workflow_adapters/training_runtime_api.py
smartrain/external_providers/__init__.py
smartrain/external_providers/adapters.py
smartrain/external_providers/base.py
smartrain/external_providers/installer.py
smartrain/external_providers/probe.py
smartrain/external_providers/registry.py
smartrain/external_providers/runner.py
smartrain/external_providers/launchers/__init__.py
smartrain/external_providers/launchers/mfel_infer_launcher.py
smartrain/external_providers/launchers/mfel_train_launcher.py
smartrain/external_providers/launchers/mfel_val_launcher.py
smartrain/external_providers/launchers/mp_infer_launcher.py
smartrain/external_providers/launchers/mp_train_launcher.py
smartrain/providers/__init__.py
smartrain/providers/cli.py
smartrain/providers/core/__init__.py
smartrain/providers/core/global_index.py
smartrain/providers/core/provider_install_state.py
smartrain/run_model_contract/__init__.py
smartrain/run_model_contract/env.py
smartrain/run_model_contract/gateway.py
smartrain/run_model_contract/refs.py
smartrain/run_model_contract/schema.py
smartrain/run_model_contract/validate_backend.py
smartrain/run_model_contract/domain/__init__.py
smartrain/run_model_contract/domain/context.py
smartrain/run_model_contract/domain/errors.py
smartrain/run_model_contract/domain/models.py
smartrain/run_model_contract/domain/types.py
smartrain/run_model_contract/domain/validators.py
smartrain/run_model_contract/io/legacy/__init__.py
smartrain/run_model_contract/io/legacy/mapper.py
smartrain/run_model_contract/io/legacy/reader.py
smartrain/run_model_contract/io/read/__init__.py
smartrain/run_model_contract/io/read/factory.py
smartrain/run_model_contract/io/read/metrics_csv.py
smartrain/run_model_contract/io/read/model_adapter.py
smartrain/run_model_contract/io/read/normalizers.py
smartrain/run_model_contract/io/read/resolvers.py
smartrain/run_model_contract/io/read/run_adapter.py
smartrain/run_model_contract/io/write/__init__.py
smartrain/run_model_contract/io/write/dual_write.py
smartrain/run_model_contract/io/write/layout.py
smartrain/run_model_contract/io/write/manifest.py
smartrain/run_model_contract/io/write/snapshot_hook.py
smartrain/run_model_contract/io/write/writer.py
smartrain/services/__init__.py
smartrain/services/inference_runtime_helpers.py
smartrain/services/inference_service.py
smartrain/services/test_backend_dispatch.py
smartrain/services/train_runtime_helpers.py
smartrain/services/train_service.py
smartrain/services/analyze/__init__.py
smartrain/services/analyze/all_baseline_artifacts.py
smartrain/services/analyze/all_command.py
smartrain/services/analyze/all_data_yaml.py
smartrain/services/analyze/all_finalize.py
smartrain/services/analyze/all_pr_stage.py
smartrain/services/analyze/all_quality_stage.py
smartrain/services/analyze/all_selection.py
smartrain/services/analyze/all_speed_stage.py
smartrain/services/analyze/artifact_builders.py
smartrain/services/analyze/artifacts.py
smartrain/services/analyze/benchmark.py
smartrain/services/analyze/cache.py
smartrain/services/analyze/cli_commands.py
smartrain/services/analyze/compare.py
smartrain/services/analyze/compare_finalize.py
smartrain/services/analyze/compare_session.py
smartrain/services/analyze/compare_workflow.py
smartrain/services/analyze/data_yaml.py
smartrain/services/analyze/format_compare.py
smartrain/services/analyze/interactive.py
smartrain/services/analyze/leaderboard.py
smartrain/services/analyze/metrics_reader.py
smartrain/services/analyze/models.py
smartrain/services/analyze/pr_curves.py
smartrain/services/analyze/prompts.py
smartrain/services/analyze/recompute_cache.py
smartrain/services/analyze/report_markdown.py
smartrain/services/analyze/report_odt.py
smartrain/services/analyze/report_writer.py
smartrain/services/analyze/run_query.py
smartrain/services/analyze/schema_contracts.py
smartrain/services/analyze/system_profile_compare.py
smartrain/services/analyze/table.py
smartrain/services/analyze/test_metrics_plot.py
smartrain/services/analyze/ultralytics_test_artifacts.py
smartrain/services/analyze/workflow_dispatch.py
smartrain/services/analyze/commands/__init__.py
smartrain/services/analyze/commands/base.py
smartrain/services/analyze/commands/registry.py
smartrain/services/datasets/__init__.py
smartrain/services/datasets/cvat11_converter.py
smartrain/services/datasets/cvat_cli.py
smartrain/services/datasets/data_yaml_normalize.py
smartrain/services/datasets/dataset_access.py
smartrain/services/datasets/dataset_augment.py
smartrain/services/datasets/dataset_balance.py
smartrain/services/datasets/dataset_cli_catalog.py
smartrain/services/datasets/dataset_cli_common.py
smartrain/services/datasets/dataset_former.py
smartrain/services/datasets/dataset_hash.py
smartrain/services/datasets/dataset_orient.py
smartrain/services/datasets/dataset_passport.py
smartrain/services/datasets/dataset_prune.py
smartrain/services/datasets/dataset_report.py
smartrain/services/datasets/dataset_roi_yolo.py
smartrain/services/datasets/dataset_scan.py
smartrain/services/datasets/dataset_stats.py
smartrain/services/datasets/datasets_json_convert_purge_service.py
smartrain/services/datasets/datasets_json_cvat11_normalize_service.py
smartrain/services/datasets/datasets_json_former.py
smartrain/services/datasets/datasets_json_normalize_service.py
smartrain/services/datasets/datasets_json_report_io.py
smartrain/services/datasets/datasets_json_scan_core_service.py
smartrain/services/datasets/datasets_json_scan_index_service.py
smartrain/services/datasets/image_label_pairs.py
smartrain/services/datasets/weighted_yolo_dataset.py
smartrain/services/datasets/yolo_labels.py
smartrain/services/reporting/__init__.py
smartrain/services/reporting/document_export.py
smartrain/services/testing/__init__.py
smartrain/services/testing/model_test_cli_service.py
smartrain/services/testing/model_test_cli_surface.py
smartrain/services/testing/model_test_runner.py
smartrain/services/testing/model_test_service.py
smartrain/services/testing/unified_metrics_adapter.py
smartrain/services/testing/unified_validator_core.py
smartrain/services/testing/backends/__init__.py
smartrain/services/testing/backends/format_runners.py
smartrain/services/testing/backends/format_runners_native.py
smartrain/services/testing/backends/format_runners_support.py
smartrain/services/testing/backends/format_runners_ultralytics.py
smartrain/services/testing/backends/native_eval.py
smartrain/services/training/__init__.py
smartrain/services/training/train_base_runs_service.py
smartrain/services/training/train_cli_callbacks.py
smartrain/services/training/train_cli_main.py
smartrain/services/training/train_cli_parsers.py
smartrain/services/training/train_cli_paths_service.py
smartrain/services/training/train_config_kwargs_service.py
smartrain/services/training/train_config_merge_service.py
smartrain/services/training/train_interactive_helpers_service.py
smartrain/services/training/train_interactive_setup_service.py
smartrain/services/training/train_metadata_io_service.py
smartrain/services/training/train_model_resolution_service.py
smartrain/services/training/train_prompts.py
smartrain/services/training/train_resume_backoff_service.py
smartrain/services/training/train_resume_cli_service.py
smartrain/services/training/train_resume_confidence_service.py
smartrain/services/training/train_resume_pt_test_runner.py
smartrain/services/training/train_runtime_data_yaml_service.py
smartrain/services/training/train_runtime_ops.py
smartrain/services/training/train_system_profile_service.py
smartrain/services/training/train_yolo_execution_service.py
smartrain/services/training/train_yolo_hooks.py
smartrain/services/training/training_cli_orchestration_service.py
smartrain/tasks/__init__.py
smartrain/tasks/context.py
smartrain/tasks/contracts.py
smartrain/tasks/metrics.py
smartrain/tasks/classification/adapter.py
smartrain/tasks/detection/adapter.py
smartrain/tasks/segmentation/adapter.py
smartrain/workflows/analyze/__init__.py
smartrain/workflows/analyze/analyze_entry.py
smartrain/workflows/analyze/clearml_upload.py
smartrain/workflows/analyze/plot_creator.py
smartrain/workflows/analyze/results_analyzer.py
smartrain/workflows/datasets/__init__.py
smartrain/workflows/datasets/cvat_cli.py
smartrain/workflows/datasets/dataset_augment.py
smartrain/workflows/datasets/dataset_balance.py
smartrain/workflows/datasets/dataset_former.py
smartrain/workflows/datasets/dataset_orient.py
smartrain/workflows/datasets/dataset_prune.py
smartrain/workflows/datasets/dataset_roi_yolo.py
smartrain/workflows/datasets/datasets_entry.py
smartrain/workflows/datasets/datasets_json_former.py
smartrain/workflows/inference/__init__.py
smartrain/workflows/inference/heatmap_cli.py
smartrain/workflows/inference/inference_backends.py
smartrain/workflows/inference/inference_cli.py
smartrain/workflows/inference/inference_perf.py
smartrain/workflows/inference/sahi_cli.py
smartrain/workflows/migration/cli_migration.py
smartrain/workflows/migration/migrate_models_to_smartrain.py
smartrain/workflows/models/model_context.py
smartrain/workflows/models/model_convert_cli.py
smartrain/workflows/models/model_release_cli.py
smartrain/workflows/models/tensorrt_checks.py
smartrain/workflows/queue/__init__.py
smartrain/workflows/queue/training_queue.py
smartrain/workflows/queue/training_queue_cli.py
smartrain/workflows/registry/__init__.py
smartrain/workflows/registry/registry_cli.py
smartrain/workflows/testing/__init__.py
smartrain/workflows/testing/model_test_backend_runner.py
smartrain/workflows/testing/model_test_backends.py
smartrain/workflows/testing/model_test_cli.py
smartrain/workflows/testing/model_test_onnx_worker.py
smartrain/workflows/testing/model_test_runtime_api.py
smartrain/workflows/testing/model_test_service.py
smartrain/workflows/testing/ultralytics_test_contract.py
smartrain/workflows/testing/unified_metrics_adapter.py
smartrain/workflows/testing/unified_validator_core.py
smartrain/workflows/training/train_entry.py
smartrain/workflows/training/train_options.py
smartrain/workflows/training/train_resume.py
smartrain/workflows/training/train_wiring.py
tests/test_analyze_all_data_yaml_service.py
tests/test_analyze_all_replay_cli.py
tests/test_analyze_docs_help_consistency.py
tests/test_analyze_report_figure_order.py
tests/test_analyze_report_narrative.py
tests/test_backend_registry_capabilities.py
tests/test_cli_baseline_snapshots.py
tests/test_cli_deps.py
tests/test_cli_prompts.py
tests/test_cli_replay.py
tests/test_cli_subprocess.py
tests/test_confidence_recommendation.py
tests/test_cvat11_converter.py
tests/test_cvat11_native_dataset_former.py
tests/test_data_yaml_normalize.py
tests/test_dataset_access_roi_hash.py
tests/test_dataset_augment.py
tests/test_dataset_augment_budget.py
tests/test_dataset_augment_copy_paste.py
tests/test_dataset_balance.py
tests/test_dataset_former_partial.py
tests/test_dataset_orient.py
tests/test_dataset_prune.py
tests/test_dataset_report.py
tests/test_dataset_stats.py
tests/test_dataset_stats_compare.py
tests/test_datasets_list_support.py
tests/test_datasets_scan_summary.py
tests/test_device_selector.py
tests/test_external_model_ref.py
tests/test_external_provider_adapter.py
tests/test_external_providers_adapters.py
tests/test_external_providers_installer.py
tests/test_external_providers_installer_runtime.py
tests/test_external_providers_probe.py
tests/test_external_providers_runner.py
tests/test_fusion_split.py
tests/test_imports.py
tests/test_inference_cli.py
tests/test_metrics_reader.py
tests/test_mfel_launchers.py
tests/test_model_convert_cli.py
tests/test_model_test_backends.py
tests/test_model_test_cli.py
tests/test_model_test_runner_formats.py
tests/test_model_test_runner_prompt_gating.py
tests/test_model_test_service_rich_artifacts.py
tests/test_path_portable.py
tests/test_provider_global_index.py
tests/test_providers_doctor_runtime.py
tests/test_providers_install_cli.py
tests/test_providers_uninstall_cli.py
tests/test_registry_models_add.py
tests/test_results_analyzer_workflows.py
tests/test_run_artifacts.py
tests/test_run_ultralytics_val_kwargs.py
tests/test_task_contracts.py
tests/test_tensorrt_checks.py
tests/test_train_interactive.py
tests/test_train_model_catalog.py
tests/test_train_profile.py
tests/test_train_resume.py
tests/test_train_runtime_data_yaml.py
tests/test_train_test_registry.py
tests/test_train_val_batch_defaults.py
tests/test_training_metadata_init.py
tests/test_training_metadata_provider.py
tests/test_typer_non_interactive.py
tests/test_ultralytics_adapter.py
tests/test_ultralytics_ephemeral.py
tests/test_ultralytics_prediction_extract.py
tests/test_workspace.py
tests/test_workspace_path_repair.py