├── .actrc ├── .dockerignore ├── .github ├── ISSUE_TEMPLATE │ ├── bug-report.yml │ ├── feature-request.yml │ └── question.yml ├── act_event.json ├── actions │ └── determine-tags │ │ └── action.yml └── workflows │ ├── build-osx-bundle.yml │ ├── build-windows-installer.yml │ ├── check_if_branch_is_mergeable.yml │ ├── check_model_licenses.yml │ ├── codeflash.yml │ ├── docker.cpu.parallel.yml │ ├── docker.cpu.slim.yml │ ├── docker.cpu.yml │ ├── docker.gpu.parallel.yml │ ├── docker.gpu.slim.yml │ ├── docker.gpu.udp.yml │ ├── docker.gpu.yml │ ├── docker.inference-exp.yml │ ├── docker.jetson.4.6.1.yml │ ├── docker.jetson.5.1.1.yml │ ├── docker.jetson.6.0.0.yml │ ├── docker.jetson.6.2.0.yml │ ├── docker.lambda.core_models.yml │ ├── docker.lambda.slim.yml │ ├── docker.stream_management_api.yml │ ├── docker.stream_manager.cpu.yml │ ├── docker.stream_manager.gpu.yml │ ├── docker.stream_manager.jetson.5.1.1.yml │ ├── docker.trt.yml │ ├── docs.yml │ ├── e2e_tests_inference_experimental_cpu.yml │ ├── e2e_tests_inference_experimental_gpu.yml │ ├── hosted_inference_e2e_test_production.yml │ ├── hosted_inference_e2e_test_staging.yml │ ├── integration_tests_inference_cli_depending_on_inference_x86.yml │ ├── integration_tests_inference_cli_x86.yml │ ├── integration_tests_inference_experimental_cpu.yml │ ├── integration_tests_inference_experimental_gpu.yml │ ├── integration_tests_inference_models.yml │ ├── integration_tests_inference_server_x86.yml │ ├── integration_tests_workflows_x86.yml │ ├── load_test_hosted_inference.yml │ ├── probe_google_colab.yml │ ├── prod_build_and_push_hosted_inference_image.yml │ ├── publish.pypi.inference_exp.yml │ ├── publish.pypi.yml │ ├── staging_build_and_push_hosted_inference_image.yml │ ├── static_code_analysis.yml │ ├── test.colab.cpu.yml │ ├── test.colab.gpu.yml │ ├── test.jetson_4.6.1.yml │ ├── test.jetson_5.1.1.yml │ ├── test.jetson_6.0.0.yml │ ├── test.nvidia_t4.yml │ ├── test.nvidia_t4_parallel_server.yml │ ├── test_package_install_inference.yml │ ├── test_package_install_inference_cli.yml │ ├── test_package_install_inference_gpu.yml │ ├── test_package_install_inference_gpu_with_extras.yml │ ├── test_package_install_inference_sdk.yml │ ├── test_package_install_inference_with_extras.yml │ ├── unit_tests_inference_cli_x86.yml │ ├── unit_tests_inference_experimental.yml │ ├── unit_tests_inference_sdk_x86.yml │ ├── unit_tests_inference_x86.yml │ └── unit_tests_workflows_x86.yml ├── .gitignore ├── .isort.cfg ├── .release └── pypi │ ├── inference.cli.setup.py │ ├── inference.core.setup.py │ ├── inference.cpu.setup.py │ ├── inference.gpu.setup.py │ ├── inference.sdk.setup.py │ └── inference.setup.py ├── AGENTS.md ├── CITATION.cff ├── CODEOWNERS ├── CONTRIBUTING.md ├── LICENSE ├── LICENSE.core ├── Makefile ├── README.md ├── app_bundles ├── .gitignore ├── osx │ ├── DMG-DS_Store │ ├── README.md │ ├── app-icon.icns │ ├── app-icon.png │ ├── background.png │ ├── build.py │ ├── cpu_http.py │ ├── hooks │ │ └── hook-inference.models.py │ ├── inference-app.spec │ ├── launcher │ ├── launcher.c.txt │ ├── make_dmg.sh │ ├── openssl_audit.py │ ├── requirements.txt │ └── run_inference.py └── windows │ ├── README.md │ ├── app-icon.ico │ ├── build.py │ ├── cpu_http.py │ ├── hooks │ └── hook-inference.models.py │ ├── inference.spec │ ├── requirements.txt │ └── run_inference.py ├── banner.png ├── debugrun.py ├── development ├── __init__.py ├── benchmark_scripts │ ├── benchmark_owlv2_inference_time.py │ ├── benchmark_yolov8_in_api.sh │ └── benchmark_yolov8_in_python_package.sh ├── codex │ ├── README.md │ └── setup.sh ├── docs │ ├── __init__.py │ ├── build_block_docs.py │ ├── templates │ │ └── blocks_index.md │ ├── workflows_gallery_builder.py │ ├── write_cli_docs.py │ └── write_openapi_spec.py ├── google_colab_ci │ ├── __init__.py │ ├── requirements.txt │ └── verify_colab_env.py ├── stream_interface │ ├── __init__.py │ ├── camera_demo.py │ ├── camera_test.py │ ├── inference_pipeline_on_camera.py │ ├── multiplexer.py │ ├── multiplexer_demo.py │ ├── multiplexer_inference_pipeline.py │ ├── objects_passing_line_demo.py │ ├── old_camera_demo.py │ ├── old_inference_pipeline_demo.py │ ├── path_deviation_demo.py │ ├── start_rtsp_server.py │ ├── time_in_zone_demo.py │ ├── udp_receiver.py │ ├── workflows_demo.py │ └── yolo_world_demo.py └── workflows_examples │ ├── __init__.py │ └── video_analysis │ ├── __init__.py │ ├── aggregating_objects_passing_data.py │ ├── using_webhook_sink.py │ └── webhook_server.py ├── docker ├── config │ ├── cpu_http.py │ ├── gpu_http.py │ ├── lambda.py │ └── udp_stream_config.py ├── dockerfiles │ ├── Dockerfile.google.colab.cpu │ ├── Dockerfile.google.colab.gpu │ ├── Dockerfile.onnx.cpu │ ├── Dockerfile.onnx.cpu.dev │ ├── Dockerfile.onnx.cpu.parallel │ ├── Dockerfile.onnx.cpu.slim │ ├── Dockerfile.onnx.cpu.stream_manager │ ├── Dockerfile.onnx.gpu │ ├── Dockerfile.onnx.gpu.dev │ ├── Dockerfile.onnx.gpu.parallel │ ├── Dockerfile.onnx.gpu.slim │ ├── Dockerfile.onnx.gpu.stream_manager │ ├── Dockerfile.onnx.jetson.4.6.1 │ ├── Dockerfile.onnx.jetson.5.1.1 │ ├── Dockerfile.onnx.jetson.5.1.1.stream_manager │ ├── Dockerfile.onnx.jetson.6.0.0 │ ├── Dockerfile.onnx.jetson.6.2.0 │ ├── Dockerfile.onnx.lambda │ ├── Dockerfile.onnx.lambda.slim │ ├── Dockerfile.onnx.trt │ ├── Dockerfile.onnx.udp.gpu │ ├── Dockerfile.stream_management_api │ ├── README.md │ ├── jp51.cu114.inference-experimental.dockerfile │ ├── stream-management-api.compose-cpu.yaml │ ├── stream-management-api.compose-gpu.yaml │ └── stream-management-api.compose-jetson.5.1.1.yaml └── publish │ ├── README.md │ ├── arm_cpu_http.sh │ ├── cpu_http.sh │ ├── deploy_docker_image.sh │ ├── dev.sh │ ├── gpu_http.sh │ ├── gpu_udp.sh │ ├── jetson_trt_4.4.1_http.sh │ ├── jetson_trt_http.sh │ ├── jetson_trt_http_5.1.1.sh │ └── onnx_lambda.sh ├── docs ├── CNAME ├── api.md ├── contributing.md ├── cookbooks.md ├── download.md ├── enterprise │ ├── enterprise.md │ ├── manage_devices.md │ ├── parallel_processing.md │ └── stream_management_api.md ├── favicon.png ├── fine-tuned │ ├── rfdetr.md │ ├── yolonas.md │ ├── yolov10.md │ ├── yolov11.md │ ├── yolov5.md │ ├── yolov7.md │ ├── yolov8.md │ └── yolov9.md ├── foundation │ ├── about.md │ ├── clip.md │ ├── cogvlm.md │ ├── depth_estimation.md │ ├── doctr.md │ ├── florence2.md │ ├── gaze.md │ ├── grounding_dino.md │ ├── moondream2.md │ ├── owlv2.md │ ├── paligemma.md │ ├── perception_encoder.md │ ├── qwen2.5-vl.md │ ├── sam.md │ ├── sam2.md │ ├── sam3.md │ ├── smolvlm.md │ ├── trocr.md │ └── yolo_world.md ├── guides │ ├── compare-models.md │ ├── detect-small-objects.md │ └── hello-world.md ├── images │ ├── architecture │ │ ├── appliance.svg │ │ ├── microservice.svg │ │ └── pipeline.svg │ ├── macos-icon.svg │ └── windows-icon.svg ├── include │ ├── install.md │ └── model_id.md ├── index.md ├── inference_helpers │ ├── cli_commands │ │ ├── benchmark.md │ │ ├── cloud.md │ │ ├── infer.md │ │ ├── server.md │ │ └── workflows.md │ ├── inference_cli.md │ ├── inference_landing_page.md │ └── inference_sdk.md ├── inputs │ ├── images.md │ ├── index.md │ ├── industrial │ │ ├── basler.md │ │ ├── flir.md │ │ ├── index.md │ │ └── lucid.md │ ├── rtsp │ │ ├── index.md │ │ ├── reolink.md │ │ └── unifi.md │ ├── video.md │ └── webcam.md ├── install │ ├── cloud │ │ ├── aws.md │ │ ├── azure.md │ │ ├── gcp.md │ │ └── index.md │ ├── enterprise-considerations.md │ ├── index.md │ ├── jetson.md │ ├── linux.md │ ├── mac.md │ ├── minimum-requirements.md │ ├── other.md │ ├── raspberry-pi.md │ ├── using-your-new-server.md │ └── windows.md ├── javascript │ ├── cookbooks.js │ ├── init_kapa_widget.js │ └── workflows.js ├── managed │ ├── dedicated.md │ ├── index.md │ └── serverless.md ├── models.md ├── models │ └── from_local_weights.md ├── notebooks │ ├── clip_classification.ipynb │ ├── inference_pipeline_rtsp.ipynb │ ├── rgb_anomaly_detection.ipynb │ └── workflow_schema_api.ipynb ├── override │ └── outdated.html ├── quickstart │ ├── aliases.md │ ├── compatability_matrix.md │ ├── configure_api_key.md │ ├── devices.md │ ├── docker.md │ ├── docker_configuration_options.md │ ├── explore_models.md │ ├── http_inference.md │ ├── inference_101.md │ ├── inference_gpu_windows.md │ ├── inference_notebook.md │ ├── licensing.md │ ├── load_from_universe.md │ ├── roboflow_ecosystem.md │ ├── run_a_model.md │ ├── run_keypoint_detection.md │ ├── run_model_on_image.md │ ├── run_model_on_rtsp_webcam.md │ └── run_model_over_udp.md ├── resources.md ├── roboflow-logomark-white.svg ├── scripts │ ├── gen_ref_pages.py │ └── macros.py ├── server_configuration │ ├── accepted_input_formats.md │ ├── environmental_variables.md │ └── service_telemetry.md ├── start │ ├── getting-started.md │ ├── next.md │ └── overview.md ├── styles.css ├── styles │ ├── cookbooks.css │ └── workflows.css ├── understand │ ├── alternatives.md │ ├── architecture.md │ ├── features.md │ └── vocabulary.md ├── using_inference │ ├── http_api.md │ ├── inference_pipeline.md │ └── native_python_api.md ├── video-tutorials.md └── workflows │ ├── about.md │ ├── batch_processing │ ├── about.md │ ├── api_reference.md │ ├── batch_processing_swagger.json │ ├── data_staging_swagger.json │ ├── integration.md │ └── known_issues.md │ ├── blocks_bundling.md │ ├── blocks_connections.md │ ├── blocks_gallery_template.md │ ├── create_and_run.md │ ├── create_workflow_block.md │ ├── custom_python_code_blocks.md │ ├── definitions.md │ ├── execution_engine_changelog.md │ ├── gallery_index_template.md │ ├── internal_data_types.md │ ├── kinds_template.md │ ├── modes_of_running.md │ ├── schema_api.md │ ├── testing.md │ ├── understanding.md │ ├── versioning.md │ ├── video_processing │ └── overview.md │ ├── workflow_execution.md │ ├── workflows_compiler.md │ └── workflows_execution_engine.md ├── examples ├── README.md ├── camera-calibration │ ├── README.md │ └── camera-coeffs.py ├── clip-search-engine │ ├── README.md │ ├── app.py │ ├── requirements.txt │ └── templates │ │ └── index.html ├── cogvlm │ └── cogvlm_client.py ├── community │ ├── README.md │ └── fitness-gpt-coach │ │ └── Squat_Supervision_Inference_Cookbook.ipynb ├── gaze-detection │ ├── README.md │ └── gaze.py ├── inference-client │ ├── README.md │ ├── image.py │ ├── requirements.txt │ ├── udp.py │ └── video.py ├── inference-dashboard-example │ ├── README.md │ ├── main.py │ ├── requirements.txt │ └── results │ │ ├── object_counts_by_class_per_interval.csv │ │ ├── object_counts_per_interval.csv │ │ └── predictions.csv ├── new-stream-examples │ ├── README.md │ └── simple.py ├── notebooks │ ├── inference_sdk.ipynb │ ├── quickstart.ipynb │ ├── utils.py │ └── workflows.ipynb ├── paligemma │ └── paligemma_client.py ├── run_perspective_correction.py ├── sam-client │ ├── README.md │ ├── app.py │ └── requirements.txt ├── sam2 │ ├── hand.png │ └── sam2_example.py ├── stream-examples │ ├── README.md │ ├── paintwtf.py │ ├── rtsp.py │ ├── track.py │ ├── video.py │ └── webcam.py └── webrtc │ ├── README.md │ ├── webcam.py │ └── webrtc_worker.py ├── inference ├── __init__.py ├── core │ ├── LICENSE.txt │ ├── __init__.py │ ├── active_learning │ │ ├── README.md │ │ ├── __init__.py │ │ ├── accounting.py │ │ ├── batching.py │ │ ├── cache_operations.py │ │ ├── configuration.py │ │ ├── core.py │ │ ├── entities.py │ │ ├── middlewares.py │ │ ├── post_processing.py │ │ ├── samplers │ │ │ ├── __init__.py │ │ │ ├── close_to_threshold.py │ │ │ ├── contains_classes.py │ │ │ ├── number_of_detections.py │ │ │ └── random.py │ │ └── utils.py │ ├── cache │ │ ├── __init__.py │ │ ├── base.py │ │ ├── lru_cache.py │ │ ├── memory.py │ │ ├── model_artifacts.py │ │ ├── redis.py │ │ └── serializers.py │ ├── constants.py │ ├── devices │ │ ├── __init__.py │ │ └── utils.py │ ├── entities │ │ ├── __init__.py │ │ ├── common.py │ │ ├── requests │ │ │ ├── __init__.py │ │ │ ├── clip.py │ │ │ ├── doctr.py │ │ │ ├── dynamic_class_base.py │ │ │ ├── easy_ocr.py │ │ │ ├── gaze.py │ │ │ ├── groundingdino.py │ │ │ ├── inference.py │ │ │ ├── moondream2.py │ │ │ ├── owlv2.py │ │ │ ├── perception_encoder.py │ │ │ ├── sam.py │ │ │ ├── sam2.py │ │ │ ├── sam3.py │ │ │ ├── server_state.py │ │ │ ├── trocr.py │ │ │ ├── workflows.py │ │ │ └── yolo_world.py │ │ ├── responses │ │ │ ├── __init__.py │ │ │ ├── clip.py │ │ │ ├── gaze.py │ │ │ ├── groundingdino.py │ │ │ ├── inference.py │ │ │ ├── notebooks.py │ │ │ ├── ocr.py │ │ │ ├── perception_encoder.py │ │ │ ├── sam.py │ │ │ ├── sam2.py │ │ │ ├── sam3.py │ │ │ ├── server_state.py │ │ │ └── workflows.py │ │ └── types.py │ ├── env.py │ ├── exceptions.py │ ├── interfaces │ │ ├── __init__.py │ │ ├── base.py │ │ ├── camera │ │ │ ├── __init__.py │ │ │ ├── camera.py │ │ │ ├── entities.py │ │ │ ├── exceptions.py │ │ │ ├── utils.py │ │ │ └── video_source.py │ │ ├── http │ │ │ ├── __init__.py │ │ │ ├── builder │ │ │ │ ├── __init__.py │ │ │ │ ├── editor.html │ │ │ │ └── routes.py │ │ │ ├── dependencies.py │ │ │ ├── error_handlers.py │ │ │ ├── handlers │ │ │ │ ├── __init__.py │ │ │ │ └── workflows.py │ │ │ ├── http_api.py │ │ │ ├── middlewares │ │ │ │ ├── __init__.py │ │ │ │ ├── cors.py │ │ │ │ └── gzip.py │ │ │ └── orjson_utils.py │ │ ├── stream │ │ │ ├── __init__.py │ │ │ ├── entities.py │ │ │ ├── inference_pipeline.py │ │ │ ├── model_handlers │ │ │ │ ├── __init__.py │ │ │ │ ├── roboflow_models.py │ │ │ │ ├── workflows.py │ │ │ │ └── yolo_world.py │ │ │ ├── sinks.py │ │ │ ├── stream.py │ │ │ ├── utils.py │ │ │ └── watchdog.py │ │ ├── stream_manager │ │ │ ├── __init__.py │ │ │ ├── api │ │ │ │ ├── __init__.py │ │ │ │ ├── entities.py │ │ │ │ ├── errors.py │ │ │ │ └── stream_manager_client.py │ │ │ └── manager_app │ │ │ │ ├── __init__.py │ │ │ │ ├── app.py │ │ │ │ ├── communication.py │ │ │ │ ├── entities.py │ │ │ │ ├── errors.py │ │ │ │ ├── inference_pipeline_manager.py │ │ │ │ ├── serialisation.py │ │ │ │ ├── tcp_server.py │ │ │ │ └── webrtc.py │ │ ├── udp │ │ │ ├── __init__.py │ │ │ └── udp_stream.py │ │ └── webrtc_worker │ │ │ ├── __init__.py │ │ │ ├── cpu.py │ │ │ ├── entities.py │ │ │ ├── modal.py │ │ │ ├── utils.py │ │ │ ├── watchdog.py │ │ │ └── webrtc.py │ ├── logger.py │ ├── logging │ │ ├── __init__.py │ │ └── memory_handler.py │ ├── managers │ │ ├── __init__.py │ │ ├── active_learning.py │ │ ├── base.py │ │ ├── decorators │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── fixed_size_cache.py │ │ │ ├── locked_load.py │ │ │ └── logger.py │ │ ├── entities.py │ │ ├── metrics.py │ │ ├── pingback.py │ │ ├── prometheus.py │ │ └── stub_loader.py │ ├── models │ │ ├── __init__.py │ │ ├── base.py │ │ ├── classification_base.py │ │ ├── defaults.py │ │ ├── exp_adapter.py │ │ ├── instance_segmentation_base.py │ │ ├── keypoints_detection_base.py │ │ ├── object_detection_base.py │ │ ├── roboflow.py │ │ ├── stubs.py │ │ ├── types.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── batching.py │ │ │ ├── keypoints.py │ │ │ ├── onnx.py │ │ │ └── validate.py │ ├── nms.py │ ├── registries │ │ ├── __init__.py │ │ ├── base.py │ │ └── roboflow.py │ ├── roboflow_api.py │ ├── usage.py │ ├── utils │ │ ├── __init__.py │ │ ├── async_utils.py │ │ ├── container.py │ │ ├── drawing.py │ │ ├── environment.py │ │ ├── file_system.py │ │ ├── function.py │ │ ├── hash.py │ │ ├── image_utils.py │ │ ├── notebooks.py │ │ ├── onnx.py │ │ ├── postprocess.py │ │ ├── preprocess.py │ │ ├── requests.py │ │ ├── roboflow.py │ │ ├── s3.py │ │ ├── sqlite_wrapper.py │ │ ├── torchscript_guard.py │ │ ├── url_utils.py │ │ └── visualisation.py │ ├── version.py │ ├── warnings.py │ └── workflows │ │ ├── __init__.py │ │ ├── core_steps │ │ ├── __init__.py │ │ ├── analytics │ │ │ ├── __init__.py │ │ │ ├── data_aggregator │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── line_counter │ │ │ │ ├── __init__.py │ │ │ │ ├── v1.py │ │ │ │ └── v2.py │ │ │ ├── overlap │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── path_deviation │ │ │ │ ├── __init__.py │ │ │ │ ├── v1.py │ │ │ │ └── v2.py │ │ │ ├── time_in_zone │ │ │ │ ├── __init__.py │ │ │ │ ├── v1.py │ │ │ │ ├── v2.py │ │ │ │ └── v3.py │ │ │ └── velocity │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ ├── cache │ │ │ ├── __init__.py │ │ │ ├── cache_get │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── cache_set │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ └── memory_cache.py │ │ ├── classical_cv │ │ │ ├── __init__.py │ │ │ ├── camera_focus │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── contours │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── contrast_equalization │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── convert_grayscale │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── distance_measurement │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── dominant_color │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── image_blur │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── image_preprocessing │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── morphological_transformation │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── pixel_color_count │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── sift │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── sift_comparison │ │ │ │ ├── __init__.py │ │ │ │ ├── v1.py │ │ │ │ └── v2.py │ │ │ ├── size_measurement │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── template_matching │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ └── threshold │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ ├── common │ │ │ ├── __init__.py │ │ │ ├── deserializers.py │ │ │ ├── entities.py │ │ │ ├── operators.py │ │ │ ├── query_language │ │ │ │ ├── __init__.py │ │ │ │ ├── entities │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── enums.py │ │ │ │ │ ├── introspection.py │ │ │ │ │ ├── operations.py │ │ │ │ │ └── types.py │ │ │ │ ├── errors.py │ │ │ │ ├── evaluation_engine │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── core.py │ │ │ │ │ └── detection │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── geometry.py │ │ │ │ ├── introspection │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── core.py │ │ │ │ └── operations │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── booleans │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── base.py │ │ │ │ │ ├── classification_results │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── base.py │ │ │ │ │ ├── core.py │ │ │ │ │ ├── detection │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── base.py │ │ │ │ │ ├── detections │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── base.py │ │ │ │ │ ├── dictionaries │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── base.py │ │ │ │ │ ├── frame_metadata │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── base.py │ │ │ │ │ ├── generic │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── base.py │ │ │ │ │ ├── images │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── base.py │ │ │ │ │ ├── numbers │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── base.py │ │ │ │ │ ├── sequences │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── base.py │ │ │ │ │ ├── strings │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── base.py │ │ │ │ │ ├── timestamps │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── base.py │ │ │ │ │ └── utils.py │ │ │ ├── serializers.py │ │ │ ├── utils.py │ │ │ └── vlms.py │ │ ├── flow_control │ │ │ ├── __init__.py │ │ │ ├── continue_if │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── delta_filter │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ └── rate_limiter │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ ├── formatters │ │ │ ├── __init__.py │ │ │ ├── csv │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── expression │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── first_non_empty_or_default │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── json_parser │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── property_definition │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── vlm_as_classifier │ │ │ │ ├── __init__.py │ │ │ │ ├── v1.py │ │ │ │ └── v2.py │ │ │ └── vlm_as_detector │ │ │ │ ├── __init__.py │ │ │ │ ├── v1.py │ │ │ │ └── v2.py │ │ ├── fusion │ │ │ ├── __init__.py │ │ │ ├── buffer │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── detections_classes_replacement │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── detections_consensus │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── detections_stitch │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ └── dimension_collapse │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ ├── loader.py │ │ ├── math │ │ │ ├── __init__.py │ │ │ └── cosine_similarity │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ ├── models │ │ │ ├── __init__.py │ │ │ ├── foundation │ │ │ │ ├── __init__.py │ │ │ │ ├── anthropic_claude │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── v1.py │ │ │ │ │ └── v2.py │ │ │ │ ├── clip │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── v1.py │ │ │ │ ├── clip_comparison │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── v1.py │ │ │ │ │ └── v2.py │ │ │ │ ├── cog_vlm │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── v1.py │ │ │ │ ├── depth_estimation │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── v1.py │ │ │ │ ├── easy_ocr │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── v1.py │ │ │ │ ├── flex │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── inpainting │ │ │ │ │ │ └── __init__.py │ │ │ │ ├── florence2 │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── v1.py │ │ │ │ │ └── v2.py │ │ │ │ ├── gaze │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── v1.py │ │ │ │ ├── google_gemini │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── v1.py │ │ │ │ │ └── v2.py │ │ │ │ ├── google_vision_ocr │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── v1.py │ │ │ │ ├── llama_vision │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── v1.py │ │ │ │ ├── lmm │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── v1.py │ │ │ │ ├── lmm_classifier │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── v1.py │ │ │ │ ├── moondream2 │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── v1.py │ │ │ │ ├── ocr │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── v1.py │ │ │ │ ├── openai │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── v1.py │ │ │ │ │ ├── v2.py │ │ │ │ │ ├── v3.py │ │ │ │ │ └── v4.py │ │ │ │ ├── perception_encoder │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── v1.py │ │ │ │ ├── qwen │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── v1.py │ │ │ │ ├── seg_preview │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── v1.py │ │ │ │ ├── segment_anything2 │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── v1.py │ │ │ │ ├── segment_anything3 │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── v1.py │ │ │ │ │ └── v2.py │ │ │ │ ├── smolvlm │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── v1.py │ │ │ │ ├── stability_ai │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── image_gen │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── v1.py │ │ │ │ │ ├── inpainting │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── v1.py │ │ │ │ │ └── outpainting │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── v1.py │ │ │ │ └── yolo_world │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── v1.py │ │ │ ├── roboflow │ │ │ │ ├── README.md │ │ │ │ ├── __init__.py │ │ │ │ ├── instance_segmentation │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── v1.py │ │ │ │ │ └── v2.py │ │ │ │ ├── keypoint_detection │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── v1.py │ │ │ │ │ └── v2.py │ │ │ │ ├── multi_class_classification │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── v1.py │ │ │ │ │ └── v2.py │ │ │ │ ├── multi_label_classification │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── v1.py │ │ │ │ │ └── v2.py │ │ │ │ └── object_detection │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── v1.py │ │ │ │ │ └── v2.py │ │ │ └── third_party │ │ │ │ ├── __init__.py │ │ │ │ ├── barcode_detection │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ │ └── qr_code_detection │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ ├── sampling │ │ │ ├── __init__.py │ │ │ ├── identify_changes │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ └── identify_outliers │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ ├── secrets_providers │ │ │ ├── __init__.py │ │ │ └── environment_secrets_store │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ ├── sinks │ │ │ ├── __init__.py │ │ │ ├── email_notification │ │ │ │ ├── __init__.py │ │ │ │ ├── v1.py │ │ │ │ └── v2.py │ │ │ ├── local_file │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── onvif_movement │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── roboflow │ │ │ │ ├── __init__.py │ │ │ │ ├── custom_metadata │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── v1.py │ │ │ │ ├── dataset_upload │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── v1.py │ │ │ │ │ └── v2.py │ │ │ │ └── model_monitoring_inference_aggregator │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── v1.py │ │ │ ├── slack │ │ │ │ ├── __init__.py │ │ │ │ └── notification │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── v1.py │ │ │ ├── twilio │ │ │ │ ├── __init__.py │ │ │ │ └── sms │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── v1.py │ │ │ └── webhook │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ ├── trackers │ │ │ ├── __init__.py │ │ │ ├── deep_sort │ │ │ │ └── __init__.py │ │ │ └── sort │ │ │ │ └── __init__.py │ │ ├── transformations │ │ │ ├── __init__.py │ │ │ ├── absolute_static_crop │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── bounding_rect │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── byte_tracker │ │ │ │ ├── __init__.py │ │ │ │ ├── v1.py │ │ │ │ ├── v2.py │ │ │ │ └── v3.py │ │ │ ├── camera_calibration │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── detection_offset │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── detections_combine │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── detections_filter │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── detections_merge │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── detections_transformation │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── dynamic_crop │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── dynamic_zones │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── image_slicer │ │ │ │ ├── __init__.py │ │ │ │ ├── v1.py │ │ │ │ └── v2.py │ │ │ ├── perspective_correction │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── qr_code_generator │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── relative_static_crop │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── stabilize_detections │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ ├── stitch_images │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ │ └── stitch_ocr_detections │ │ │ │ ├── __init__.py │ │ │ │ └── v1.py │ │ └── visualizations │ │ │ ├── __init__.py │ │ │ ├── background_color │ │ │ ├── __init__.py │ │ │ └── v1.py │ │ │ ├── blur │ │ │ ├── __init__.py │ │ │ └── v1.py │ │ │ ├── bounding_box │ │ │ ├── __init__.py │ │ │ └── v1.py │ │ │ ├── circle │ │ │ ├── __init__.py │ │ │ └── v1.py │ │ │ ├── classification_label │ │ │ ├── __init__.py │ │ │ └── v1.py │ │ │ ├── color │ │ │ ├── __init__.py │ │ │ └── v1.py │ │ │ ├── common │ │ │ ├── __init__.py │ │ │ ├── annotators │ │ │ │ ├── __init__.py │ │ │ │ ├── background_color.py │ │ │ │ ├── halo.py │ │ │ │ ├── model_comparison.py │ │ │ │ └── polygon.py │ │ │ ├── base.py │ │ │ ├── base_colorable.py │ │ │ └── utils.py │ │ │ ├── corner │ │ │ ├── __init__.py │ │ │ └── v1.py │ │ │ ├── crop │ │ │ ├── __init__.py │ │ │ └── v1.py │ │ │ ├── dot │ │ │ ├── __init__.py │ │ │ └── v1.py │ │ │ ├── ellipse │ │ │ ├── __init__.py │ │ │ └── v1.py │ │ │ ├── grid │ │ │ ├── __init__.py │ │ │ └── v1.py │ │ │ ├── halo │ │ │ ├── __init__.py │ │ │ └── v1.py │ │ │ ├── icon │ │ │ ├── __init__.py │ │ │ └── v1.py │ │ │ ├── keypoint │ │ │ ├── __init__.py │ │ │ └── v1.py │ │ │ ├── label │ │ │ ├── __init__.py │ │ │ └── v1.py │ │ │ ├── line_zone │ │ │ ├── __init__.py │ │ │ └── v1.py │ │ │ ├── mask │ │ │ ├── __init__.py │ │ │ └── v1.py │ │ │ ├── model_comparison │ │ │ ├── __init__.py │ │ │ └── v1.py │ │ │ ├── pixelate │ │ │ ├── __init__.py │ │ │ └── v1.py │ │ │ ├── polygon │ │ │ ├── __init__.py │ │ │ └── v1.py │ │ │ ├── polygon_zone │ │ │ ├── __init__.py │ │ │ └── v1.py │ │ │ ├── reference_path │ │ │ ├── __init__.py │ │ │ └── v1.py │ │ │ ├── trace │ │ │ ├── __init__.py │ │ │ └── v1.py │ │ │ └── triangle │ │ │ ├── __init__.py │ │ │ └── v1.py │ │ ├── errors.py │ │ ├── execution_engine │ │ ├── __init__.py │ │ ├── constants.py │ │ ├── core.py │ │ ├── entities │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── engine.py │ │ │ └── types.py │ │ ├── introspection │ │ │ ├── __init__.py │ │ │ ├── blocks_loader.py │ │ │ ├── connections_discovery.py │ │ │ ├── entities.py │ │ │ ├── schema_parser.py │ │ │ ├── selectors_parser.py │ │ │ └── utils.py │ │ ├── profiling │ │ │ ├── __init__.py │ │ │ └── core.py │ │ └── v1 │ │ │ ├── __init__.py │ │ │ ├── compiler │ │ │ ├── __init__.py │ │ │ ├── cache.py │ │ │ ├── core.py │ │ │ ├── entities.py │ │ │ ├── graph_constructor.py │ │ │ ├── graph_traversal.py │ │ │ ├── reference_type_checker.py │ │ │ ├── steps_initialiser.py │ │ │ ├── syntactic_parser.py │ │ │ ├── utils.py │ │ │ └── validator.py │ │ │ ├── core.py │ │ │ ├── debugger │ │ │ ├── __init__.py │ │ │ └── core.py │ │ │ ├── dynamic_blocks │ │ │ ├── __init__.py │ │ │ ├── block_assembler.py │ │ │ ├── block_scaffolding.py │ │ │ ├── entities.py │ │ │ └── modal_executor.py │ │ │ ├── entities.py │ │ │ ├── executor │ │ │ ├── __init__.py │ │ │ ├── core.py │ │ │ ├── execution_data_manager │ │ │ │ ├── __init__.py │ │ │ │ ├── branching_manager.py │ │ │ │ ├── dynamic_batches_manager.py │ │ │ │ ├── execution_cache.py │ │ │ │ ├── manager.py │ │ │ │ └── step_input_assembler.py │ │ │ ├── flow_coordinator.py │ │ │ ├── output_constructor.py │ │ │ ├── runtime_input_assembler.py │ │ │ ├── runtime_input_validator.py │ │ │ └── utils.py │ │ │ ├── introspection │ │ │ ├── __init__.py │ │ │ ├── inputs_discovery.py │ │ │ ├── kinds_schemas.py │ │ │ ├── kinds_schemas_register.py │ │ │ ├── outputs_discovery.py │ │ │ └── types_discovery.py │ │ │ └── step_error_handlers.py │ │ └── prototypes │ │ ├── __init__.py │ │ └── block.py ├── enterprise │ ├── LICENSE.txt │ ├── __init__.py │ ├── helm-chart │ │ ├── .dockerignore │ │ ├── README.md │ │ └── roboflow-inference-server │ │ │ ├── .helmignore │ │ │ ├── Chart.yaml │ │ │ ├── templates │ │ │ ├── NOTES.txt │ │ │ ├── _helpers.tpl │ │ │ ├── deployment.yaml │ │ │ ├── hpa.yaml │ │ │ ├── ingress.yaml │ │ │ ├── service.yaml │ │ │ ├── serviceaccount.yaml │ │ │ └── tests │ │ │ │ └── test-connection.yaml │ │ │ ├── values-cpu.yaml │ │ │ └── values-gpu.yaml │ ├── parallel │ │ ├── README.md │ │ ├── __init__.py │ │ ├── build.sh │ │ ├── celeryconfig.py │ │ ├── dispatch_manager.py │ │ ├── entrypoint.py │ │ ├── infer.py │ │ ├── parallel_http_api.py │ │ ├── parallel_http_config.py │ │ ├── run.sh │ │ ├── tasks.py │ │ └── utils.py │ ├── stream_management │ │ ├── __init__.py │ │ ├── api │ │ │ ├── __init__.py │ │ │ ├── app.py │ │ │ ├── entities.py │ │ │ ├── errors.py │ │ │ └── stream_manager_client.py │ │ └── manager │ │ │ ├── __init__.py │ │ │ ├── app.py │ │ │ ├── communication.py │ │ │ ├── entities.py │ │ │ ├── errors.py │ │ │ ├── inference_pipeline_manager.py │ │ │ ├── serialisation.py │ │ │ └── tcp_server.py │ └── workflows │ │ ├── __init__.py │ │ └── enterprise_blocks │ │ ├── __init__.py │ │ ├── loader.py │ │ └── sinks │ │ ├── PLC_modbus │ │ ├── __init__.py │ │ └── v1.py │ │ ├── PLCethernetIP │ │ ├── __init__.py │ │ └── v1.py │ │ ├── __init__.py │ │ ├── microsoft_sql_server │ │ ├── __init__.py │ │ └── v1.py │ │ ├── mqtt_writer │ │ ├── __init__.py │ │ └── v1.py │ │ └── opc_writer │ │ ├── __init__.py │ │ └── v1.py ├── landing │ ├── .eslintrc.json │ ├── .gitignore │ ├── README.md │ ├── next.config.js │ ├── out │ │ ├── 404.html │ │ ├── _next │ │ │ └── static │ │ │ │ ├── SgXx42Y2eJpr5zfZbcgbV │ │ │ │ ├── _buildManifest.js │ │ │ │ └── _ssgManifest.js │ │ │ │ ├── chunks │ │ │ │ ├── 41-f57cde341a5ea650.js │ │ │ │ ├── 4bd1b696-2d14aed30f780de7.js │ │ │ │ ├── 684-42be4f20f088171f.js │ │ │ │ ├── app │ │ │ │ │ ├── _not-found │ │ │ │ │ │ └── page-da10007f1625fcc9.js │ │ │ │ │ ├── dashboard │ │ │ │ │ │ └── page-0237a5f7b4370ed2.js │ │ │ │ │ ├── layout-401ee92ed03edb85.js │ │ │ │ │ ├── notebook-instructions │ │ │ │ │ │ └── page-93c2852fc0b08c77.js │ │ │ │ │ └── page-76fa5b457d163975.js │ │ │ │ ├── framework-6d868e9bc95e10d8.js │ │ │ │ ├── main-1d87bab2753a5c1c.js │ │ │ │ ├── main-app-7d23ea71a78b2c0b.js │ │ │ │ ├── pages │ │ │ │ │ ├── _app-da15c11dea942c36.js │ │ │ │ │ └── _error-cc3f077a18ea1793.js │ │ │ │ ├── polyfills-42372ed130431b0a.js │ │ │ │ └── webpack-6fad9ab7f11d8a99.js │ │ │ │ ├── css │ │ │ │ ├── 091e6f363e157929.css │ │ │ │ └── 494028deb9daec18.css │ │ │ │ └── media │ │ │ │ ├── 0ea4f4df910e6120-s.woff2 │ │ │ │ ├── 1f160ec2cb9962ef-s.woff2 │ │ │ │ ├── 26a46d62cd723877-s.woff2 │ │ │ │ ├── 55c55f0601d81cf3-s.woff2 │ │ │ │ ├── 581909926a08bbc8-s.woff2 │ │ │ │ ├── 739c2d8941231bb4-s.p.woff2 │ │ │ │ ├── 8e9860b6e62d6359-s.woff2 │ │ │ │ ├── 97e0cb1ae144a2a9-s.woff2 │ │ │ │ ├── ad8a7e2c3c2c120b-s.woff2 │ │ │ │ ├── cde148027b808b99-s.woff2 │ │ │ │ ├── df0a9ae256c0569c-s.woff2 │ │ │ │ ├── e4af272ccee01ff0-s.p.woff2 │ │ │ │ └── e61ae719f7cc4155-s.woff2 │ │ ├── dashboard.html │ │ ├── dashboard.txt │ │ ├── favicon.ico │ │ ├── index.html │ │ ├── index.txt │ │ ├── notebook-instructions.html │ │ ├── notebook-instructions.txt │ │ └── static │ │ │ ├── boat.svg │ │ │ ├── car.svg │ │ │ ├── cone.svg │ │ │ ├── gradient-bg.webp │ │ │ ├── header-bg.webp │ │ │ ├── icon.png │ │ │ ├── roboflow_full_logo_color.svg │ │ │ └── trash.svg │ ├── package-lock.json │ ├── package.json │ ├── postcss.config.js │ ├── public │ │ ├── favicon.ico │ │ └── static │ │ │ ├── boat.svg │ │ │ ├── car.svg │ │ │ ├── cone.svg │ │ │ ├── gradient-bg.webp │ │ │ ├── header-bg.webp │ │ │ ├── icon.png │ │ │ ├── roboflow_full_logo_color.svg │ │ │ └── trash.svg │ ├── src │ │ └── app │ │ │ ├── components │ │ │ ├── Examples.tsx │ │ │ ├── exampleLink.tsx │ │ │ └── headerLink.tsx │ │ │ ├── dashboard │ │ │ ├── components │ │ │ │ ├── BaseDashboardCard.tsx │ │ │ │ ├── ErrorBanner.tsx │ │ │ │ ├── LogViewerCard.tsx │ │ │ │ ├── ModelsCard.tsx │ │ │ │ ├── QuickActions.tsx │ │ │ │ ├── RequestStatsCard.tsx │ │ │ │ └── ServerStatusCard.tsx │ │ │ ├── hooks │ │ │ │ ├── useAutoRefresh.ts │ │ │ │ ├── useLogsData.ts │ │ │ │ ├── useMetricsData.ts │ │ │ │ ├── useModelsData.ts │ │ │ │ └── useServerData.ts │ │ │ ├── page.tsx │ │ │ └── types.ts │ │ │ ├── fonts.tsx │ │ │ ├── globals.css │ │ │ ├── layout.tsx │ │ │ ├── notebook-instructions │ │ │ └── page.tsx │ │ │ └── page.tsx │ ├── tailwind.config.ts │ └── tsconfig.json ├── models │ ├── README.md │ ├── __init__.py │ ├── aliases.py │ ├── clip │ │ ├── LICENSE.txt │ │ ├── __init__.py │ │ └── clip_model.py │ ├── depth_estimation │ │ ├── LICENSE.txt │ │ ├── __init__.py │ │ └── depthestimation.py │ ├── dinov3 │ │ ├── LICENSE.txt │ │ ├── __init__.py │ │ └── dinov3_classification.py │ ├── doctr │ │ ├── LICENSE.txt │ │ ├── __init__.py │ │ └── doctr_model.py │ ├── easy_ocr │ │ ├── LICENSE.txt │ │ ├── __init__.py │ │ └── easy_ocr.py │ ├── florence2 │ │ ├── LICENSE.txt │ │ ├── __init__.py │ │ ├── florence2.py │ │ └── utils.py │ ├── gaze │ │ ├── CopyrightNotice.txt │ │ ├── LICENSE_l2cs.txt │ │ ├── LICENSE_mediapipe.txt │ │ ├── __init__.py │ │ ├── gaze.py │ │ └── l2cs.py │ ├── grounding_dino │ │ ├── LICENSE.txt │ │ ├── __init__.py │ │ └── grounding_dino.py │ ├── moondream2 │ │ ├── LICENSE.txt │ │ ├── __init__.py │ │ └── moondream2.py │ ├── owlv2 │ │ ├── LICENSE.txt │ │ ├── __init__.py │ │ └── owlv2.py │ ├── paligemma │ │ ├── LICENSE.code.txt │ │ ├── LICENSE.weights.txt │ │ ├── __init__.py │ │ └── paligemma.py │ ├── perception_encoder │ │ ├── LICENSE │ │ ├── __init__.py │ │ ├── perception_encoder.py │ │ └── vision_encoder │ │ │ ├── __init__.py │ │ │ ├── bpe_simple_vocab_16e6.txt.gz │ │ │ ├── config.py │ │ │ ├── pe.py │ │ │ ├── rope.py │ │ │ ├── tokenizer.py │ │ │ └── transforms.py │ ├── qwen25vl │ │ ├── LICENSE.txt │ │ ├── __init__.py │ │ └── qwen25vl.py │ ├── resnet │ │ ├── LICENSE.txt │ │ ├── __init__.py │ │ └── resnet_classification.py │ ├── rfdetr │ │ ├── LICENSE.txt │ │ ├── __init__.py │ │ ├── rfdetr.py │ │ └── rfdetr_exp.py │ ├── sam │ │ ├── LICENSE.txt │ │ ├── __init__.py │ │ └── segment_anything.py │ ├── sam2 │ │ ├── LICENSE.txt │ │ ├── __init__.py │ │ └── segment_anything2.py │ ├── sam3 │ │ ├── LICENSE.txt │ │ ├── __init__.py │ │ ├── segment_anything3.py │ │ └── visual_segmentation.py │ ├── smolvlm │ │ ├── LICENSE.txt │ │ ├── __init__.py │ │ └── smolvlm.py │ ├── transformers │ │ ├── LICENSE.txt │ │ ├── __init__.py │ │ └── transformers.py │ ├── trocr │ │ ├── LICENSE.txt │ │ ├── __init__.py │ │ └── trocr.py │ ├── utils.py │ ├── vit │ │ ├── LICENSE.txt │ │ ├── __init__.py │ │ └── vit_classification.py │ ├── yolact │ │ ├── LICENSE.txt │ │ ├── __init__.py │ │ └── yolact_instance_segmentation.py │ ├── yolo_world │ │ ├── COPYRIGHT.txt │ │ ├── LICENSE.txt │ │ ├── __init__.py │ │ └── yolo_world.py │ ├── yolonas │ │ ├── LICENSE.txt │ │ ├── __init__.py │ │ └── yolonas_object_detection.py │ ├── yolov10 │ │ ├── LICENSE.txt │ │ ├── __init__.py │ │ └── yolov10_object_detection.py │ ├── yolov11 │ │ ├── LICENSE.txt │ │ ├── __init__.py │ │ ├── yolov11_instance_segmentation.py │ │ ├── yolov11_keypoints_detection.py │ │ └── yolov11_object_detection.py │ ├── yolov12 │ │ ├── LICENSE.txt │ │ ├── __init__.py │ │ └── yolov12_object_detection.py │ ├── yolov5 │ │ ├── LICENSE.txt │ │ ├── __init__.py │ │ ├── yolov5_instance_segmentation.py │ │ └── yolov5_object_detection.py │ ├── yolov7 │ │ ├── LICENSE.txt │ │ ├── __init__.py │ │ └── yolov7_instance_segmentation.py │ ├── yolov8 │ │ ├── LICENSE.txt │ │ ├── __init__.py │ │ ├── yolov8_classification.py │ │ ├── yolov8_instance_segmentation.py │ │ ├── yolov8_keypoints_detection.py │ │ ├── yolov8_object_detection.py │ │ └── yolov8_object_detection_exp.py │ └── yolov9 │ │ ├── LICENSE.txt │ │ ├── __init__.py │ │ └── yolov9_object_detection.py └── usage_tracking │ ├── __init__.py │ ├── collector.py │ ├── config.py │ ├── decorator_helpers.py │ ├── payload_helpers.py │ ├── plan_details.py │ ├── redis_queue.py │ ├── sqlite_queue.py │ └── utils.py ├── inference_cli ├── README.md ├── __init__.py ├── benchmark.py ├── cloud.py ├── configs │ ├── bounding_boxes.yml │ ├── bounding_boxes_tracing.yml │ ├── masks.yml │ └── polygons.yml ├── lib │ ├── __init__.py │ ├── benchmark │ │ ├── __init__.py │ │ ├── api_speed.py │ │ ├── dataset.py │ │ ├── inference_experimental_speed.py │ │ ├── platform.py │ │ ├── python_package_speed.py │ │ └── results_gathering.py │ ├── benchmark_adapter.py │ ├── cloud_adapter.py │ ├── container_adapter.py │ ├── env.py │ ├── exceptions.py │ ├── infer_adapter.py │ ├── logger.py │ ├── roboflow_cloud │ │ ├── __init__.py │ │ ├── batch_processing │ │ │ ├── __init__.py │ │ │ ├── api_operations.py │ │ │ ├── core.py │ │ │ └── entities.py │ │ ├── common.py │ │ ├── config.py │ │ ├── core.py │ │ ├── data_staging │ │ │ ├── __init__.py │ │ │ ├── api_operations.py │ │ │ ├── core.py │ │ │ └── entities.py │ │ └── errors.py │ ├── tunnel_adapter.py │ ├── utils.py │ └── workflows │ │ ├── __init__.py │ │ ├── common.py │ │ ├── core.py │ │ ├── entities.py │ │ ├── local_image_adapter.py │ │ ├── remote_image_adapter.py │ │ └── video_adapter.py ├── main.py ├── server.py └── workflows.py ├── inference_experimental ├── .dockerignore ├── README.md ├── development │ ├── __init__.py │ ├── compilation │ │ ├── __init__.py │ │ ├── core.py │ │ └── engine_builder.py │ ├── compile_all.py │ ├── compile_large.py │ ├── compile_medium.py │ ├── compile_rfdetr.py │ ├── compile_small.py │ ├── converters │ │ └── convert_florence2_original_pytorch_to_hf.py │ ├── prediction │ │ ├── __init__.py │ │ ├── dataset.py │ │ ├── predict_from_inference.py │ │ ├── predict_from_ultralytics.py │ │ ├── serialization.py │ │ └── speed_test.py │ └── profiling │ │ ├── __init__.py │ │ ├── profile_new_rfdetr.py │ │ ├── profile_new_yolov8.py │ │ ├── profile_new_yolov8_instance_seg_trt.py │ │ ├── profile_new_yolov8_trt.py │ │ └── profile_old_inference.py ├── dockerfiles │ ├── build_scripts │ │ └── compile_opencv_jetpack_6.sh │ ├── jp51.cu114.core.dockerfile │ ├── jp61.cu126.base.dockerfile │ ├── x86.cpu.base.dockerfile │ ├── x86.cu118.base.dockerfile │ ├── x86.cu124.base.dockerfile │ ├── x86.cu126.base.dockerfile │ └── x86.cu128.base.dockerfile ├── inference_exp │ ├── __init__.py │ ├── configuration.py │ ├── constants.py │ ├── ensembles │ │ ├── __init__.py │ │ └── face_and_gaze_detection │ │ │ ├── CopyrightNotice.txt │ │ │ ├── __init__.py │ │ │ └── mediapipe_l2cs.py │ ├── entities.py │ ├── errors.py │ ├── logger.py │ ├── models │ │ ├── __init__.py │ │ ├── auto_loaders │ │ │ ├── __init__.py │ │ │ ├── auto_negotiation.py │ │ │ ├── auto_resolution_cache.py │ │ │ ├── constants.py │ │ │ ├── core.py │ │ │ ├── entities.py │ │ │ ├── models_registry.py │ │ │ ├── presentation_utils.py │ │ │ ├── ranking.py │ │ │ ├── storage_manager.py │ │ │ └── utils.py │ │ ├── base │ │ │ ├── __init__.py │ │ │ ├── classification.py │ │ │ ├── depth_estimation.py │ │ │ ├── documents_parsing.py │ │ │ ├── embeddings.py │ │ │ ├── instance_segmentation.py │ │ │ ├── keypoints_detection.py │ │ │ ├── object_detection.py │ │ │ ├── semantic_segmentation.py │ │ │ └── types.py │ │ ├── clip │ │ │ ├── LICENSE.txt │ │ │ ├── __init__.py │ │ │ ├── clip_onnx.py │ │ │ ├── clip_pytorch.py │ │ │ └── preprocessing.py │ │ ├── common │ │ │ ├── __init__.py │ │ │ ├── cuda.py │ │ │ ├── model_packages.py │ │ │ ├── onnx.py │ │ │ ├── roboflow │ │ │ │ ├── __init__.py │ │ │ │ ├── model_packages.py │ │ │ │ ├── post_processing.py │ │ │ │ └── pre_processing.py │ │ │ ├── torch.py │ │ │ └── trt.py │ │ ├── deep_lab_v3_plus │ │ │ ├── __init__.py │ │ │ ├── deep_lab_v3_plus_segmentation_onnx.py │ │ │ ├── deep_lab_v3_plus_segmentation_torch.py │ │ │ └── deep_lab_v3_plus_segmentation_trt.py │ │ ├── depth_anything_v2 │ │ │ ├── LICENSE.txt │ │ │ ├── __init__.py │ │ │ └── depth_anything_v2_hf.py │ │ ├── doctr │ │ │ ├── LICENSE.txt │ │ │ ├── __init__.py │ │ │ └── doctr_torch.py │ │ ├── easy_ocr │ │ │ ├── LICENSE.txt │ │ │ ├── __init__.py │ │ │ └── easy_ocr_torch.py │ │ ├── florence2 │ │ │ ├── LICENSE.txt │ │ │ ├── __init__.py │ │ │ └── florence2_hf.py │ │ ├── grounding_dino │ │ │ ├── LICENSE.txt │ │ │ ├── __init__.py │ │ │ └── grounding_dino_torch.py │ │ ├── l2cs │ │ │ ├── LICENSE_l2cs.txt │ │ │ ├── __init__.py │ │ │ └── l2cs_onnx.py │ │ ├── mediapipe_face_detection │ │ │ ├── LICENSE_mediapipe.txt │ │ │ ├── __init__.py │ │ │ └── face_detection.py │ │ ├── moondream2 │ │ │ ├── LICENSE.txt │ │ │ ├── __init__.py │ │ │ └── moondream2_hf.py │ │ ├── paligemma │ │ │ ├── LICENSE.code.txt │ │ │ ├── LICENSE.weights.txt │ │ │ ├── __init__.py │ │ │ └── paligemma_hf.py │ │ ├── perception_encoder │ │ │ ├── __init__.py │ │ │ ├── perception_encoder_pytorch.py │ │ │ └── vision_encoder │ │ │ │ ├── LICENSE.code.txt │ │ │ │ ├── LICENSE.weigths.txt │ │ │ │ ├── __init__.py │ │ │ │ ├── bpe_simple_vocab_16e6.txt.gz │ │ │ │ ├── config.py │ │ │ │ ├── pe.py │ │ │ │ ├── rope.py │ │ │ │ ├── tokenizer.py │ │ │ │ └── transforms.py │ │ ├── qwen25vl │ │ │ ├── __init__.py │ │ │ └── qwen25vl_hf.py │ │ ├── resnet │ │ │ ├── LICENSE.txt │ │ │ ├── __init__.py │ │ │ ├── resnet_classification_onnx.py │ │ │ ├── resnet_classification_torch.py │ │ │ └── resnet_classification_trt.py │ │ ├── rfdetr │ │ │ ├── LICENSE.txt │ │ │ ├── __init__.py │ │ │ ├── backbone_builder.py │ │ │ ├── class_remapping.py │ │ │ ├── common.py │ │ │ ├── default_labels.py │ │ │ ├── dinov2_configs │ │ │ │ ├── dinov2_base.json │ │ │ │ ├── dinov2_large.json │ │ │ │ ├── dinov2_small.json │ │ │ │ ├── dinov2_with_registers_base.json │ │ │ │ ├── dinov2_with_registers_large.json │ │ │ │ └── dinov2_with_registers_small.json │ │ │ ├── dinov2_with_windowed_attn.py │ │ │ ├── misc.py │ │ │ ├── ms_deform_attn.py │ │ │ ├── ms_deform_attn_func.py │ │ │ ├── position_encoding.py │ │ │ ├── post_processor.py │ │ │ ├── projector.py │ │ │ ├── rfdetr_backbone_pytorch.py │ │ │ ├── rfdetr_base_pytorch.py │ │ │ ├── rfdetr_instance_segmentation_onnx.py │ │ │ ├── rfdetr_instance_segmentation_pytorch.py │ │ │ ├── rfdetr_instance_segmentation_trt.py │ │ │ ├── rfdetr_object_detection_onnx.py │ │ │ ├── rfdetr_object_detection_pytorch.py │ │ │ ├── rfdetr_object_detection_trt.py │ │ │ ├── segmentation_head.py │ │ │ └── transformer.py │ │ ├── sam2_rt │ │ │ ├── LICENSE │ │ │ ├── LICENSE_cctorch │ │ │ ├── README.md │ │ │ ├── __init__.py │ │ │ └── sam2_pytorch.py │ │ ├── smolvlm │ │ │ ├── LICENSE.txt │ │ │ ├── __init__.py │ │ │ └── smolvlm_hf.py │ │ ├── trocr │ │ │ ├── LICENSE.txt │ │ │ ├── __init__.py │ │ │ └── trocr_hf.py │ │ ├── vit │ │ │ ├── LICENSE.txt │ │ │ ├── __init__.py │ │ │ ├── vit_classification_huggingface.py │ │ │ ├── vit_classification_onnx.py │ │ │ └── vit_classification_trt.py │ │ ├── yolact │ │ │ ├── __init__.py │ │ │ ├── yolact_instance_segmentation_onnx.py │ │ │ └── yolact_instance_segmentation_trt.py │ │ ├── yolo_world │ │ │ └── __init__.py │ │ ├── yolonas │ │ │ ├── LICENSE.txt │ │ │ ├── __init__.py │ │ │ ├── nms.py │ │ │ ├── yolonas_object_detection_onnx.py │ │ │ └── yolonas_object_detection_trt.py │ │ ├── yolov10 │ │ │ ├── LICENSE.txt │ │ │ ├── __init__.py │ │ │ ├── yolov10_object_detection_onnx.py │ │ │ └── yolov10_object_detection_trt.py │ │ ├── yolov11 │ │ │ ├── LICENSE.txt │ │ │ ├── __init__.py │ │ │ ├── yolov11_onnx.py │ │ │ ├── yolov11_torch_script.py │ │ │ └── yolov11_trt.py │ │ ├── yolov12 │ │ │ ├── LICENSE.txt │ │ │ ├── __init__.py │ │ │ ├── yolov12_onnx.py │ │ │ ├── yolov12_torch_script.py │ │ │ └── yolov12_trt.py │ │ ├── yolov5 │ │ │ ├── LICENSE.txt │ │ │ ├── __init__.py │ │ │ ├── nms.py │ │ │ ├── yolov5_instance_segmentation_onnx.py │ │ │ ├── yolov5_instance_segmentation_trt.py │ │ │ ├── yolov5_object_detection_onnx.py │ │ │ └── yolov5_object_detection_trt.py │ │ ├── yolov7 │ │ │ ├── LICENSE.txt │ │ │ ├── __init__.py │ │ │ ├── yolov7_instance_segmentation_onnx.py │ │ │ └── yolov7_instance_segmentation_trt.py │ │ ├── yolov8 │ │ │ ├── LICENSE.txt │ │ │ ├── __init__.py │ │ │ ├── yolov8_classification_onnx.py │ │ │ ├── yolov8_instance_segmentation_onnx.py │ │ │ ├── yolov8_instance_segmentation_torch_script.py │ │ │ ├── yolov8_instance_segmentation_trt.py │ │ │ ├── yolov8_key_points_detection_onnx.py │ │ │ ├── yolov8_key_points_detection_torch_script.py │ │ │ ├── yolov8_key_points_detection_trt.py │ │ │ ├── yolov8_object_detection_onnx.py │ │ │ ├── yolov8_object_detection_torch_script.py │ │ │ └── yolov8_object_detection_trt.py │ │ └── yolov9 │ │ │ ├── LICENSE.txt │ │ │ ├── __init__.py │ │ │ ├── yolov9_onnx.py │ │ │ ├── yolov9_torch_script.py │ │ │ └── yolov9_trt.py │ ├── runtime_introspection │ │ ├── __init__.py │ │ └── core.py │ ├── utils │ │ ├── __init__.py │ │ ├── download.py │ │ ├── environment.py │ │ ├── file_system.py │ │ ├── hashing.py │ │ ├── imports.py │ │ └── onnx_introspection.py │ └── weights_providers │ │ ├── __init__.py │ │ ├── core.py │ │ ├── entities.py │ │ └── roboflow.py ├── pyproject.toml ├── pytest.ini ├── tests │ ├── __init__.py │ ├── e2e_platform_tests │ │ ├── __init__.py │ │ ├── conftest.py │ │ ├── test_clip_e2e.py │ │ ├── test_depth_anything_v2.py │ │ ├── test_doctr_e2e.py │ │ ├── test_easy_ocr_e2e.py │ │ ├── test_florence2_e2e.py │ │ ├── test_moondream2_e2e.py │ │ ├── test_paligemma_e2e.py │ │ ├── test_perception_encoder_e2e.py │ │ ├── test_qwen25vl_e2e.py │ │ ├── test_smolvlm_e2e.py │ │ └── test_trocr_e2e.py │ ├── integration_tests │ │ ├── __init__.py │ │ ├── basic_library_features │ │ │ ├── __init__.py │ │ │ ├── conftest.py │ │ │ ├── test_auto_model.py │ │ │ ├── test_auto_resolution_cache.py │ │ │ ├── test_download.py │ │ │ └── test_modules │ │ │ │ └── example_model │ │ │ │ ├── model.py │ │ │ │ └── model_config.json │ │ ├── conftest.py │ │ ├── extras_tests │ │ │ ├── __init__.py │ │ │ ├── onnx │ │ │ │ ├── __init__.py │ │ │ │ ├── test_model_registry_resolution.py │ │ │ │ └── test_models_imports.py │ │ │ └── trt │ │ │ │ ├── __init__.py │ │ │ │ ├── test_model_registry_resolution.py │ │ │ │ └── test_models_import.py │ │ └── models │ │ │ ├── __init__.py │ │ │ ├── conftest.py │ │ │ ├── test_clip_predictions.py │ │ │ ├── test_clip_preprocessing.py │ │ │ ├── test_deep_lab_v3_segmentation_predictions_onnx.py │ │ │ ├── test_deep_lab_v3_segmentation_predictions_torch.py │ │ │ ├── test_depth_anything_v2_predictions.py │ │ │ ├── test_doctr_predictions.py │ │ │ ├── test_easy_ocr_predictions.py │ │ │ ├── test_florence2_predictions.py │ │ │ ├── test_florence2_preprocessing.py │ │ │ ├── test_moondream2_predictions.py │ │ │ ├── test_paligemma_predictions.py │ │ │ ├── test_paligemma_preprocessing.py │ │ │ ├── test_perception_encoder_predictions.py │ │ │ ├── test_perception_encoder_preprocessing.py │ │ │ ├── test_qwen25vl_predictions.py │ │ │ ├── test_qwen25vl_preprocessing.py │ │ │ ├── test_resnet_classifier_predictions_onnx.py │ │ │ ├── test_resnet_classifier_predictions_torch.py │ │ │ ├── test_rfdetr_predictions_onnx.py │ │ │ ├── test_rfdetr_predictions_torch.py │ │ │ ├── test_rfdetr_seg_predictions_onnx.py │ │ │ ├── test_rfdetr_seg_predictions_torch.py │ │ │ ├── test_smolvlm_predictions.py │ │ │ ├── test_smolvlm_preprocessing.py │ │ │ ├── test_trocr_predictions.py │ │ │ ├── test_vit_classifier_predictions_onnx.py │ │ │ ├── test_vit_classifier_predictions_torch.py │ │ │ ├── test_yolact_instance_segmentation_predictions_onnx.py │ │ │ ├── test_yolonas_predictions.py │ │ │ ├── test_yolov5_instance_segmentation_predictions_onnx.py │ │ │ ├── test_yolov5_object_detection_predictions_onnx.py │ │ │ ├── test_yolov7_instance_segmentation_predictions_onnx.py │ │ │ ├── test_yolov8_cls_predictions_onnx.py │ │ │ ├── test_yolov8_instance_segmentation_predictions_onnx.py │ │ │ ├── test_yolov8_instance_segmentation_predictions_torch.py │ │ │ ├── test_yolov8_keypoints_detection_predictions_onnx.py │ │ │ ├── test_yolov8_keypoints_detection_predictions_torch.py │ │ │ ├── test_yolov8_object_detection_predictions_onnx.py │ │ │ └── test_yolov8_object_detection_predictions_torch.py │ └── unit_tests │ │ ├── __init__.py │ │ ├── models │ │ ├── __init__.py │ │ ├── auto_loaders │ │ │ ├── __init__.py │ │ │ ├── conftest.py │ │ │ ├── test_auto_negotiation.py │ │ │ ├── test_core.py │ │ │ ├── test_model_registry.py │ │ │ ├── test_modules │ │ │ │ ├── broken_module.py │ │ │ │ ├── example_model │ │ │ │ │ ├── model.py │ │ │ │ │ └── model_config.json │ │ │ │ ├── example_model_configs │ │ │ │ │ ├── full_config.json │ │ │ │ │ ├── model_config_unknown_backend.json │ │ │ │ │ ├── not_a_dict_inside.json │ │ │ │ │ └── not_a_json_config.txt │ │ │ │ ├── example_module.py │ │ │ │ └── example_non_python_file.txt │ │ │ ├── test_ranking.py │ │ │ └── test_utils.py │ │ └── common │ │ │ ├── __init__.py │ │ │ ├── assets │ │ │ └── example_package │ │ │ │ ├── file_1.txt │ │ │ │ └── file_2.txt │ │ │ ├── conftest.py │ │ │ ├── roboflow │ │ │ ├── __init__.py │ │ │ ├── assets │ │ │ │ ├── class_names_empty.txt │ │ │ │ ├── class_names_valid.txt │ │ │ │ ├── empty_environment.json │ │ │ │ ├── empty_key_points_metadata.json │ │ │ │ ├── empty_trt_config.json │ │ │ │ ├── env_with_class_map.json │ │ │ │ ├── env_with_malformed_class_map.json │ │ │ │ ├── env_with_malformed_class_map_index.json │ │ │ │ ├── env_without_class_map.json │ │ │ │ ├── environment_resize_invalid_dimensions.json │ │ │ │ ├── environment_resize_invalid_format.json │ │ │ │ ├── environment_resize_without_dimensions.json │ │ │ │ ├── environment_resize_without_format.json │ │ │ │ ├── environment_with_not_a_json_preprocessing.json │ │ │ │ ├── environment_without_preprocessing.json │ │ │ │ ├── inference_config_invalid_class_names_operations.json │ │ │ │ ├── inference_config_invalid_forward_pass_config.json │ │ │ │ ├── inference_config_invalid_image_pre_processing.json │ │ │ │ ├── inference_config_invalid_network_input.json │ │ │ │ ├── inference_config_invalid_post_processing_config.json │ │ │ │ ├── inference_config_missing_network_input.json │ │ │ │ ├── inference_config_valid_config.json │ │ │ │ ├── json_without_dict.json │ │ │ │ ├── key_points_metadata_which_is_not_a_list.json │ │ │ │ ├── key_points_metadata_with_edges_pointing_non_existing_class.json │ │ │ │ ├── key_points_metadata_with_invalid_object_class_id.json │ │ │ │ ├── key_points_metadata_with_malformed_edges.json │ │ │ │ ├── key_points_metadata_with_missing_classes.json │ │ │ │ ├── key_points_metadata_with_missing_edges.json │ │ │ │ ├── key_points_metadata_without_key_points.json │ │ │ │ ├── key_points_metadata_without_object_class_id.json │ │ │ │ ├── model_characteristics_with_model_type_missing.json │ │ │ │ ├── model_characteristics_with_task_type_missing.json │ │ │ │ ├── not_a_json_file.txt │ │ │ │ ├── trt_config_invalid_dynamic_bs_min_above_max.json │ │ │ │ ├── trt_config_invalid_dynamic_bs_min_below_zero.json │ │ │ │ ├── trt_config_invalid_dynamic_bs_opt_above_max.json │ │ │ │ ├── trt_config_invalid_dynamic_bs_opt_below_min.json │ │ │ │ ├── trt_config_invalid_static_bs.json │ │ │ │ ├── valid_environment_letterbox.json │ │ │ │ ├── valid_environment_no_resize.json │ │ │ │ ├── valid_environment_stretch.json │ │ │ │ ├── valid_key_points_metadata.json │ │ │ │ ├── valid_model_characteristics.json │ │ │ │ └── valid_trt_config_with_dynamic_bs.json │ │ │ ├── conftest.py │ │ │ ├── test_model_packages.py │ │ │ └── test_pre_processing.py │ │ │ ├── test_model_packages.py │ │ │ └── test_torch.py │ │ ├── runtime_introspection │ │ ├── __init__.py │ │ └── test_core.py │ │ ├── utils │ │ ├── __init__.py │ │ ├── conftest.py │ │ ├── lazy_class_test_package │ │ │ ├── __init__.py │ │ │ ├── broken.py │ │ │ └── valid.py │ │ ├── test_environment.py │ │ ├── test_filesystem.py │ │ └── test_imports.py │ │ └── weights_providers │ │ ├── __init__.py │ │ ├── test_core.py │ │ └── test_roboflow.py └── uv.lock ├── inference_sdk ├── __init__.py ├── config.py ├── http │ ├── __init__.py │ ├── client.py │ ├── entities.py │ ├── errors.py │ └── utils │ │ ├── __init__.py │ │ ├── aliases.py │ │ ├── encoding.py │ │ ├── executors.py │ │ ├── iterables.py │ │ ├── loaders.py │ │ ├── post_processing.py │ │ ├── pre_processing.py │ │ ├── profilling.py │ │ ├── request_building.py │ │ └── requests.py └── utils │ ├── __init__.py │ ├── decorators.py │ └── environment.py ├── mkdocs.yml ├── modal ├── deploy_modal_app.py ├── modal_app.py └── utils.py ├── pyproject.toml ├── pytest.ini ├── requirements ├── _requirements.txt ├── requirements.cli.txt ├── requirements.clip.txt ├── requirements.cloud_deploy.txt ├── requirements.cloud_storage.txt ├── requirements.code_analysis.txt ├── requirements.cpu.txt ├── requirements.docs.txt ├── requirements.doctr.txt ├── requirements.easyocr.txt ├── requirements.gaze.txt ├── requirements.gpu.txt ├── requirements.groundingdino.txt ├── requirements.hosted.txt ├── requirements.http.txt ├── requirements.jetson.txt ├── requirements.modal.txt ├── requirements.pali.flash_attn.txt ├── requirements.parallel.txt ├── requirements.sam.txt ├── requirements.sam3.txt ├── requirements.sdk.http.txt ├── requirements.test.colab.txt ├── requirements.test.integration.txt ├── requirements.test.unit.txt ├── requirements.transformers.txt ├── requirements.vino.txt └── requirements.yolo_world.txt ├── setup.py ├── signatures └── version1 │ └── cla.json ├── tests ├── __init__.py ├── benchmarks │ └── core │ │ └── test_speed_benchmark.py ├── common.py ├── conftest.py ├── google_colab │ ├── __init__.py │ ├── assets │ │ └── dog.jpeg │ ├── conftest.py │ ├── test_footbal_ai_functionalities.py │ ├── test_supervision_interoperability.py │ └── test_yolo_models.py ├── inference │ ├── __init__.py │ ├── hosted_platform_tests │ │ ├── __init__.py │ │ ├── conftest.py │ │ ├── test_core_models.py │ │ ├── test_roboflow_models.py │ │ ├── test_workflows.py │ │ └── workflows_examples │ │ │ ├── __init__.py │ │ │ ├── conftest.py │ │ │ ├── roboflow_models │ │ │ ├── __init__.py │ │ │ ├── v1 │ │ │ │ ├── __init__.py │ │ │ │ ├── test_workflow_for_classification.py │ │ │ │ ├── test_workflow_for_instance_segmentation.py │ │ │ │ ├── test_workflow_for_keypoints_detection.py │ │ │ │ └── test_workflow_for_object_detection.py │ │ │ └── v2 │ │ │ │ ├── __init__.py │ │ │ │ ├── test_workflow_for_classification.py │ │ │ │ ├── test_workflow_for_instance_segmentation.py │ │ │ │ ├── test_workflow_for_keypoints_detection.py │ │ │ │ └── test_workflow_for_object_detection.py │ │ │ ├── test_workflow_with_claude.py │ │ │ ├── test_workflow_with_clip.py │ │ │ ├── test_workflow_with_dataset_upload.py │ │ │ ├── test_workflow_with_detection_and_crop.py │ │ │ ├── test_workflow_with_gemini.py │ │ │ ├── test_workflow_with_google_ocr.py │ │ │ ├── test_workflow_with_openai.py │ │ │ └── test_workflow_with_sahi.py │ ├── integration_tests │ │ ├── README.md │ │ ├── __init__.py │ │ ├── batch_regression_test.py │ │ ├── batch_tests.json │ │ ├── clip_test.py │ │ ├── clip_tests.json │ │ ├── conftest.py │ │ ├── doctr_test.py │ │ ├── easy_ocr_test.py │ │ ├── gaze_test.py │ │ ├── groundingdino_test.py │ │ ├── populate_expected_responses.py │ │ ├── populate_expected_responses_batch.py │ │ ├── populate_expected_responses_clip.py │ │ ├── populate_expected_responses_sam.py │ │ ├── qwen_test.py │ │ ├── regression_test.py │ │ ├── sam_test.py │ │ ├── sam_tests.json │ │ ├── speed_regression_test.py │ │ ├── test_depth_anything.py │ │ ├── test_florence.py │ │ ├── test_moondream2.py │ │ ├── test_paligemma.py │ │ ├── test_perception_encoder.py │ │ ├── test_sam2.py │ │ ├── test_sam3.py │ │ ├── test_smolvlm2.py │ │ ├── test_video_processing_endpoints.py │ │ ├── test_workflow_endpoints.py │ │ ├── tests.json │ │ ├── trocr_test.py │ │ └── yolo_world_test.py │ ├── models_predictions_tests │ │ ├── __init__.py │ │ ├── assets │ │ │ ├── altamira_yellowthroat.jpg │ │ │ ├── beer.jpg │ │ │ ├── dinov3_multi_class_reference_prediction.json │ │ │ ├── dinov3_multi_label_reference_prediction.json │ │ │ ├── example_image.jpg │ │ │ ├── face.jpg │ │ │ ├── image_credits.txt │ │ │ ├── low_res_logits.npy │ │ │ ├── mask_from_cached_logits.npy │ │ │ ├── melee.jpg │ │ │ ├── person_image.jpg │ │ │ ├── sam2_multipolygon_response.json │ │ │ ├── truck.jpg │ │ │ ├── vit_multi_class_reference_prediction.json │ │ │ ├── vit_multi_label_reference_prediction.json │ │ │ ├── yolonas_det_reference_prediction.json │ │ │ ├── yolov10_det_reference_prediction.json │ │ │ ├── yolov5_det_reference_prediction.json │ │ │ ├── yolov5_seg_reference_prediction.json │ │ │ ├── yolov7_seg_reference_prediction.json │ │ │ ├── yolov8_cls_reference_prediction.json │ │ │ ├── yolov8_det_reference_prediction.json │ │ │ ├── yolov8_pose_reference_prediction.json │ │ │ └── yolov8_seg_reference_prediction.json │ │ ├── conftest.py │ │ ├── test_dinov3.py │ │ ├── test_florence2.py │ │ ├── test_owlv2.py │ │ ├── test_perception_encoder.py │ │ ├── test_rfdetr.py │ │ ├── test_rfdetr_latency.py │ │ ├── test_sam2.py │ │ ├── test_transformers_download.py │ │ ├── test_vit.py │ │ ├── test_yolo_world.py │ │ ├── test_yolonas.py │ │ ├── test_yolov10.py │ │ ├── test_yolov5.py │ │ ├── test_yolov7.py │ │ └── test_yolov8.py │ └── unit_tests │ │ ├── __init__.py │ │ ├── assets │ │ └── example_text_file.txt │ │ ├── conftest.py │ │ ├── core │ │ ├── __init__.py │ │ ├── active_learning │ │ │ ├── __init__.py │ │ │ ├── samplers │ │ │ │ ├── __init__.py │ │ │ │ ├── test_close_to_threshold.py │ │ │ │ ├── test_contains_classes.py │ │ │ │ ├── test_number_of_detections.py │ │ │ │ └── test_random.py │ │ │ ├── test_accounting.py │ │ │ ├── test_batching.py │ │ │ ├── test_cache_operations.py │ │ │ ├── test_configuration.py │ │ │ ├── test_core.py │ │ │ ├── test_entities.py │ │ │ ├── test_middlewares.py │ │ │ ├── test_post_processing.py │ │ │ └── test_utils.py │ │ ├── cache │ │ │ ├── __init__.py │ │ │ ├── test_model_artifacts.py │ │ │ └── test_serializers.py │ │ ├── interfaces │ │ │ ├── __init__.py │ │ │ ├── assets │ │ │ │ ├── credits.txt │ │ │ │ └── example_video.mp4 │ │ │ ├── camera │ │ │ │ ├── __init__.py │ │ │ │ ├── test_utils.py │ │ │ │ └── test_video_source.py │ │ │ ├── conftest.py │ │ │ ├── http │ │ │ │ ├── __init__.py │ │ │ │ ├── conftest.py │ │ │ │ ├── handlers │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── test_workflows.py │ │ │ │ ├── test_builder.py │ │ │ │ ├── test_cors.py │ │ │ │ └── test_orjson_utils.py │ │ │ ├── stream │ │ │ │ ├── __init__.py │ │ │ │ ├── test_interface_pipeline.py │ │ │ │ ├── test_sinks.py │ │ │ │ ├── test_utils.py │ │ │ │ └── test_watchdog.py │ │ │ └── stream_manager │ │ │ │ ├── __init__.py │ │ │ │ ├── api │ │ │ │ ├── __init__.py │ │ │ │ └── test_stream_manager_client.py │ │ │ │ └── manager_app │ │ │ │ ├── __init__.py │ │ │ │ ├── test_communucation.py │ │ │ │ ├── test_inference_pipeline_manager.py │ │ │ │ ├── test_serialisation.py │ │ │ │ └── test_tcp_server.py │ │ ├── managers │ │ │ ├── __init__.py │ │ │ ├── test_base.py │ │ │ ├── test_metrics.py │ │ │ └── test_pingback_num_errors.py │ │ ├── models │ │ │ ├── __init__.py │ │ │ ├── test_roboflow.py │ │ │ ├── test_stubs.py │ │ │ └── utils │ │ │ │ ├── test_batching.py │ │ │ │ ├── test_keypoints.py │ │ │ │ └── test_validate.py │ │ ├── registries │ │ │ ├── __init__.py │ │ │ ├── test_base.py │ │ │ └── test_roboflow.py │ │ ├── test_roboflow_api.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── assets │ │ │ ├── 1.jpg │ │ │ ├── 2.jpg │ │ │ ├── 3.jpg │ │ │ ├── 4.jpg │ │ │ ├── 5.jpg │ │ │ ├── all_images_tile.png │ │ │ ├── all_images_tile_and_custom_colors.png │ │ │ ├── all_images_tile_and_custom_grid.png │ │ │ ├── four_images_tile.png │ │ │ ├── single_image_tile.png │ │ │ ├── single_image_tile_enforced_grid.png │ │ │ ├── three_images_tile.png │ │ │ └── two_images_tile.png │ │ │ ├── conftest.py │ │ │ ├── test_drawing.py │ │ │ ├── test_environment.py │ │ │ ├── test_file_system.py │ │ │ ├── test_image_utils.py │ │ │ ├── test_onnx.py │ │ │ ├── test_postprocess.py │ │ │ ├── test_preprocess.py │ │ │ ├── test_requests.py │ │ │ ├── test_roboflow.py │ │ │ ├── test_s3.py │ │ │ ├── test_sqlite_wrapper.py │ │ │ ├── test_url_utils.py │ │ │ └── test_visualisation.py │ │ ├── enterprise │ │ ├── __init__.py │ │ └── stream_management │ │ │ ├── __init__.py │ │ │ ├── api │ │ │ ├── __init__.py │ │ │ ├── test_app.py │ │ │ └── test_stream_manager_client.py │ │ │ └── manager │ │ │ ├── __init__.py │ │ │ ├── test_app.py │ │ │ ├── test_communucation.py │ │ │ ├── test_inference_pipeline_manager.py │ │ │ ├── test_serialisation.py │ │ │ └── test_tcp_server.py │ │ ├── lazy_loading │ │ ├── __init__.py │ │ └── test_inference_lazy_load.py │ │ ├── models │ │ ├── __init__.py │ │ ├── test_aliases.py │ │ ├── test_owlv2_max_detections.py │ │ ├── test_rfdetr.py │ │ └── test_sam3.py │ │ └── usage_tracking │ │ ├── __init__.py │ │ ├── conftest.py │ │ ├── test_collect_func_params.py │ │ ├── test_collector.py │ │ ├── test_persistent_queue.py │ │ └── test_plan_details.py ├── inference_cli │ ├── __init__.py │ ├── integration_tests │ │ ├── __init__.py │ │ ├── assets │ │ │ └── example.env │ │ ├── conftest.py │ │ ├── test_server.py │ │ └── test_workflows.py │ └── unit_tests │ │ ├── __init__.py │ │ ├── conftest.py │ │ ├── lib │ │ ├── __init__.py │ │ ├── assets │ │ │ └── file_with_lines.txt │ │ ├── conftest.py │ │ ├── roboflow_cloud │ │ │ └── data_staging │ │ │ │ └── test_cloud_storage.py │ │ ├── test_benchmark_adapter.py │ │ ├── test_container_adapter.py │ │ ├── test_infer_adapter.py │ │ ├── test_utils.py │ │ └── workflows │ │ │ ├── __init__.py │ │ │ └── test_common.py │ │ ├── test_container_adapter.py │ │ └── test_workflows.py ├── inference_sdk │ ├── __init__.py │ └── unit_tests │ │ ├── __init__.py │ │ ├── conftest.py │ │ └── http │ │ ├── __init__.py │ │ ├── test_client.py │ │ ├── test_entities.py │ │ └── utils │ │ ├── __init__.py │ │ ├── conftest.py │ │ ├── test_aliases.py │ │ ├── test_encoding.py │ │ ├── test_executors.py │ │ ├── test_iterables.py │ │ ├── test_loaders.py │ │ ├── test_postprocessing.py │ │ ├── test_preprocessing.py │ │ ├── test_request_building.py │ │ └── test_requests.py └── workflows │ ├── __init__.py │ ├── integration_tests │ ├── __init__.py │ ├── compilation │ │ ├── __init__.py │ │ ├── stub_plugins │ │ │ ├── __init__.py │ │ │ ├── plugin_with_blocks_not_compatible_with_ee_version │ │ │ │ └── __init__.py │ │ │ ├── plugin_with_dimensionality_manipulation_blocks │ │ │ │ └── __init__.py │ │ │ └── plugin_with_faulty_init │ │ │ │ └── __init__.py │ │ ├── test_compilation_of_cyclic_graph.py │ │ ├── test_compilation_of_incompatible_plugin.py │ │ ├── test_compilation_of_workflow_with_blocks_initialisation_issues.py │ │ ├── test_compilation_of_workflow_with_conflicting_kinds.py │ │ ├── test_compilation_of_workflow_with_duplicates.py │ │ ├── test_compilation_of_workflow_with_invalid_dimension_of_references.py │ │ ├── test_compilation_of_workflow_with_invalid_plugin.py │ │ ├── test_compilation_of_workflow_with_problematic_lineage.py │ │ ├── test_compilation_of_workflow_with_references_error.py │ │ └── test_compilation_of_workflow_with_syntax_errors.py │ ├── conftest.py │ └── execution │ │ ├── __init__.py │ │ ├── assets │ │ ├── asl_image.jpg │ │ ├── car.jpg │ │ ├── crowd.jpg │ │ ├── dogs.jpg │ │ ├── face.jpeg │ │ ├── image_credits.txt │ │ ├── license_plate.jpg │ │ ├── multi-fruit.jpg │ │ ├── multi_line_text.jpg │ │ ├── red_image.png │ │ ├── rock_paper_scissors │ │ │ ├── left_rock_right_paper.jpg │ │ │ ├── left_rock_right_rock.jpg │ │ │ ├── left_scissors_right_paper.jpg │ │ │ └── left_scissors_right_scissors.jpg │ │ └── stitch │ │ │ ├── v_left.jpeg │ │ │ └── v_right.jpeg │ │ ├── conftest.py │ │ ├── stub_plugins │ │ ├── __init__.py │ │ ├── dimensionality_manipulation_plugin │ │ │ ├── __init__.py │ │ │ ├── detections_to_parent_coordinates_batch.py │ │ │ ├── detections_to_parent_coordinates_non_batch.py │ │ │ ├── stitch_detections_batch.py │ │ │ ├── stitch_detections_non_batch.py │ │ │ ├── tile_detections_batch.py │ │ │ └── tile_detections_non_batch.py │ │ ├── flow_control_plugin │ │ │ └── __init__.py │ │ ├── input_free_blocks_plugin │ │ │ └── __init__.py │ │ ├── mixed_input_characteristic_plugin │ │ │ └── __init__.py │ │ ├── plugin_handling_video_metadata │ │ │ └── __init__.py │ │ ├── plugin_image_producer │ │ │ └── __init__.py │ │ ├── plugin_testing_non_simd_step_with_optional_outputs │ │ │ └── __init__.py │ │ ├── rock_paper_scissor_plugin │ │ │ ├── __init__.py │ │ │ ├── expression.py │ │ │ └── take_first_non_empty.py │ │ └── scalar_selectors_plugin │ │ │ └── __init__.py │ │ ├── test_existing_blocks_modal_compatibility.py │ │ ├── test_plugins_enforcing_scalars_to_fit_into_batch_parameters.py │ │ ├── test_workflow_covering_bug_in_ee_1_3.py │ │ ├── test_workflow_detection_plus_classification.py │ │ ├── test_workflow_dumping_keypoints_detections_to_file.py │ │ ├── test_workflow_inference_id_response.py │ │ ├── test_workflow_json_parser_config.py │ │ ├── test_workflow_solving_rock_paper_scissor.py │ │ ├── test_workflow_top_prediction.py │ │ ├── test_workflow_with_active_learning_sink.py │ │ ├── test_workflow_with_arbitrary_batch_inputs.py │ │ ├── test_workflow_with_bounding_rectangle.py │ │ ├── test_workflow_with_branches_that_may_not_execute.py │ │ ├── test_workflow_with_branching_affecting_lineage.py │ │ ├── test_workflow_with_camera_calibration.py │ │ ├── test_workflow_with_camera_focus.py │ │ ├── test_workflow_with_classical_pattern_matching.py │ │ ├── test_workflow_with_classification_multi-label_visualization.py │ │ ├── test_workflow_with_classification_single-label_visualization.py │ │ ├── test_workflow_with_claude_models.py │ │ ├── test_workflow_with_clip.py │ │ ├── test_workflow_with_contours_detection.py │ │ ├── test_workflow_with_counting_pixels_with_dominant_color.py │ │ ├── test_workflow_with_csv_formatter.py │ │ ├── test_workflow_with_custom_expression_built_for_detections_with_specialised_classification.py │ │ ├── test_workflow_with_custom_python_block.py │ │ ├── test_workflow_with_custom_python_block_modal.py │ │ ├── test_workflow_with_data_aggregation.py │ │ ├── test_workflow_with_delta_filter.py │ │ ├── test_workflow_with_depth_anything.py │ │ ├── test_workflow_with_detection_plus_ocr.py │ │ ├── test_workflow_with_detection_renaming.py │ │ ├── test_workflow_with_detections_classes_replacement_by_specialised_classification.py │ │ ├── test_workflow_with_detections_consensus_block.py │ │ ├── test_workflow_with_detections_merge.py │ │ ├── test_workflow_with_dimensionality_change.py │ │ ├── test_workflow_with_dominant_color.py │ │ ├── test_workflow_with_dynamic_zone_and_perspective_converter.py │ │ ├── test_workflow_with_easy_ocr.py │ │ ├── test_workflow_with_empty_outputs_serialisation.py │ │ ├── test_workflow_with_environment_secrets_store.py │ │ ├── test_workflow_with_file_sink.py │ │ ├── test_workflow_with_filtering.py │ │ ├── test_workflow_with_florence2.py │ │ ├── test_workflow_with_flow_control.py │ │ ├── test_workflow_with_gaze.py │ │ ├── test_workflow_with_gemini_models.py │ │ ├── test_workflow_with_google_vision_ocr.py │ │ ├── test_workflow_with_image_preprocessing.py │ │ ├── test_workflow_with_inputless_step.py │ │ ├── test_workflow_with_keypoint_visualization.py │ │ ├── test_workflow_with_keypoints_detections_and_dynamic_crop.py │ │ ├── test_workflow_with_label_visualization.py │ │ ├── test_workflow_with_llama_vision.py │ │ ├── test_workflow_with_masked_crop.py │ │ ├── test_workflow_with_model_comparision_visualisation.py │ │ ├── test_workflow_with_model_running_on_absolute_static_crop.py │ │ ├── test_workflow_with_model_running_on_relative_static_crop.py │ │ ├── test_workflow_with_moondream2.py │ │ ├── test_workflow_with_mqtt_writer.py │ │ ├── test_workflow_with_ocr_detections_stitching.py │ │ ├── test_workflow_with_onvif.py │ │ ├── test_workflow_with_opc_writer.py │ │ ├── test_workflow_with_open_ai_models.py │ │ ├── test_workflow_with_overlap.py │ │ ├── test_workflow_with_perception_encoder.py │ │ ├── test_workflow_with_property_extraction.py │ │ ├── test_workflow_with_rate_limiter.py │ │ ├── test_workflow_with_reference_path_visualization.py │ │ ├── test_workflow_with_sahi.py │ │ ├── test_workflow_with_sam2.py │ │ ├── test_workflow_with_scalar_selectors.py │ │ ├── test_workflow_with_sift.py │ │ ├── test_workflow_with_single_model.py │ │ ├── test_workflow_with_slack_notification.py │ │ ├── test_workflow_with_smolvlm2.py │ │ ├── test_workflow_with_sorting.py │ │ ├── test_workflow_with_stability_ai_generation.py │ │ ├── test_workflow_with_stitch_for_dynamic_crop.py │ │ ├── test_workflow_with_stitch_image.py │ │ ├── test_workflow_with_trace_visualization.py │ │ ├── test_workflow_with_twillio_notification.py │ │ ├── test_workflow_with_two_stage_models_and_flow_control.py │ │ ├── test_workflow_with_video_metadata_processing.py │ │ └── workflows_gallery_collector │ │ ├── __init__.py │ │ └── decorators.py │ └── unit_tests │ ├── __init__.py │ ├── conftest.py │ ├── core_steps │ ├── __init__.py │ ├── analytics │ │ ├── __init__.py │ │ ├── test_coords_overlap_v1.py │ │ ├── test_line_counter_v1.py │ │ ├── test_line_counter_v2.py │ │ ├── test_path_deviation_v1.py │ │ ├── test_path_deviation_v2.py │ │ ├── test_time_in_zone_v1.py │ │ ├── test_time_in_zone_v2.py │ │ ├── test_time_in_zone_v3.py │ │ └── test_velocity.py │ ├── cache │ │ └── test_cache.py │ ├── classical_cv │ │ ├── __init__.py │ │ ├── test_blur.py │ │ ├── test_camera_focus.py │ │ ├── test_contours_detection.py │ │ ├── test_distance_measurement.py │ │ ├── test_dominant_color.py │ │ ├── test_grayscale.py │ │ ├── test_morphological_transform.py │ │ ├── test_morphological_transformation.py │ │ ├── test_pixel_color_count.py │ │ ├── test_sift.py │ │ ├── test_sift_comparison.py │ │ ├── test_sift_comparison_v2.py │ │ ├── test_size_measurement.py │ │ ├── test_template_matching.py │ │ └── test_threshold.py │ ├── common │ │ ├── __init__.py │ │ ├── query_language │ │ │ ├── __init__.py │ │ │ └── operations │ │ │ │ ├── __init__.py │ │ │ │ ├── detections │ │ │ │ ├── __init__.py │ │ │ │ └── test_base.py │ │ │ │ ├── test_classification_results_operations.py │ │ │ │ ├── test_detections_operations.py │ │ │ │ ├── test_dictionaries_operations.py │ │ │ │ ├── test_image_operations.py │ │ │ │ └── test_video_frame_operations.py │ │ ├── test_deserializers.py │ │ ├── test_serializers.py │ │ └── test_utils.py │ ├── control_flow │ │ ├── __init__.py │ │ ├── test_control_flow.py │ │ └── test_rate_limiter.py │ ├── formatters │ │ ├── __init__.py │ │ ├── test_csv.py │ │ ├── test_expression.py │ │ ├── test_first_non_empty_or_default.py │ │ ├── test_json_parser.py │ │ ├── test_property_extraction.py │ │ ├── vlm_as_classifier │ │ │ ├── __init__.py │ │ │ ├── test_v1.py │ │ │ └── test_v2.py │ │ └── vlm_as_detector │ │ │ ├── __init__.py │ │ │ ├── test_v1.py │ │ │ └── test_v2.py │ ├── fusion │ │ ├── __init__.py │ │ ├── test_buffer.py │ │ ├── test_detections_classes_replacement.py │ │ ├── test_detections_consensus.py │ │ ├── test_detections_stitch.py │ │ └── test_domension_collapse.py │ ├── math │ │ └── test_cosine_similarity.py │ ├── models │ │ ├── __init__.py │ │ ├── foundation │ │ │ ├── __init__.py │ │ │ ├── test_anthropic_claude.py │ │ │ ├── test_clip.py │ │ │ ├── test_clip_comparison.py │ │ │ ├── test_easy_ocr.py │ │ │ ├── test_florence2.py │ │ │ ├── test_gaze.py │ │ │ ├── test_google_gemini.py │ │ │ ├── test_llama_3_2_vision.py │ │ │ ├── test_lmm.py │ │ │ ├── test_lmm_classifier.py │ │ │ ├── test_ocr.py │ │ │ ├── test_openai_v1.py │ │ │ ├── test_openai_v4.py │ │ │ ├── test_perception_encoder.py │ │ │ └── test_yolo_world.py │ │ ├── roboflow │ │ │ ├── __init__.py │ │ │ ├── instance_segmentation │ │ │ │ ├── __init__.py │ │ │ │ ├── test_v1.py │ │ │ │ └── test_v2.py │ │ │ ├── keypoint_detection │ │ │ │ ├── __init__.py │ │ │ │ ├── test_v1.py │ │ │ │ └── test_v2.py │ │ │ ├── multi_class_classification │ │ │ │ ├── __init__.py │ │ │ │ ├── test_v1.py │ │ │ │ └── test_v2.py │ │ │ ├── multi_label_classification │ │ │ │ ├── __init__.py │ │ │ │ ├── test_v1.py │ │ │ │ └── test_v2.py │ │ │ └── object_detection │ │ │ │ ├── __init__.py │ │ │ │ ├── test_v1.py │ │ │ │ └── test_v2.py │ │ └── third_party │ │ │ ├── __init__.py │ │ │ ├── assets │ │ │ ├── barcodes.png │ │ │ └── qr.png │ │ │ ├── conftest.py │ │ │ ├── test_barcode_detection.py │ │ │ └── test_qr_code_detection.py │ ├── sampling │ │ ├── __init__.py │ │ ├── test_identify_changes.py │ │ └── test_identify_outliers.py │ ├── sinks │ │ ├── __init__.py │ │ ├── roboflow │ │ │ ├── __init__.py │ │ │ ├── roboflow_dataset_upload │ │ │ │ ├── __init__.py │ │ │ │ ├── test_v1.py │ │ │ │ └── test_v2.py │ │ │ ├── test_model_monitoring_inference_aggregator.py │ │ │ └── test_roboflow_custom_metadata.py │ │ ├── test_email.py │ │ ├── test_email_v2.py │ │ ├── test_email_v2_inline_images.py │ │ ├── test_local_file.py │ │ ├── test_modbus_tcp.py │ │ ├── test_mqtt_writer.py │ │ ├── test_onvif_movement.py │ │ ├── test_slack_notification.py │ │ ├── test_twilio_sms_notification.py │ │ └── test_webhook.py │ ├── test_init_files.py │ ├── transformations │ │ ├── __init__.py │ │ ├── test_absolute_static_crop.py │ │ ├── test_bounding_rect.py │ │ ├── test_byte_track_v1.py │ │ ├── test_byte_track_v2.py │ │ ├── test_byte_track_v3.py │ │ ├── test_crop.py │ │ ├── test_detection_offset.py │ │ ├── test_detections_combine.py │ │ ├── test_detections_merge.py │ │ ├── test_dynamic_zones.py │ │ ├── test_image_slicer_v1.py │ │ ├── test_image_slicer_v2.py │ │ ├── test_perspective_correction.py │ │ ├── test_qr_code_generator.py │ │ ├── test_relative_static_crop.py │ │ ├── test_stabilize_detections.py │ │ ├── test_stitch.py │ │ └── test_stitch_ocr_detections.py │ └── visualizations │ │ ├── __init__.py │ │ ├── test_blur.py │ │ ├── test_bounding_box.py │ │ ├── test_circle.py │ │ ├── test_classification_label.py │ │ ├── test_color.py │ │ ├── test_corner.py │ │ ├── test_crop.py │ │ ├── test_dot.py │ │ ├── test_ellipse.py │ │ ├── test_grid.py │ │ ├── test_halo.py │ │ ├── test_icon.py │ │ ├── test_icon_alpha.py │ │ ├── test_keypoints.py │ │ ├── test_label.py │ │ ├── test_line_counter_zone.py │ │ ├── test_mask.py │ │ ├── test_model_comparison.py │ │ ├── test_pixelate.py │ │ ├── test_polygon.py │ │ ├── test_polygon_zone.py │ │ ├── test_str_to_color.py │ │ └── test_triangle.py │ └── execution_engine │ ├── __init__.py │ ├── compiler │ ├── __init__.py │ ├── plugin_with_test_blocks │ │ ├── __init__.py │ │ └── blocks.py │ ├── test_cache.py │ ├── test_core.py │ ├── test_graph_constructor.py │ ├── test_graph_traversal.py │ ├── test_reference_type_checker.py │ ├── test_steps_initialiser.py │ ├── test_utils.py │ └── test_validator.py │ ├── dynamic_blocs │ ├── __init__.py │ ├── test_block_assembler.py │ └── test_block_scaffolding.py │ ├── entities │ ├── __init__.py │ ├── conftest.py │ └── test_base.py │ ├── executor │ ├── __init__.py │ ├── conftest.py │ ├── execution_data_manager │ │ ├── __init__.py │ │ ├── common.py │ │ ├── test_branching_manager.py │ │ ├── test_dynamic_batches_manager.py │ │ ├── test_execution_cache.py │ │ └── test_step_input_assembler.py │ ├── test_flow_coordinator.py │ ├── test_output_constructor.py │ ├── test_runtime_input_assembler.py │ └── test_runtime_input_validator.py │ ├── introspection │ ├── __init__.py │ ├── plugin_duplicated_identifiers │ │ └── __init__.py │ ├── plugin_with_initializers │ │ └── __init__.py │ ├── plugin_with_kinds_serializers │ │ └── __init__.py │ ├── plugin_with_multiple_versions_of_blocks │ │ └── __init__.py │ ├── plugin_with_valid_blocks │ │ └── __init__.py │ ├── test_blocks_loader.py │ ├── test_connections_discovery.py │ ├── test_describe_outputs.py │ ├── test_inputs_discovery.py │ ├── test_schema_parser.py │ ├── test_selectors_parser.py │ ├── test_types_discovery.py │ └── test_utils.py │ ├── profiling │ ├── __init__.py │ ├── test_base_profiler.py │ └── test_null_profiler.py │ ├── test_core.py │ └── test_step_error_handlers.py └── theme ├── 404.html ├── README.md ├── assets ├── home.js ├── img │ ├── card-diagram-edge.svg │ ├── card-diagram-managed-deployment.svg │ ├── card-diagram-self-hosted.svg │ ├── img-3rd-partyblocks-skew.svg │ ├── img-car-tracking.avif │ ├── img-checkout-cost-calculator.avif │ ├── img-dedicated-depoyments2.svg │ ├── img-dimensions-check.avif │ ├── img-manage-streams.webp │ ├── img-video-smart-parking.avif │ ├── img-video-traffic-monitor.avif │ ├── notification-ghost.svg │ ├── notification-pager-duty-error.svg │ ├── tile-anthropic.svg │ ├── tile-blank.svg │ ├── tile-google.svg │ ├── tile-meta.svg │ ├── tile-microsoft.svg │ ├── tile-open-ai.svg │ └── tile-s.svg ├── rive │ ├── rive-block-ticker.riv │ ├── rive-extend-custom-code.riv │ ├── rive-ml-cl-barcode.riv │ ├── rive-model-chaining.riv │ └── rive-model-chaining2.riv └── 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