├── .all-contributorsrc ├── .env.example ├── .github ├── CODEOWNERS ├── ISSUE_TEMPLATE │ ├── bug-report.yml │ ├── code-improvement.yml │ ├── config.yml │ ├── feature-request.yml │ └── question.yml ├── PULL_REQUEST_TEMPLATE.md └── workflows │ ├── cd-azure-ca-dev.yml │ ├── cd-azure-ca-prod.yml │ ├── cd-azure-storage-copy.yaml │ └── cd-docker-azure.yaml ├── .gitignore ├── CITATION.cff ├── Dockerfile ├── Dockerfile.dev ├── LICENSE ├── README.md ├── assets └── gradio-demo.mp4 ├── docker-compose.yml ├── docs ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md └── SECURITY.md ├── entrypoint.sh ├── requirements.txt ├── server ├── export_model.py ├── local │ ├── prometheus.yml │ └── serve_triton_local.py └── vertexai │ ├── deploy_vertex_ai.sh │ ├── nvidia_triton_custom_container_prediction.ipynb │ └── undeploy_model_vertex_ai.sh └── signature-detection ├── __init__.py ├── analyzer ├── __init__.py ├── compression_test.py ├── config │ └── perf.yaml ├── output-repo │ └── outdir │ │ ├── yolov8s_config_0 │ │ └── config.pbtxt │ │ ├── yolov8s_config_1 │ │ └── config.pbtxt │ │ ├── yolov8s_config_10 │ │ └── config.pbtxt │ │ ├── yolov8s_config_11 │ │ └── config.pbtxt │ │ ├── yolov8s_config_12 │ │ └── config.pbtxt │ │ ├── yolov8s_config_13 │ │ └── config.pbtxt │ │ ├── yolov8s_config_15 │ │ └── config.pbtxt │ │ ├── yolov8s_config_2 │ │ └── config.pbtxt │ │ ├── yolov8s_config_3 │ │ └── config.pbtxt │ │ ├── yolov8s_config_4 │ │ └── config.pbtxt │ │ ├── yolov8s_config_5 │ │ └── config.pbtxt │ │ ├── yolov8s_config_6 │ │ └── config.pbtxt │ │ ├── yolov8s_config_7 │ │ └── config.pbtxt │ │ ├── yolov8s_config_8 │ │ └── config.pbtxt │ │ └── yolov8s_config_default │ │ └── config.pbtxt └── profile_results │ ├── plots │ ├── detailed │ │ ├── yolov8s_config_0 │ │ │ └── latency_breakdown.png │ │ ├── yolov8s_config_1 │ │ │ └── latency_breakdown.png │ │ ├── yolov8s_config_10 │ │ │ └── latency_breakdown.png │ │ ├── yolov8s_config_11 │ │ │ └── latency_breakdown.png │ │ ├── yolov8s_config_12 │ │ │ └── latency_breakdown.png │ │ ├── yolov8s_config_13 │ │ │ └── latency_breakdown.png │ │ ├── yolov8s_config_15 │ │ │ └── latency_breakdown.png │ │ ├── yolov8s_config_2 │ │ │ └── latency_breakdown.png │ │ ├── yolov8s_config_3 │ │ │ └── latency_breakdown.png │ │ ├── yolov8s_config_4 │ │ │ └── latency_breakdown.png │ │ ├── yolov8s_config_5 │ │ │ └── latency_breakdown.png │ │ ├── yolov8s_config_6 │ │ │ └── latency_breakdown.png │ │ ├── yolov8s_config_7 │ │ │ └── latency_breakdown.png │ │ ├── yolov8s_config_8 │ │ │ └── latency_breakdown.png │ │ └── yolov8s_config_default │ │ │ └── latency_breakdown.png │ └── simple │ │ ├── yolov8s │ │ ├── cpu_mem_v_latency.png │ │ ├── gpu_mem_v_latency.png │ │ └── throughput_v_latency.png │ │ ├── yolov8s_config_0 │ │ ├── cpu_mem_v_latency.png │ │ ├── gpu_mem_v_latency.png │ │ ├── gpu_power_v_latency.png │ │ └── gpu_util_v_latency.png │ │ ├── yolov8s_config_1 │ │ ├── cpu_mem_v_latency.png │ │ ├── gpu_mem_v_latency.png │ │ ├── gpu_power_v_latency.png │ │ └── gpu_util_v_latency.png │ │ ├── yolov8s_config_10 │ │ ├── cpu_mem_v_latency.png │ │ ├── gpu_mem_v_latency.png │ │ ├── gpu_power_v_latency.png │ │ └── gpu_util_v_latency.png │ │ ├── yolov8s_config_11 │ │ ├── cpu_mem_v_latency.png │ │ ├── gpu_mem_v_latency.png │ │ ├── gpu_power_v_latency.png │ │ └── gpu_util_v_latency.png │ │ ├── yolov8s_config_12 │ │ ├── cpu_mem_v_latency.png │ │ ├── gpu_mem_v_latency.png │ │ ├── gpu_power_v_latency.png │ │ └── gpu_util_v_latency.png │ │ ├── yolov8s_config_13 │ │ ├── cpu_mem_v_latency.png │ │ ├── gpu_mem_v_latency.png │ │ ├── gpu_power_v_latency.png │ │ └── gpu_util_v_latency.png │ │ ├── yolov8s_config_15 │ │ └── cpu_mem_v_latency.png │ │ ├── yolov8s_config_2 │ │ ├── cpu_mem_v_latency.png │ │ ├── gpu_mem_v_latency.png │ │ ├── gpu_power_v_latency.png │ │ └── gpu_util_v_latency.png │ │ ├── yolov8s_config_3 │ │ ├── cpu_mem_v_latency.png │ │ ├── gpu_mem_v_latency.png │ │ ├── gpu_power_v_latency.png │ │ └── gpu_util_v_latency.png │ │ ├── yolov8s_config_4 │ │ ├── cpu_mem_v_latency.png │ │ ├── gpu_mem_v_latency.png │ │ ├── gpu_power_v_latency.png │ │ └── gpu_util_v_latency.png │ │ ├── yolov8s_config_5 │ │ ├── cpu_mem_v_latency.png │ │ ├── gpu_mem_v_latency.png │ │ ├── gpu_power_v_latency.png │ │ └── gpu_util_v_latency.png │ │ ├── yolov8s_config_6 │ │ ├── cpu_mem_v_latency.png │ │ ├── gpu_mem_v_latency.png │ │ ├── gpu_power_v_latency.png │ │ └── gpu_util_v_latency.png │ │ ├── yolov8s_config_7 │ │ ├── cpu_mem_v_latency.png │ │ ├── gpu_mem_v_latency.png │ │ ├── gpu_power_v_latency.png │ │ └── gpu_util_v_latency.png │ │ ├── yolov8s_config_8 │ │ ├── cpu_mem_v_latency.png │ │ ├── gpu_mem_v_latency.png │ │ ├── gpu_power_v_latency.png │ │ └── gpu_util_v_latency.png │ │ └── yolov8s_config_default │ │ ├── cpu_mem_v_latency.png │ │ ├── gpu_mem_v_latency.png │ │ ├── gpu_power_v_latency.png │ │ └── gpu_util_v_latency.png │ ├── reports │ ├── detailed │ │ ├── yolov8s_config_0 │ │ │ └── detailed_report.pdf │ │ ├── yolov8s_config_1 │ │ │ └── detailed_report.pdf │ │ ├── yolov8s_config_10 │ │ │ └── detailed_report.pdf │ │ ├── yolov8s_config_11 │ │ │ └── detailed_report.pdf │ │ ├── yolov8s_config_12 │ │ │ └── detailed_report.pdf │ │ ├── yolov8s_config_13 │ │ │ └── detailed_report.pdf │ │ ├── yolov8s_config_15 │ │ │ └── detailed_report.pdf │ │ ├── yolov8s_config_2 │ │ │ └── detailed_report.pdf │ │ ├── yolov8s_config_3 │ │ │ └── detailed_report.pdf │ │ ├── yolov8s_config_4 │ │ │ └── detailed_report.pdf │ │ ├── yolov8s_config_5 │ │ │ └── detailed_report.pdf │ │ ├── yolov8s_config_6 │ │ │ └── detailed_report.pdf │ │ ├── yolov8s_config_7 │ │ │ └── detailed_report.pdf │ │ ├── yolov8s_config_8 │ │ │ └── detailed_report.pdf │ │ └── yolov8s_config_default │ │ │ └── detailed_report.pdf │ └── summaries │ │ └── yolov8s │ │ └── result_summary.pdf │ └── results │ └── metrics-model-inference.csv ├── data ├── __init__.py └── download_roboflow.py ├── gui ├── __init__.py ├── detector.py ├── examples │ ├── example_0.jpg │ ├── example_1.jpg │ 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