Developer Guide# Coding Agent (Preview) Advanced Installation Guide Ubuntu advanced installation - prerequisites Advanced installation - compilation from source files Ubuntu advanced installation - build Docker image Ubuntu advanced uninstall guide Metadata GStreamer Analytics Metadata Watermark Metadata Legacy Analytics Metadata (deprecated) Model Preparation 1. Model file format used by OpenVINO™ Toolkit 2. Model pre- and post-processing 3. Specify model files in GStreamer elements OpenVINO Custom Operations Model Info Section Python Bindings 1. GStreamer Python bindings 2. Video-analytics specific Python bindings 3. gvapython element 4. Performance considerations Custom GStreamer Plugin Installation 1. Install custom GStreamer plugin(s) 2. Update GStreamer plugin(s) settings Custom Processing 1. Consume tensor data and parse/convert it on application side 2. Set C/Python callback in the middle of GStreamer pipeline 3. Insert gvapython element and provide Python callback function 4. Insert new GStreamer element implemented on C/C++ 5. Modify source code of post-processors for gvadetect/gvaclassify elements 6. Create custom post-processing library Object Tracking Object tracking types Additional configuration Sample How to read object unique id Performance considerations GPU device selection 1. Inference (OpenVINO™ based) elements 2. Media and Inference elements Performance Guide 1. Media and AI processing (single stream) 2. Multi-stage pipeline with gvadetect and gvaclassify 3. Multi-stream pipelines with single AI stage 4. Multi-stream pipelines with multiple AI stages 5. Multi-stream pipelines with meta-aggregation element 6. The Intel® DL Streamer Pipeline Framework performance benchmark results Profiling with Intel VTune™ 1. Install VTune™ 2. Configure VTune™ host platform, Windows-to-Linux remote profiling method 3. Results Analysis DL Streamer and DeepStream Coexistence Converting NVIDIA DeepStream Pipelines to Intel® Deep Learning Streamer (Intel® DL Streamer) Pipeline Framework Preparing Your Model Conversion Examples Conversion Rules DeepStream to DL Streamer Mapping How to Contribute Coding Style Latency Tracer Elements and Pipeline Latency Interval Configuration Model-proc File (legacy) Contents Overview Pre-processing description (input_preproc) Post-processing description (output_postproc) Pipeline Optimizer