Why is that? When deepstream-app is run in loop on Jetson AGX Xavier using while true; do deepstream-app -c ; done;, after a few iterations I see low FPS for certain iterations. How can I specify RTSP streaming of DeepStream output? Whether its at a traffic intersection to reduce vehicle congestion, health and safety monitoring at hospitals, surveying retail aisles for better customer satisfaction, or at a manufacturing facility to detect component defects, every application demands reliable, real-time Intelligent Video Analytics (IVA). Open Device Manager and navigate to the other devices section. DeepStream 6.2 is the release that supports new features for NVIDIA Jetson Xavier, NVIDIA Jetson NX, NVIDIA Jetson Orin NX and NVIDIA Jetson AGX Orin. What is maximum duration of data I can cache as history for smart record? Why does the RTSP source used in gst-launch pipeline through uridecodebin show blank screen followed by the error -. NVIDIA AI Enterprise is an end-to-end, secure, cloud-native suite of AI software. Using a simple, intuitive UI, processing pipelines are constructed with drag-and-drop operations. Attach a GPU to a Linux VM in Azure Stack HCI - Azure Stack HCI radius - int, Holds radius of circle in pixels. Metadata propagation through nvstreammux and nvstreamdemux. Enabling and configuring the sample plugin. Learn more by reading the ASR DeepStream Plugin. Metadata propagation through nvstreammux and nvstreamdemux. My DeepStream performance is lower than expected. Type and Range. Observing video and/or audio stutter (low framerate), 2. Running with an X server by creating virtual display, 2 . How do I deploy models from TAO Toolkit with DeepStream? On Jetson platform, I get same output when multiple Jpeg images are fed to nvv4l2decoder using multifilesrc plugin. Gst-nvvideoconvert plugin can perform color format conversion on the frame. The next step is to batch the frames for optimal inference performance. Any use, reproduction, disclosure or distribution of this software and related documentation without an express license agreement from NVIDIA Corporation is strictly prohibited. The NVIDIA DeepStream SDK is a streaming analytics toolkit for multisensor processing. DeepStream is an optimized graph architecture built using the open source GStreamer framework. DeepStream SDK Python bindings and sample applications - GitHub - NVIDIA-AI-IOT/deepstream_python_apps: DeepStream SDK Python bindings and sample applications Most samples are available in C/C++, Python, and Graph Composer versions and run on both NVIDIA Jetson and dGPU platforms. What are the sample pipelines for nvstreamdemux? How to clean and restart? NvDsAnalyticsObjInfo Struct Reference. '/usr/lib/aarch64-linux-gnu/gstreamer-1.0/libgstlibav.so': Install librdkafka (to enable Kafka protocol adaptor for message broker), Run deepstream-app (the reference application), Remove all previous DeepStream installations, Run the deepstream-app (the reference application), dGPU Setup for RedHat Enterprise Linux (RHEL), How to visualize the output if the display is not attached to the system, 1 . Why is that? DeepStream 6.0 introduces a low-code programming workflow, support for new data formats and algorithms, and a range of new getting started resources. DeepStream is built for both developers and enterprises and offers extensive AI model support for popular object detection and segmentation models such as state of the art SSD, YOLO, FasterRCNN, and MaskRCNN. DeepStream is an integral part of NVIDIA Metropolis, the platform for building end-to-end services and solutions that transform pixels and sensor data into actionable insights. What is batch-size differences for a single model in different config files (, Create Container Image from Graph Composer, Generate an extension for GXF wrapper of GstElement, Extension and component factory registration boilerplate, Implementation of INvDsInPlaceDataHandler, Implementation of an Configuration Provider component, DeepStream Domain Component - INvDsComponent, Probe Callback Implementation - INvDsInPlaceDataHandler, Element Property Controller INvDsPropertyController, Configurations INvDsConfigComponent template and specializations, INvDsVideoTemplatePluginConfigComponent / INvDsAudioTemplatePluginConfigComponent, Set the root folder for searching YAML files during loading, Starts the execution of the graph asynchronously, Waits for the graph to complete execution, Runs all System components and waits for their completion, Get unique identifier of the entity of given component, Get description and list of components in loaded Extension, Get description and list of parameters of Component, nvidia::gxf::DownstreamReceptiveSchedulingTerm, nvidia::gxf::MessageAvailableSchedulingTerm, nvidia::gxf::MultiMessageAvailableSchedulingTerm, nvidia::gxf::ExpiringMessageAvailableSchedulingTerm, nvidia::triton::TritonInferencerInterface, nvidia::triton::TritonRequestReceptiveSchedulingTerm, nvidia::deepstream::NvDs3dDataDepthInfoLogger, nvidia::deepstream::NvDs3dDataColorInfoLogger, nvidia::deepstream::NvDs3dDataPointCloudInfoLogger, nvidia::deepstream::NvDsActionRecognition2D, nvidia::deepstream::NvDsActionRecognition3D, nvidia::deepstream::NvDsMultiSrcConnection, nvidia::deepstream::NvDsGxfObjectDataTranslator, nvidia::deepstream::NvDsGxfAudioClassificationDataTranslator, nvidia::deepstream::NvDsGxfOpticalFlowDataTranslator, nvidia::deepstream::NvDsGxfSegmentationDataTranslator, nvidia::deepstream::NvDsGxfInferTensorDataTranslator, nvidia::BodyPose2D::NvDsGxfBodypose2dDataTranslator, nvidia::deepstream::NvDsMsgRelayTransmitter, nvidia::deepstream::NvDsMsgBrokerC2DReceiver, nvidia::deepstream::NvDsMsgBrokerD2CTransmitter, nvidia::FacialLandmarks::FacialLandmarksPgieModel, nvidia::FacialLandmarks::FacialLandmarksSgieModel, nvidia::FacialLandmarks::FacialLandmarksSgieModelV2, nvidia::FacialLandmarks::NvDsGxfFacialLandmarksTranslator, nvidia::HeartRate::NvDsHeartRateTemplateLib, nvidia::HeartRate::NvDsGxfHeartRateDataTranslator, nvidia::deepstream::NvDsModelUpdatedSignal, nvidia::deepstream::NvDsInferVideoPropertyController, nvidia::deepstream::NvDsLatencyMeasurement, nvidia::deepstream::NvDsAudioClassificationPrint, nvidia::deepstream::NvDsPerClassObjectCounting, nvidia::deepstream::NvDsModelEngineWatchOTFTrigger, nvidia::deepstream::NvDsRoiClassificationResultParse, nvidia::deepstream::INvDsInPlaceDataHandler, nvidia::deepstream::INvDsPropertyController, nvidia::deepstream::INvDsAudioTemplatePluginConfigComponent, nvidia::deepstream::INvDsVideoTemplatePluginConfigComponent, nvidia::deepstream::INvDsInferModelConfigComponent, nvidia::deepstream::INvDsGxfDataTranslator, nvidia::deepstream::NvDsOpticalFlowVisual, nvidia::deepstream::NvDsVideoRendererPropertyController, nvidia::deepstream::NvDsSampleProbeMessageMetaCreation, nvidia::deepstream::NvDsSampleSourceManipulator, nvidia::deepstream::NvDsSampleVideoTemplateLib, nvidia::deepstream::NvDsSampleAudioTemplateLib, nvidia::deepstream::NvDsSampleC2DSmartRecordTrigger, nvidia::deepstream::NvDsSampleD2C_SRMsgGenerator, nvidia::deepstream::NvDsResnet10_4ClassDetectorModel, nvidia::deepstream::NvDsSecondaryCarColorClassifierModel, nvidia::deepstream::NvDsSecondaryCarMakeClassifierModel, nvidia::deepstream::NvDsSecondaryVehicleTypeClassifierModel, nvidia::deepstream::NvDsSonyCAudioClassifierModel, nvidia::deepstream::NvDsCarDetector360dModel, nvidia::deepstream::NvDsSourceManipulationAction, nvidia::deepstream::NvDsMultiSourceSmartRecordAction, nvidia::deepstream::NvDsMultiSrcWarpedInput, nvidia::deepstream::NvDsMultiSrcInputWithRecord, nvidia::deepstream::NvDsOSDPropertyController, nvidia::deepstream::NvDsTilerEventHandler, Setting up a Connection from an Input to an Output, A Basic Example of Container Builder Configuration, Container builder main control section specification, Container dockerfile stage section specification. Running DeepStream sample apps in docker container The source code for the binding and Python sample applications are available on GitHub. Can Jetson platform support the same features as dGPU for Triton plugin? x2 - int, Holds width of the box in pixels. . Learn how NVIDIA DeepStream and Graph Composer make it easier to create vision AI applications for NVIDIA Jetson. Add the Deepstream module to your solution: Open the command palette (Ctrl+Shift+P) Select Azure IoT Edge: Add IoT Edge module Select the default deployment manifest (deployment.template.json) Select Module from Azure Marketplace. Can Jetson platform support the same features as dGPU for Triton plugin? What if I do not get expected 30 FPS from camera using v4l2src plugin in pipeline but instead get 15 FPS or less than 30 FPS? Why does the deepstream-nvof-test application show the error message Device Does NOT support Optical Flow Functionality ? What is batch-size differences for a single model in different config files (. The container is based on the NVIDIA DeepStream container and leverages it's built-in SEnet with resnet18 backend (TRT model which is trained on the KITTI dataset). Does Gst-nvinferserver support Triton multiple instance groups? Latest Tag. How to get camera calibration parameters for usage in Dewarper plugin? One of the key capabilities of DeepStream is secure bi-directional communication between edge and cloud. What are the recommended values for. . What is maximum duration of data I can cache as history for smart record? Graph Composer gives DeepStream developers a powerful, low-code development option. NvOSD_CircleParams Deepstream Deepstream Version: 6.2 documentation Once frames are batched, it is sent for inference. If you are trying to detect an object, this tensor data needs to be post-processed by a parsing and clustering algorithm to create bounding boxes around the detected object. DeepStream is an integral part of NVIDIA Metropolis, the platform for building end-to-end services and solutions that transform pixels and sensor data into actionable insights. DeepStream builds on top of several NVIDIA libraries from the CUDA-X stack such as CUDA, TensorRT, NVIDIA Triton Inference server and multimedia libraries. For more information on DeepStream documentation containing Development guide, Plug-ins manual, API reference manual, migration guide, . Can I record the video with bounding boxes and other information overlaid? The following table shows the end-to-end application performance from data ingestion, decoding, and image processing to inference. For new DeepStream developers or those not reusing old models, this step can be omitted. Streaming data analytics use cases are transforming before your eyes. This helps ensure that your business-critical projects stay on track. At the bottom are the different hardware engines that are utilized throughout the application. I started the record with a set duration. 48.31 KB. Organizations now have the ability to build applications that are resilient and manageable, thereby enabling faster deployments of applications. What are different Memory transformations supported on Jetson and dGPU? Read more about DeepStream here. What is the recipe for creating my own Docker image? DeepStream is a streaming analytic toolkit to build AI-powered applications. DeepStream 6.2 is now available for download! And once it happens, container builder may return errors again and again. How can I verify that CUDA was installed correctly? Why does the deepstream-nvof-test application show the error message Device Does NOT support Optical Flow Functionality ? What are the recommended values for. Are multiple parallel records on same source supported? How can I display graphical output remotely over VNC? Sample Configurations and Streams. DeepStream SDK can be the foundation layer for a number of video analytic solutions like understanding traffic and pedestrians in smart city, health and safety monitoring in hospitals, self-checkout and analytics in retail, detecting component defects at a manufacturing facility and others. The DeepStream reference application is a GStreamer based solution and consists of set of GStreamer plugins encapsulating low-level APIs to form a complete graph. Latency Measurement API Usage guide for audio, nvds_msgapi_connect(): Create a Connection, nvds_msgapi_send() and nvds_msgapi_send_async(): Send an event, nvds_msgapi_subscribe(): Consume data by subscribing to topics, nvds_msgapi_do_work(): Incremental Execution of Adapter Logic, nvds_msgapi_disconnect(): Terminate a Connection, nvds_msgapi_getversion(): Get Version Number, nvds_msgapi_get_protocol_name(): Get name of the protocol, nvds_msgapi_connection_signature(): Get Connection signature, Connection Details for the Device Client Adapter, Connection Details for the Module Client Adapter, nv_msgbroker_connect(): Create a Connection, nv_msgbroker_send_async(): Send an event asynchronously, nv_msgbroker_subscribe(): Consume data by subscribing to topics, nv_msgbroker_disconnect(): Terminate a Connection, nv_msgbroker_version(): Get Version Number, DS-Riva ASR Library YAML File Configuration Specifications, DS-Riva TTS Yaml File Configuration Specifications, Gst-nvdspostprocess File Configuration Specifications, Gst-nvds3dfilter properties Specifications, 3. Description of the Sample Plugin: gst-dsexample. Create powerful vision AI applications using C/C++, Python, or Graph Composers simple and intuitive UI. DeepStream is a closed-source SDK. Yes, DS 6.0 or later supports the Ampere architecture. Whats the throughput of H.264 and H.265 decode on dGPU (Tesla)? Deploy AI services in cloud native containers and orchestrate them using Kubernetes. How to tune GPU memory for Tensorflow models? The deepstream-test2 progresses from test1 and cascades secondary network to the primary network. There are several built-in reference trackers in the SDK, ranging from high performance to high accuracy. DeepStream SDK is suitable for a wide range of use-cases across a broad set of industries. All SKUs support DeepStream. Variables: xc - int, Holds start horizontal coordinate in pixels. Why am I getting following warning when running deepstream app for first time? RTX GPUs performance is only reported for flagship product(s). How can I interpret frames per second (FPS) display information on console? Video and Audio muxing; file sources of different fps, 3.2 Video and Audio muxing; RTMP/RTSP sources, 4.1 GstAggregator plugin -> filesink does not write data into the file, 4.2 nvstreammux WARNING Lot of buffers are being dropped, 5. I have caffe and prototxt files for all the three models of mtcnn. Can I run my models natively in TensorFlow or PyTorch with DeepStream? How to enable TensorRT optimization for Tensorflow and ONNX models? Copyright 2023, NVIDIA. New DeepStream Multi-Object Trackers (MOTs) . Note that running on the DLAs for Jetson devices frees up the GPU for other tasks. This is accomplished using a series of plugins built around the popular GStreamer framework. y2 - int, Holds height of the box in pixels. How can I know which extensions synchronized to registry cache correspond to a specific repository? DeepStream 6.2 Highlights: 30+ hardware accelerated plug-ins and extensions to optimize pre/post processing, inference, multi-object tracking, message brokers, and more. Sign in using an account with administrative privileges to the server (s) with the NVIDIA GPU installed. What are different Memory types supported on Jetson and dGPU? Implementing a Custom GStreamer Plugin with OpenCV Integration Example. NVDS_LABEL_INFO_META : metadata type to be set for given label of classifier. How to minimize FPS jitter with DS application while using RTSP Camera Streams? I need to build a face recognition app using Deepstream 5.0. DeepStream - Intelligent Video Analytics Demo | NVIDIA NGC After inference, the next step could involve tracking the object. DeepStreams multi-platform support gives you a faster, easier way to develop vision AI applications and services. Does Gst-nvinferserver support Triton multiple instance groups? User can add its own metadata type NVDS_START_USER_META onwards. Are multiple parallel records on same source supported? Why is the Gst-nvstreammux plugin required in DeepStream 4.0+? The DeepStream SDK can be used to build end-to-end AI-powered applications to analyze video and sensor data. How can I change the location of the registry logs? Does smart record module work with local video streams? Can I stop it before that duration ends? Create applications in C/C++, interact directly with GStreamer and DeepStream plug-ins, and use reference applications and templates. Please refer to deepstream python documentation, GitHub GitHub - NVIDIA-AI-IOT/deepstream_python_apps: DeepStream SDK Python bindings. In part 2, you deploy the model on the edge for real-time inference using DeepStream. NVIDIA. To learn more about the performance using DeepStream, check the documentation. The containers are available on NGC, NVIDIA GPU cloud registry. This post series addresses both challenges. Publisher. The DeepStream Python application uses the Gst-Python API action to construct the pipeline and use probe functions to access data at various points in the pipeline. Also included are the source code for these applications. Latest Version. Regarding git source code compiling in compile_stage, Is it possible to compile source from HTTP archives? IoT DeepStream 6.2 Release documentation - docs.nvidia.com How to find out the maximum number of streams supported on given platform? For creating visualization artifacts such as bounding boxes, segmentation masks, labels there is a visualization plugin called Gst-nvdsosd. Using NVIDIA TensorRT for high-throughput inference with options for multi-GPU, multi-stream, and batching support also helps you achieve the best possible performance. DeepStream is an integral part of NVIDIA Metropolis, the platform for building end-to-end services and solutions for transforming pixels and sensor data to actionable insights. Can Gst-nvinferserver support inference on multiple GPUs? For the output, users can select between rendering on screen, saving the output file, or streaming the video out over RTSP. before you investigate the implementation of deepstream, please make sure you are familiar with gstreamer ( https://gstreamer.freedesktop.org/) coding skills. Observing video and/or audio stutter (low framerate), 2. How to use the OSS version of the TensorRT plugins in DeepStream? 5.1 Adding GstMeta to buffers before nvstreammux. Implementing a Custom GStreamer Plugin with OpenCV Integration Example. 2. DeepStream | NVIDIA NGC What is the difference between batch-size of nvstreammux and nvinfer? Custom broker adapters can be created. Train Models with TAO Toolkit and DeepStream | NVIDIA How to use the OSS version of the TensorRT plugins in DeepStream? It comes pre-built with an inference plugin to do object detection cascaded by inference plugins to do image classification. . Learn more. KoiReader developed an AI-powered machine vision solution using NVIDIA developer tools including DeepStream SDK to help PepsiCo achieve precision and efficiency in dynamic distribution environments. IVA is of immense help in smarter spaces. DeepStream Version 6.0.1 NVIDIA GPU Driver Version 512.15 When I run the sample deepstream config app, everything loads up well but the nvv4l2decoder plugin is not able to load /dev/nvidia0. Enabling and configuring the sample plugin. DeepStream pipelines enable real-time analytics on video, image, and sensor data. How can I determine the reason? What is the official DeepStream Docker image and where do I get it? The container is based on the NVIDIA DeepStream container and leverages it's built-in SEnet with resnet18 backend. NvDsAnalyticsMeta Deepstream Deepstream Version: 6.2 documentation uri-list. Gst-nvmultiurisrcbin (Alpha) DeepStream 6.2 Release documentation How do I configure the pipeline to get NTP timestamps? Can I record the video with bounding boxes and other information overlaid? How can I run the DeepStream sample application in debug mode? What is the recipe for creating my own Docker image? Running with an X server by creating virtual display, 2 . Could you please help with this. How to measure pipeline latency if pipeline contains open source components. Enterprise support is included with NVIDIA AI Enterprise to help you develop your applications powered by DeepStream and manage the lifecycle of AI applications with global enterprise support. What types of input streams does DeepStream 6.2 support? Does smart record module work with local video streams? DeepStream SDK | NVIDIA Developer What if I do not get expected 30 FPS from camera using v4l2src plugin in pipeline but instead get 15 FPS or less than 30 FPS? How to find out the maximum number of streams supported on given platform? When running live camera streams even for few or single stream, also output looks jittery? When deepstream-app is run in loop on Jetson AGX Xavier using while true; do deepstream-app -c ; done;, after a few iterations I see low FPS for certain iterations. NVIDIA's DeepStream SDK delivers a complete streaming analytics toolkit for AI-based multi-sensor processing for video, image, and audio understanding. Developers can start with deepstream-test1 which is almost like a DeepStream hello world. Free Trial Download See Riva in Action Read the NVIDIA Riva solution brief 1. OneCup AIs computer vision system tracks and classifies animal activity using NVIDIA pretrained models, TAO Toolkit, and DeepStream SDK, significantly reducing their development time from months to weeks. How can I know which extensions synchronized to registry cache correspond to a specific repository? Nvv4l2decoder and encoder on wsl2 - DeepStream SDK - NVIDIA Developer Why do some caffemodels fail to build after upgrading to DeepStream 6.2? Can users set different model repos when running multiple Triton models in single process? You can find details regarding regenerating the cache in the Read Me First section of the documentation. So I basically need a face detector (mtcnn model) and a feature extractor. 0.1.8. Graph Composer abstracts much of the underlying DeepStream, GStreamer, and platform programming knowledge required to create the latest real-time, multi-stream vision AI applications.Instead of writing code, users interact with an extensive library of components, configuring and connecting them using the drag-and-drop interface. How can I determine the reason? Install DeepStream SDK 2.1 Installation. What platforms and OS are compatible with DeepStream? What if I dont set video cache size for smart record? On Jetson platform, I get same output when multiple Jpeg images are fed to nvv4l2decoder using multifilesrc plugin. What is the approximate memory utilization for 1080p streams on dGPU? Latency Measurement API Usage guide for audio, nvds_msgapi_connect(): Create a Connection, nvds_msgapi_send() and nvds_msgapi_send_async(): Send an event, nvds_msgapi_subscribe(): Consume data by subscribing to topics, nvds_msgapi_do_work(): Incremental Execution of Adapter Logic, nvds_msgapi_disconnect(): Terminate a Connection, nvds_msgapi_getversion(): Get Version Number, nvds_msgapi_get_protocol_name(): Get name of the protocol, nvds_msgapi_connection_signature(): Get Connection signature, Connection Details for the Device Client Adapter, Connection Details for the Module Client Adapter, nv_msgbroker_connect(): Create a Connection, nv_msgbroker_send_async(): Send an event asynchronously, nv_msgbroker_subscribe(): Consume data by subscribing to topics, nv_msgbroker_disconnect(): Terminate a Connection, nv_msgbroker_version(): Get Version Number, DS-Riva ASR Library YAML File Configuration Specifications, DS-Riva TTS Yaml File Configuration Specifications, Gst-nvdspostprocess File Configuration Specifications, Gst-nvds3dfilter properties Specifications, 3. Why do I see the below Error while processing H265 RTSP stream? Also, DeepStream ships with an example to run the popular YOLO models, FasterRCNN, SSD and RetinaNet. DeepStream Reference Application - deepstream-app How to get camera calibration parameters for usage in Dewarper plugin? My DeepStream performance is lower than expected. DeepStream ships with several out of the box security protocols such as SASL/Plain authentication using username/password and 2-way TLS authentication. Last updated on Feb 02, 2023. Consider potential algorithmic bias when choosing or creating the models being deployed. Mrunalkshirsagar August 4, 2020, 2:59pm #1. How can I run the DeepStream sample application in debug mode? Drivers - Nvidia How to use the OSS version of the TensorRT plugins in DeepStream? The registry failed to perform an operation and reported an error message. Why is that? NVIDIA introduced Python bindings to help you build high-performance AI applications using Python. NvOSD_CircleParams. DeepStream supports several popular networks out of the box. Trifork jumpstarted their AI model development with NVIDIA DeepStream SDK, pretrained models, and TAO Toolkit to develop their AI-based baggage tracking solution for airports. DeepStream is optimized for NVIDIA GPUs; the application can be deployed on an embedded edge device running Jetson platform or can be deployed on larger edge or datacenter GPUs like T4. The inference can be done using TensorRT, NVIDIAs inference accelerator runtime or can be done in the native framework such as TensorFlow or PyTorch using Triton inference server. Welcome to the NVIDIA DeepStream SDK API Reference. TAO toolkit Integration with DeepStream. The pre-processing can be image dewarping or color space conversion. How does secondary GIE crop and resize objects? Why am I getting following warning when running deepstream app for first time? Learn how NVIDIA DeepStream and Graph Composer make it easier than ever to create vision AI applications for NVIDIA Jetson. Can I stop it before that duration ends? All the individual blocks are various plugins that are used. How to tune GPU memory for Tensorflow models? TAO toolkit Integration with DeepStream. mp4, mkv), DeepStream plugins failing to load without DISPLAY variable set when launching DS dockers, On Jetson, observing error : gstnvarguscamerasrc.cpp, execute:751 No cameras available. NVIDIA provides an SDK known as DeepStream that allows for seamless development of custom object detection pipelines. Holds the circle parameters to be overlayed. DeepStream provides building blocks in the form of GStreamer plugins that can be used to construct an efficient video analytic pipeline. When executing a graph, the execution ends immediately with the warning No system specified. What if I dont set video cache size for smart record? The documentation for this struct was generated from the following file: nvds_analytics_meta.h; Advance Information | Subject to Change | Generated by NVIDIA | Fri Feb 3 2023 16:01:36 | PR-09318-R32 . Why do I see the below Error while processing H265 RTSP stream? NVIDIAs DeepStream SDK is a complete streaming analytics toolkit based on GStreamer for AI-based multi-sensor processing, video, audio, and image understanding. Can users set different model repos when running multiple Triton models in single process? To learn more about deployment with dockers, see the Docker container chapter. A list of parameters must be defined within the config file using the proto-cfg entry within the message-broker section as shown in the example below. In the main control section, why is the field container_builder required? The use of cloud-native technologies gives you the flexibility and agility needed for rapid product development and continuous product improvement over time. This release supports Jetson Xavier NX, AGX Xavier, and Orin AGX.
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